From d04a2816041546a7b11bd30e10471b5005d0d9d7 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 4 Feb 2024 14:15:06 -0500 Subject: [PATCH 01/31] started offset code --- src/localization/gps_linearization.py | 33 +++++++++++++++++++++++---- 1 file changed, 28 insertions(+), 5 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 8434f01ae..bdc6e22a2 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -12,6 +12,7 @@ from util.SO3 import SO3 from util.np_utils import numpify import message_filters +from rtkStatus.msg import rtkStatus class GPSLinearization: @@ -25,6 +26,9 @@ class GPSLinearization: last_imu_msg: Optional[ImuAndMag] pose_publisher: rospy.Publisher + # last offset + last_pose_offset: Optional[np.ndarray] + # reference coordinates ref_lat: float ref_lon: float @@ -36,6 +40,9 @@ class GPSLinearization: use_dop_covariance: bool config_gps_covariance: np.ndarray + + + def __init__(self): # read required parameters, if they don't exist an error will be thrown self.ref_lat = rospy.get_param("gps_linearization/reference_point_latitude") @@ -50,17 +57,20 @@ def __init__(self): self.last_gps_msg = None self.last_imu_msg = None + self.last_pose_offset = None right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) + left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) + right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) - sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub], 10, 0.5) + sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub, left_rtk_fix_sub, right_rtk_fix_sub], 10, 0.5) sync_gps_sub.registerCallback(self.gps_callback) - + rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) - def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix): + def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_rtk_fix: rtkStatus, right_rtk_fix: rtkStatus): """ Callback function that receives GPS messages, assigns their covariance matrix, and then publishes the linearized pose. @@ -68,9 +78,9 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix): :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, right_rtk_fix.RTK_FIX_TYPE])): return - if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): + if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude, left_rtk_fix.RTK_FIX_TYPE])): return ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) @@ -84,10 +94,18 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix): pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) + # if the fix status of both gps is 2 (fixed), then update the offset + if (right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2): + + covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) + # apply the offset to the orientation before publishing to ekf + + + # TODO: publish to ekf pose_msg = PoseWithCovarianceStamped( header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), @@ -108,11 +126,16 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ + # apply offset correction + if self.last_pose_offset is not None: + self.last_imu_msg = msg if self.last_gps_msg is not None: self.publish_pose() + # find most recent gps heading published and apply offset + def publish_pose(self): """ Publishes the linearized pose of the rover relative to the map frame, From 2c4bb6edfc5164031d62a49d4cbec30584cc03b0 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 4 Feb 2024 23:00:01 -0500 Subject: [PATCH 02/31] gps_linearization update --- src/localization/gps_linearization.py | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index bdc6e22a2..1728ddde2 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -15,6 +15,8 @@ from rtkStatus.msg import rtkStatus + + class GPSLinearization: """ This node subscribes to GPS and IMU data, linearizes the GPS data @@ -94,17 +96,15 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) - # if the fix status of both gps is 2 (fixed), then update the offset - if (right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2): + # if the fix status of both gps is 2 (fixed), update the offset + if (right_rtk_fix.RTK_FIX_TYPE == RTK_FIX and left_rtk_fix.RTK_FIX_TYPE == 2): + # calc offset from imu heading and rtk heading, store the offset + # how can we make sure these 2 headings are comparable?? covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) - - # apply the offset to the orientation before publishing to ekf - - # TODO: publish to ekf pose_msg = PoseWithCovarianceStamped( @@ -117,7 +117,7 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r covariance=covariance_matrix.flatten().tolist(), ), ) - + # publish pose (rtk) self.pose_publisher.publish(pose_msg) def imu_callback(self, msg: ImuAndMag): @@ -126,15 +126,20 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - # apply offset correction + if self.last_pose_offset is not None: + # apply offset correction self.last_imu_msg = msg - if self.last_gps_msg is not None: - self.publish_pose() + # publish pose (corrected, imu) + self.publish_pose() + + + # if self.last_gps_msg is not None: + # self.publish_pose() + - # find most recent gps heading published and apply offset def publish_pose(self): """ From cf40b2780a97b783d75536d066106834d6d0ca9f Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Mon, 5 Feb 2024 08:43:54 -0500 Subject: [PATCH 03/31] updated gps linearization --- src/localization/gps_linearization.py | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 1728ddde2..f5a0a9d27 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -28,8 +28,10 @@ class GPSLinearization: last_imu_msg: Optional[ImuAndMag] pose_publisher: rospy.Publisher - # last offset - last_pose_offset: Optional[np.ndarray] + # offset + rtk_offset: Optional[np.ndarray] + calculate_offset: bool + last_gps_pose: Optional[np.ndarray] # reference coordinates ref_lat: float @@ -52,6 +54,7 @@ def __init__(self): self.ref_alt = rospy.get_param("gps_linearization/reference_point_altitude") self.world_frame = rospy.get_param("world_frame") self.use_dop_covariance = rospy.get_param("global_ekf/use_gps_dop_covariance") + calculate_offset = False # config gps and imu convariance matrices self.config_gps_covariance = np.array(rospy.get_param("global_ekf/gps_covariance", None)) @@ -59,7 +62,7 @@ def __init__(self): self.last_gps_msg = None self.last_imu_msg = None - self.last_pose_offset = None + self.rtk_offset = None right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) @@ -95,11 +98,11 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) + last_gps_pose = pose - # if the fix status of both gps is 2 (fixed), update the offset + # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage if (right_rtk_fix.RTK_FIX_TYPE == RTK_FIX and left_rtk_fix.RTK_FIX_TYPE == 2): - # calc offset from imu heading and rtk heading, store the offset - # how can we make sure these 2 headings are comparable?? + calculate_offset = True covariance_matrix = np.zeros((6, 6)) @@ -126,8 +129,13 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ + + if calculate_offset: + # calc offset from imu heading and last_gps_pose, store the offset + # how can we make sure these 2 headings are comparable?? + calculate_offset = False - if self.last_pose_offset is not None: + if self.rtk_offset is not None: # apply offset correction self.last_imu_msg = msg @@ -136,10 +144,6 @@ def imu_callback(self, msg: ImuAndMag): self.publish_pose() - # if self.last_gps_msg is not None: - # self.publish_pose() - - def publish_pose(self): """ @@ -147,6 +151,7 @@ def publish_pose(self): as a PoseWithCovarianceStamped message. """ ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) + # use last_gps_pose instead of last_gps_msg linearized_pose, covariance = self.get_linearized_pose_in_world(self.last_gps_msg, self.last_imu_msg, ref_coord) pose_msg = PoseWithCovarianceStamped( From 029c57b2d82114a93e7c146fc2fcf9551420dc86 Mon Sep 17 00:00:00 2001 From: dllliu Date: Thu, 8 Feb 2024 18:33:59 -0500 Subject: [PATCH 04/31] fix import --- src/localization/gps_linearization.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index f5a0a9d27..6496b88c0 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -12,7 +12,7 @@ from util.SO3 import SO3 from util.np_utils import numpify import message_filters -from rtkStatus.msg import rtkStatus +from mrover.msg import rtkStatus @@ -54,15 +54,17 @@ def __init__(self): self.ref_alt = rospy.get_param("gps_linearization/reference_point_altitude") self.world_frame = rospy.get_param("world_frame") self.use_dop_covariance = rospy.get_param("global_ekf/use_gps_dop_covariance") - calculate_offset = False + # config gps and imu convariance matrices self.config_gps_covariance = np.array(rospy.get_param("global_ekf/gps_covariance", None)) self.config_imu_covariance = np.array(rospy.get_param("global_ekf/imu_orientation_covariance", None)) + #config params for new test self.last_gps_msg = None self.last_imu_msg = None self.rtk_offset = None + self.calculate_offset = False right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) @@ -98,11 +100,11 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) - last_gps_pose = pose + self.last_gps_pose = pose # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage - if (right_rtk_fix.RTK_FIX_TYPE == RTK_FIX and left_rtk_fix.RTK_FIX_TYPE == 2): - calculate_offset = True + if (right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2): + self.calculate_offset = True covariance_matrix = np.zeros((6, 6)) From da0e7af6388de799c16e90b89d98a8ab68cafce4 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Thu, 8 Feb 2024 19:50:14 -0500 Subject: [PATCH 05/31] finished offset code --- src/localization/gps_linearization.py | 83 ++++++++++++++++----------- 1 file changed, 48 insertions(+), 35 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index f5a0a9d27..fe65f350e 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -1,6 +1,5 @@ #!/usr/bin/env python3 from typing import Optional, Tuple - import numpy as np import rospy from geometry_msgs.msg import PoseWithCovarianceStamped, PoseWithCovariance, Pose, Point, Quaternion @@ -12,7 +11,8 @@ from util.SO3 import SO3 from util.np_utils import numpify import message_filters -from rtkStatus.msg import rtkStatus +from mrover.msg import rtkStatus +from tf.transformations import * @@ -24,14 +24,16 @@ class GPSLinearization: orientation into a pose estimate for the rover and publishes it. """ - last_gps_msg: Optional[NavSatFix] - last_imu_msg: Optional[ImuAndMag] + last_gps_pose: Optional[np.ndarray] + last_gps_pose_fixed: Optional[np.ndarray] pose_publisher: rospy.Publisher + # itme + # last_gps_pose_fixed_time = rostime + # offset rtk_offset: Optional[np.ndarray] calculate_offset: bool - last_gps_pose: Optional[np.ndarray] # reference coordinates ref_lat: float @@ -54,21 +56,26 @@ def __init__(self): self.ref_alt = rospy.get_param("gps_linearization/reference_point_altitude") self.world_frame = rospy.get_param("world_frame") self.use_dop_covariance = rospy.get_param("global_ekf/use_gps_dop_covariance") - calculate_offset = False # config gps and imu convariance matrices self.config_gps_covariance = np.array(rospy.get_param("global_ekf/gps_covariance", None)) self.config_imu_covariance = np.array(rospy.get_param("global_ekf/imu_orientation_covariance", None)) - self.last_gps_msg = None - self.last_imu_msg = None + # track last gps pose and last imu message + self.last_gps_pose = None + self.last_gps_pose_fixed = None + + # rtk offset self.rtk_offset = None + self.calculate_offset = False + # subscribe to topics right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) + # sync subscribers sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub, left_rtk_fix_sub, right_rtk_fix_sub], 10, 0.5) sync_gps_sub.registerCallback(self.gps_callback) @@ -98,18 +105,18 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) - last_gps_pose = pose + self.last_gps_pose = pose # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage - if (right_rtk_fix.RTK_FIX_TYPE == RTK_FIX and left_rtk_fix.RTK_FIX_TYPE == 2): - calculate_offset = True + if (right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2): + self.calculate_offset = True + self.last_gps_pose_fixed = pose - covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) - # TODO: publish to ekf + # publish to ekf pose_msg = PoseWithCovarianceStamped( header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), pose=PoseWithCovariance( @@ -120,6 +127,7 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r covariance=covariance_matrix.flatten().tolist(), ), ) + # publish pose (rtk) self.pose_publisher.publish(pose_msg) @@ -129,41 +137,46 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - - if calculate_offset: - # calc offset from imu heading and last_gps_pose, store the offset - # how can we make sure these 2 headings are comparable?? - calculate_offset = False - if self.rtk_offset is not None: - # apply offset correction + # how can we make sure these 2 headings are comparable?? + if self.calculate_offset: + imu_heading = euler_from_quaternion(msg.imu.orientation)[2] + imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") - self.last_imu_msg = msg - - # publish pose (corrected, imu) - self.publish_pose() + gps_heading = euler_from_quaternion(Quaternion(*self.last_gps_pose_fixed.rotation.quaternion))[2] + gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") + self.rtk_offset = np.malmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) + self.calculate_offset = False + + # if rtk_offset is set, apply offset + if self.rtk_offset is not None: + imu_rotation_matrix = euler_from_quaternion(msg.imu.orientation) + offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) + offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) + msg.imu.quaternion = quaternion_from_euler(offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz") + + # imu quaternion + imu_quat = numpify(msg.imu.orientation) + imu_quat = imu_quat / np.linalg.norm(imu_quat) - def publish_pose(self): - """ - Publishes the linearized pose of the rover relative to the map frame, - as a PoseWithCovarianceStamped message. - """ - ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) - # use last_gps_pose instead of last_gps_msg - linearized_pose, covariance = self.get_linearized_pose_in_world(self.last_gps_msg, self.last_imu_msg, ref_coord) + covariance_matrix = np.zeros((6, 6)) + covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) + covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) pose_msg = PoseWithCovarianceStamped( header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), pose=PoseWithCovariance( pose=Pose( - position=Point(*linearized_pose.position), - orientation=Quaternion(*linearized_pose.rotation.quaternion), + position=Point(*self.last_gps_pose.position), + orientation=Quaternion(*imu_quat), ), - covariance=covariance.flatten().tolist(), + covariance=covariance_matrix.flatten().tolist(), ), ) + + # publish pose (imu with correction) self.pose_publisher.publish(pose_msg) @staticmethod From 74931f107fbe5661bf81e2071e7f13d29fd242b6 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Thu, 8 Feb 2024 19:57:57 -0500 Subject: [PATCH 06/31] deleted comments --- src/localization/gps_linearization.py | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index fe65f350e..4fc520786 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -28,9 +28,6 @@ class GPSLinearization: last_gps_pose_fixed: Optional[np.ndarray] pose_publisher: rospy.Publisher - # itme - # last_gps_pose_fixed_time = rostime - # offset rtk_offset: Optional[np.ndarray] calculate_offset: bool @@ -154,7 +151,7 @@ def imu_callback(self, msg: ImuAndMag): imu_rotation_matrix = euler_from_quaternion(msg.imu.orientation) offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) - msg.imu.quaternion = quaternion_from_euler(offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz") + msg.imu.orientation = quaternion_from_euler(offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz") # imu quaternion From 3b05a3e9e6261d8f5d9a834183464e3255d0888d Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 11 Feb 2024 12:45:39 -0500 Subject: [PATCH 07/31] added plots --- src/localization/bag.py | 25 ++++++++ src/localization/gps_linearization.py | 44 ++++++++------ src/localization/gps_plot.py | 84 +++++++++++++++++++++++++++ src/localization/offset_testing.py | 6 ++ 4 files changed, 140 insertions(+), 19 deletions(-) create mode 100644 src/localization/gps_plot.py create mode 100644 src/localization/offset_testing.py diff --git a/src/localization/bag.py b/src/localization/bag.py index 3cce392ff..94a4bb954 100644 --- a/src/localization/bag.py +++ b/src/localization/bag.py @@ -74,6 +74,9 @@ csv_file_left = "left_fix_status.csv" csv_file_right = "right_fix_status.csv" +csv_file_left_coords = "left_position.csv" +csv_file_right_coords = "right_position.csv" + with open(csv_file_left, "w", newline="") as csv_file: csv_writer = csv.writer(csv_file) @@ -92,4 +95,26 @@ rtk_fix_type = int(msg.RTK_FIX_TYPE) csv_writer.writerow(["/right_gps_driver/rtk_fix_status", rtk_fix_type]) +with open(csv_file_left_coords, "w", newline="") as csv_file: + csv_writer = csv.writer(csv_file) + + csv_writer.writerow(["Topic Name", "Latitude", "Longitude", "Altitude"]); + + for _, msg, _ in bag.read_messages(topics="/left_gps_driver/fix"): + latitude = msg.latitude + longitude = msg.longitude + altitude = msg.altitude + csv_writer.writerow(["/left_gps_driver/fix", latitude, longitude, altitude]) + +with open(csv_file_right_coords, "w", newline="") as csv_file: + csv_writer = csv.writer(csv_file) + + csv_writer.writerow(["Topic Name", "Latitude", "Longitude", "Altitude"]) + + for _, msg, _ in bag.read_messages(topics="/right_gps_driver/fix"): + latitude = msg.latitude + longitude = msg.longitude + altitude = msg.altitude + csv_writer.writerow(["/right_gps_driver/fix", latitude, longitude, altitude]) + bag.close() diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 4fc520786..b2591be8d 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -1,5 +1,5 @@ #!/usr/bin/env python3 -from typing import Optional, Tuple +from typing import Optional import numpy as np import rospy from geometry_msgs.msg import PoseWithCovarianceStamped, PoseWithCovariance, Pose, Point, Quaternion @@ -15,8 +15,6 @@ from tf.transformations import * - - class GPSLinearization: """ This node subscribes to GPS and IMU data, linearizes the GPS data @@ -43,9 +41,6 @@ class GPSLinearization: use_dop_covariance: bool config_gps_covariance: np.ndarray - - - def __init__(self): # read required parameters, if they don't exist an error will be thrown self.ref_lat = rospy.get_param("gps_linearization/reference_point_latitude") @@ -73,13 +68,17 @@ def __init__(self): right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) # sync subscribers - sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub, left_rtk_fix_sub, right_rtk_fix_sub], 10, 0.5) + sync_gps_sub = message_filters.ApproximateTimeSynchronizer( + [right_gps_sub, left_gps_sub, left_rtk_fix_sub, right_rtk_fix_sub], 10, 0.5 + ) sync_gps_sub.registerCallback(self.gps_callback) - + rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) - def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_rtk_fix: rtkStatus, right_rtk_fix: rtkStatus): + def gps_callback( + self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_rtk_fix: rtkStatus, right_rtk_fix: rtkStatus + ): """ Callback function that receives GPS messages, assigns their covariance matrix, and then publishes the linearized pose. @@ -87,9 +86,15 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, right_rtk_fix.RTK_FIX_TYPE])): + if np.any( + np.isnan( + [right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, right_rtk_fix.RTK_FIX_TYPE] + ) + ): return - if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude, left_rtk_fix.RTK_FIX_TYPE])): + if np.any( + np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude, left_rtk_fix.RTK_FIX_TYPE]) + ): return ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) @@ -105,14 +110,14 @@ def gps_callback(self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_r self.last_gps_pose = pose # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage - if (right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2): + if right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2: self.calculate_offset = True self.last_gps_pose_fixed = pose - + covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) - + # publish to ekf pose_msg = PoseWithCovarianceStamped( header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), @@ -134,7 +139,7 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - + # how can we make sure these 2 headings are comparable?? if self.calculate_offset: imu_heading = euler_from_quaternion(msg.imu.orientation)[2] @@ -145,14 +150,15 @@ def imu_callback(self, msg: ImuAndMag): self.rtk_offset = np.malmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) self.calculate_offset = False - + # if rtk_offset is set, apply offset if self.rtk_offset is not None: imu_rotation_matrix = euler_from_quaternion(msg.imu.orientation) offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) - msg.imu.orientation = quaternion_from_euler(offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz") - + msg.imu.orientation = quaternion_from_euler( + offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" + ) # imu quaternion imu_quat = numpify(msg.imu.orientation) @@ -193,7 +199,7 @@ def compute_gps_pose(right_cartesian, left_cartesian) -> np.ndarray: rotation_matrix = np.hstack( (vector_perp, np.reshape(vector_connecting, (3, 1)), np.array(object=[[0], [0], [1]])) ) - + # temporary fix, assumes base_link is exactly in the middle of the two GPS antennas # TODO: use static tf from base_link to left_antenna instead rover_position = (left_cartesian + right_cartesian) / 2 diff --git a/src/localization/gps_plot.py b/src/localization/gps_plot.py new file mode 100644 index 000000000..7a248319e --- /dev/null +++ b/src/localization/gps_plot.py @@ -0,0 +1,84 @@ +import pandas as pd +import matplotlib.pyplot as plt +from pymap3d.enu import geodetic2enu +import numpy as np + +ref_lat = 42.293195 +ref_lon = -83.7096706 +ref_alt = 234.1 + +left_fix = pd.read_csv("./left_position.csv") +right_fix = pd.read_csv("./right_position.csv") +left_fix_status = pd.read_csv("./left_fix_status.csv") +right_fix_status = pd.read_csv("./right_fix_status.csv") + +# left_latitude = left_fix["Latitude"] +# left_longitude = left_fix["Longitude"] +right_latitude = right_fix["Latitude"] +right_longitude = right_fix["Longitude"] +# left_rtk_fix = left_fix_status["RTK_fix"] +# right_rtk_fix = right_fix_status["RTK_fix"] + +left_x = [] +left_y = [] +right_x = [] +right_y = [] +left_rtk_fix = [] +right_rtk_fix = [] +m = np.array(['.', '+', '^']) +colors = np.array(["pink", "red", "orange"]) + +# plt.ion() +# plt.plot(left_x, left_y, ) + +for i in range(0, min(left_fix["Latitude"].size, left_fix["Longitude"].size, left_fix["Altitude"].size)): + pose = geodetic2enu(left_fix["Latitude"][i], left_fix["Longitude"][i], left_fix["Altitude"][i], ref_lat, ref_lon, ref_alt, deg=True) + left_x.append(pose[0]) + left_y.append(pose[1]) + +for i in range(0, min(right_fix["Latitude"].size, right_fix["Longitude"].size, right_fix["Altitude"].size)): + pose = geodetic2enu(right_fix["Latitude"][i], right_fix["Longitude"][i], right_fix["Altitude"][i], ref_lat, ref_lon, ref_alt, deg=True) + right_x.append(pose[0]) + right_y.append(pose[1]) + + + +# for i in range(0, left_fix_status["RTK_fix"].size): +# if (left_fix_status["RTK_fix"][i] == 0): +# left_rtk_fix.append('.') + +# elif (left_fix_status["RTK_fix"][i] == 1): +# left_rtk_fix.append('+') +# else: +# left_rtk_fix.append('^') + +# for i in range(0, right_fix_status["RTK_fix"].size): +# if (right_fix_status["RTK_fix"][i] == 0): +# right_rtk_fix.append('.') + +# elif (right_fix_status["RTK_fix"][i] == 1): +# right_rtk_fix.append('+') +# else: +# right_rtk_fix.append('^') + + +# fig, ax = plt.subplots() + +# for lx, ly, m in zip(left_x, left_y, left_rtk_fix): +# ax.scatter([x],[y], marker=m) + +# plt.show() + +# for i in range(0, len(m)): +# mask = [left_rtk_fix == m[i]] +# left_x = np.array(left_x) +# left_y = np.array(left_y) +# plt.scatter(left_x[mask], left_y[mask], marker=m[i], color=colors[i]) + +# for marker in m: +# mask = [right_rtk_fix == marker] +# right_x = np.array(right_x) +# right_y = np.array(right_y) +# plt.scatter(right_x[mask], right_y[mask], marker=marker, color="blue") +plt.plot(left_x, left_y, "ro", right_x, right_y, "b+") +plt.show() \ No newline at end of file diff --git a/src/localization/offset_testing.py b/src/localization/offset_testing.py new file mode 100644 index 000000000..9a13424e6 --- /dev/null +++ b/src/localization/offset_testing.py @@ -0,0 +1,6 @@ +import matplotlib.pyplot as plt +import numpy as np +from gps_linearization import GPSLinearization + + +linearization = GPSLinearization() From e2183528ae26b222472aee94cdf1c8b9da717dd8 Mon Sep 17 00:00:00 2001 From: dllliu Date: Sun, 11 Feb 2024 13:09:41 -0500 Subject: [PATCH 08/31] remove rtk (may revert) --- src/localization/gps_linearization.py | 31 +++++++++++---------------- 1 file changed, 13 insertions(+), 18 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index b2591be8d..ef811a3f8 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -11,7 +11,8 @@ from util.SO3 import SO3 from util.np_utils import numpify import message_filters -from mrover.msg import rtkStatus + +# from mrover.msg import rtkStatus from tf.transformations import * @@ -64,20 +65,20 @@ def __init__(self): # subscribe to topics right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) - left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) - right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) + # left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) + # right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) # sync subscribers - sync_gps_sub = message_filters.ApproximateTimeSynchronizer( - [right_gps_sub, left_gps_sub, left_rtk_fix_sub, right_rtk_fix_sub], 10, 0.5 - ) + sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub], 10, 0.5) sync_gps_sub.registerCallback(self.gps_callback) rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) def gps_callback( - self, right_gps_msg: NavSatFix, left_gps_msg: NavSatFix, left_rtk_fix: rtkStatus, right_rtk_fix: rtkStatus + self, + right_gps_msg: NavSatFix, + left_gps_msg: NavSatFix, ): """ Callback function that receives GPS messages, assigns their covariance matrix, @@ -86,15 +87,9 @@ def gps_callback( :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - if np.any( - np.isnan( - [right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, right_rtk_fix.RTK_FIX_TYPE] - ) - ): + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): return - if np.any( - np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude, left_rtk_fix.RTK_FIX_TYPE]) - ): + if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): return ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) @@ -110,9 +105,9 @@ def gps_callback( self.last_gps_pose = pose # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage - if right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2: - self.calculate_offset = True - self.last_gps_pose_fixed = pose + # if right_rtk_fix.RTK_FIX_TYPE == 2 and left_rtk_fix.RTK_FIX_TYPE == 2: + self.calculate_offset = True + self.last_gps_pose_fixed = pose covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) From a2f59a8448bc5a47527d99b9723e20707c2721c7 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 11 Feb 2024 13:22:58 -0500 Subject: [PATCH 09/31] fixed error --- src/localization/gps_linearization.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index ef811a3f8..84b876a69 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -135,6 +135,9 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ + if self.last_gps_pose is None: + return + # how can we make sure these 2 headings are comparable?? if self.calculate_offset: imu_heading = euler_from_quaternion(msg.imu.orientation)[2] From d819bbd08e3e44f3e99ebbfae259b09063b0a5ec Mon Sep 17 00:00:00 2001 From: dllliu Date: Sun, 11 Feb 2024 14:31:21 -0500 Subject: [PATCH 10/31] debug offset calculations --- src/localization/gps_linearization.py | 37 ++++++++++++++++++++------- 1 file changed, 28 insertions(+), 9 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index ef811a3f8..6c691d870 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -63,8 +63,8 @@ def __init__(self): self.calculate_offset = False # subscribe to topics - right_gps_sub = message_filters.Subscriber("right_gps_driver/fix", NavSatFix) - left_gps_sub = message_filters.Subscriber("left_gps_driver/fix", NavSatFix) + right_gps_sub = message_filters.Subscriber("/gps/fix", NavSatFix) + left_gps_sub = message_filters.Subscriber("/gps/fix", NavSatFix) # left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) # right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) @@ -87,6 +87,7 @@ def gps_callback( :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): return if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): @@ -134,21 +135,39 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ + # print(self.last_gps_pose) + if self.last_gps_pose is None: + return # how can we make sure these 2 headings are comparable?? if self.calculate_offset: - imu_heading = euler_from_quaternion(msg.imu.orientation)[2] + # print("\n") + # print(msg.imu.orientation) + # print("\n") + + imu_heading = euler_from_quaternion(numpify(msg.imu.orientation))[2] imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") - gps_heading = euler_from_quaternion(Quaternion(*self.last_gps_pose_fixed.rotation.quaternion))[2] - gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") + # print("\n") + # print(self.last_gps_pose_fixed) + # print("\n") + + gps_heading = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion)[2] - self.rtk_offset = np.malmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) + gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") + print(gps_heading_matrix) + print("\n") + self.rtk_offset = np.matmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) self.calculate_offset = False # if rtk_offset is set, apply offset if self.rtk_offset is not None: - imu_rotation_matrix = euler_from_quaternion(msg.imu.orientation) + imu_rotation = euler_from_quaternion(numpify(msg.imu.orientation)) + imu_rotation_matrix = euler_matrix(ai=imu_rotation[0], aj=imu_rotation[1], ak=imu_rotation[2], axes="sxyz") + # print("\n") + # print(imu_rotation_matrix) + # print("\n") + # print(self.rtk_offset) offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) msg.imu.orientation = quaternion_from_euler( @@ -156,8 +175,8 @@ def imu_callback(self, msg: ImuAndMag): ) # imu quaternion - imu_quat = numpify(msg.imu.orientation) - imu_quat = imu_quat / np.linalg.norm(imu_quat) + # imu_quat = msg.imu.orientation + imu_quat = msg.imu.orientation / np.linalg.norm(msg.imu.orientation) covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) From d246644c616175acabdbc67ef6a8eca16cbd1611 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 11 Feb 2024 14:38:07 -0500 Subject: [PATCH 11/31] fixed bugs in linearization --- src/localization/gps_linearization.py | 21 ++------------------- 1 file changed, 2 insertions(+), 19 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 997f7d159..df2a9c59a 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -139,27 +139,13 @@ def imu_callback(self, msg: ImuAndMag): if self.last_gps_pose is None: return - if self.last_gps_pose is None: - return - # how can we make sure these 2 headings are comparable?? if self.calculate_offset: - # print("\n") - # print(msg.imu.orientation) - # print("\n") - imu_heading = euler_from_quaternion(numpify(msg.imu.orientation))[2] imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") - # print("\n") - # print(self.last_gps_pose_fixed) - # print("\n") - gps_heading = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion)[2] - gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") - print(gps_heading_matrix) - print("\n") self.rtk_offset = np.matmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) self.calculate_offset = False @@ -167,18 +153,15 @@ def imu_callback(self, msg: ImuAndMag): if self.rtk_offset is not None: imu_rotation = euler_from_quaternion(numpify(msg.imu.orientation)) imu_rotation_matrix = euler_matrix(ai=imu_rotation[0], aj=imu_rotation[1], ak=imu_rotation[2], axes="sxyz") - # print("\n") - # print(imu_rotation_matrix) - # print("\n") - # print(self.rtk_offset) + offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) + msg.imu.orientation = quaternion_from_euler( offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" ) # imu quaternion - # imu_quat = msg.imu.orientation imu_quat = msg.imu.orientation / np.linalg.norm(msg.imu.orientation) covariance_matrix = np.zeros((6, 6)) From 638587289b0f2cadfb0a5463f0b20ebf9716ae0a Mon Sep 17 00:00:00 2001 From: dllliu Date: Thu, 15 Feb 2024 20:08:29 -0500 Subject: [PATCH 12/31] test offset func --- src/localization/offset_testing.py | 40 ++++++++++++++++++++++++++++-- 1 file changed, 38 insertions(+), 2 deletions(-) diff --git a/src/localization/offset_testing.py b/src/localization/offset_testing.py index 9a13424e6..a9cbef26b 100644 --- a/src/localization/offset_testing.py +++ b/src/localization/offset_testing.py @@ -1,6 +1,42 @@ import matplotlib.pyplot as plt import numpy as np -from gps_linearization import GPSLinearization +# from gps_linearization import GPSLinearization +# linearization = GPSLinearization() -linearization = GPSLinearization() +from tf.transformations import * +from util.np_utils import numpify + +# imu_orientationon = np.array([0.00025433645374749436, -0.0012950453686585608, 0.33316308291259367, 0.9428682932173706]) +# gps_orientation = np.array([0,0,0.33316258923859826, 0.9428693913431663]) + +imu_orientation = np.array([0,0,0,1]) +gps_orientation = np.array([0,0,1,0]) + +#find and compare offset between imu gps +imu_heading = euler_from_quaternion(imu_orientation)[2] +imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") +#print(imu_heading_matrix) + +gps_heading = euler_from_quaternion(gps_orientation)[2] +gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") +print(gps_heading_matrix) +rtk_offset = np.matmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) +print(rtk_offset) + + +# if rtk_offset is set, apply offset, pose_msg contains imu quaternion +imu_rotation = euler_from_quaternion(imu_orientation) +imu_rotation_matrix = euler_matrix(ai=imu_rotation[0], aj=imu_rotation[1], ak=imu_rotation[2], axes="sxyz") + +offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, rtk_offset) +offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) + +imu_orientation = quaternion_from_euler( + offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" +) + +# # imu quaternion +imu_quat = imu_orientation / np.linalg.norm(imu_orientation) +print("imu quat") +print(imu_quat) \ No newline at end of file From f170f5e33d169ac84a43f6c6ffe7975d520bf73a Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 18 Feb 2024 13:12:07 -0500 Subject: [PATCH 13/31] changed subscriber topics --- src/localization/gps_linearization.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index ca27dee14..011096f13 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -63,8 +63,8 @@ def __init__(self): self.calculate_offset = False # subscribe to topics - right_gps_sub = message_filters.Subscriber("/gps/fix", NavSatFix) - left_gps_sub = message_filters.Subscriber("/gps/fix", NavSatFix) + right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", NavSatFix) + left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) # left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) # right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) @@ -87,7 +87,7 @@ def gps_callback( :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): return if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): @@ -135,7 +135,7 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - # print(self.last_gps_pose) + if self.last_gps_pose is None: return From 706952588d153c0981867c490ed3b7ee54359578 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Tue, 20 Feb 2024 23:01:00 -0500 Subject: [PATCH 14/31] rtk offse testing --- offset_testing.bag | Bin 0 -> 4230121 bytes src/localization/bag.py | 105 +++++++++++++++++--------- src/localization/gps_linearization.py | 10 ++- src/localization/gps_plot.py | 86 +++------------------ src/simulator/simulator.sensors.cpp | 2 + 5 files changed, 88 insertions(+), 115 deletions(-) create mode 100644 offset_testing.bag diff --git a/offset_testing.bag b/offset_testing.bag new file mode 100644 index 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--- src/localization/bag.py | 2 +- src/localization/gps_linearization.py | 13 ++++++------- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/src/localization/bag.py b/src/localization/bag.py index ea983e8d9..49921984b 100644 --- a/src/localization/bag.py +++ b/src/localization/bag.py @@ -91,7 +91,7 @@ csv_writer = csv.writer(csv_file) csv_writer.writerow(["time", "imu_heading"]) - for _, msg, _ in bag.read_messages("/imu/data"): + for _, msg, _ in bag.read_messages("/imu/drift"): heading = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) csv_writer.writerow([time, heading]) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index c53fb823b..5b4a65b9b 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -140,25 +140,24 @@ def imu_callback(self, msg: ImuAndMag): return imu_orientation = numpify(msg.imu.orientation) - - # how can we make sure these 2 headings are comparable?? + + # if calculate_offset flag is true if self.calculate_offset: - imu_heading = euler_from_quaternion(numpify(msg.imu.orientation))[2] + imu_heading = euler_from_quaternion(imu_orientation)[2] imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") gps_heading = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion)[2] gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") - self.rtk_offset = np.matmul(inverse_matrix(gps_heading_matrix), imu_heading_matrix) + self.rtk_offset = np.matmul(inverse_matrix(imu_heading_matrix), gps_heading_matrix) self.calculate_offset = False - # if rtk_offset is set, apply offset + # if rtk_offset is set, apply offset to imu orientation if self.rtk_offset is not None: - imu_rotation = euler_from_quaternion(numpify(msg.imu.orientation)) + imu_rotation = euler_from_quaternion(imu_orientation) imu_rotation_matrix = euler_matrix(ai=imu_rotation[0], aj=imu_rotation[1], ak=imu_rotation[2], axes="sxyz") offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) - imu_orientation = quaternion_from_euler( offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" ) From a63d51c67f58e0f29124a281579298983a85ad73 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sat, 24 Feb 2024 15:44:42 -0500 Subject: [PATCH 16/31] plots and bag --- src/localization/bag.py | 128 +---------------------------------- src/localization/gps_plot.py | 1 - 2 files changed, 2 insertions(+), 127 deletions(-) diff --git a/src/localization/bag.py b/src/localization/bag.py index 49921984b..ebc450e11 100644 --- a/src/localization/bag.py +++ b/src/localization/bag.py @@ -1,74 +1,8 @@ import rosbag import csv from tf.transformations import * -from util.np_utils import numpify -from geometry_msgs.msg import Quaternion import numpy as np -# bag_file_path = "../../short_range_rtk_2024-01-28-14-32-22.bag" - -# bag = rosbag.Bag(bag_file_path) - -# topics = ["/left_gps_driver/fix", "/right_gps_driver/fix"] - -# csv_file_path = "stationary.csv" - -# with open(csv_file_path, "w", newline="") as csv_file: -# # Create a CSV writer -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow(["GPS Type", "Timestamp", "Latitude", "Longitude", "Altitude"]) - -# for i in topics: -# for _, msg, timestamp in bag.read_messages(topics=i): -# # Extract relevant data from the message -# timestamp_secs = msg.header.stamp.secs + msg.header.stamp.nsecs * 1e-9 -# latitude = msg.latitude -# longitude = msg.longitude -# altitude = msg.altitude -# csv_writer.writerow([i, timestamp_secs, latitude, longitude, altitude]) - -# bag.close() - - -# bag_file_path = "../../short_range_rtk_2024-01-28-14-32-22.bag" - -# bag = rosbag.Bag(bag_file_path) - -# topic = "/linearized_pose" - -# csv_file_path = "pose.csv" - -# with open(csv_file_path, "w", newline="") as csv_file: -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow( -# [ -# "Timestamp", -# "Position_X", -# "Position_Y", -# "Position_Z", -# "Orientation_X", -# "Orientation_Y", -# "Orientation_Z", -# "Orientation_W", -# ] -# ) - -# for _, msg, timestamp in bag.read_messages(topics=topic): -# timestamp_secs = msg.header.stamp.secs + msg.header.stamp.nsecs * 1e-9 -# pos_x = msg.pose.pose.position.x -# pos_y = msg.pose.pose.position.y -# pos_z = msg.pose.pose.position.z -# ori_x = msg.pose.pose.orientation.x -# ori_y = msg.pose.pose.orientation.y -# ori_z = msg.pose.pose.orientation.z -# ori_w = msg.pose.pose.orientation.w - -# csv_writer.writerow([timestamp_secs, pos_x, pos_y, pos_z, ori_x, ori_y, ori_z, ori_w]) - -# bag.close() - bag_file_path = "../../offset_testing.bag" bag = rosbag.Bag(bag_file_path) @@ -91,67 +25,9 @@ csv_writer = csv.writer(csv_file) csv_writer.writerow(["time", "imu_heading"]) - for _, msg, _ in bag.read_messages("/imu/drift"): + for _, msg, _ in bag.read_messages("/imu/data"): heading = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) csv_writer.writerow([time, heading]) -bag.close() - - - - - -# bag_file_path = "../../short_range_rtk_2024-01-28-14-32-22.bag" - -# bag = rosbag.Bag(bag_file_path) - -# topics = ["/left_gps_driver/rtk_fix_status", "/right_gps_driver/rtk_fix_status"] - -# csv_file_left = "left_fix_status.csv" -# csv_file_right = "right_fix_status.csv" - -# csv_file_left_coords = "left_position.csv" -# csv_file_right_coords = "right_position.csv" - -# with open(csv_file_left, "w", newline="") as csv_file: -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow(["Topic Name", "RTK_fix"]) - -# for _, msg, _ in bag.read_messages(topics="/left_gps_driver/rtk_fix_status"): -# rtk_fix_type = int(msg.RTK_FIX_TYPE) -# csv_writer.writerow(["/left_gps_driver/rtk_fix_status", rtk_fix_type]) - -# with open(csv_file_right, "w", newline="") as csv_file: -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow(["Topic Name", "RTK_fix"]) - -# for _, msg, _ in bag.read_messages(topics="/right_gps_driver/rtk_fix_status"): -# rtk_fix_type = int(msg.RTK_FIX_TYPE) -# csv_writer.writerow(["/right_gps_driver/rtk_fix_status", rtk_fix_type]) - -# with open(csv_file_left_coords, "w", newline="") as csv_file: -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow(["Topic Name", "Latitude", "Longitude", "Altitude"]); - -# for _, msg, _ in bag.read_messages(topics="/left_gps_driver/fix"): -# latitude = msg.latitude -# longitude = msg.longitude -# altitude = msg.altitude -# csv_writer.writerow(["/left_gps_driver/fix", latitude, longitude, altitude]) - -# with open(csv_file_right_coords, "w", newline="") as csv_file: -# csv_writer = csv.writer(csv_file) - -# csv_writer.writerow(["Topic Name", "Latitude", "Longitude", "Altitude"]) - -# for _, msg, _ in bag.read_messages(topics="/right_gps_driver/fix"): -# latitude = msg.latitude -# longitude = msg.longitude -# altitude = msg.altitude -# csv_writer.writerow(["/right_gps_driver/fix", latitude, longitude, altitude]) - -# bag.close() +bag.close() \ No newline at end of file diff --git a/src/localization/gps_plot.py b/src/localization/gps_plot.py index c81d3f834..56962e09c 100644 --- a/src/localization/gps_plot.py +++ b/src/localization/gps_plot.py @@ -1,7 +1,6 @@ import pandas as pd import matplotlib.pyplot as plt - linearized_heading_df = pd.read_csv("./linearized_heading.csv") imu_heading_df = pd.read_csv("./imu_heading.csv") From 809b26a1904ab356a50ba5079a5392b03ef7e824 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sat, 24 Feb 2024 15:47:09 -0500 Subject: [PATCH 17/31] deleted gps_plotting --- src/localization/gps_plotting.py | 112 ------------------------------- 1 file changed, 112 deletions(-) delete mode 100644 src/localization/gps_plotting.py diff --git a/src/localization/gps_plotting.py b/src/localization/gps_plotting.py deleted file mode 100644 index f1b241290..000000000 --- a/src/localization/gps_plotting.py +++ /dev/null @@ -1,112 +0,0 @@ -# import matplotlib.pyplot as plt -# from pymap3d.enu import geodetic2enu -# import pandas as pd -# import numpy as np - -# ref_lat = 42.293195 -# ref_lon = -83.7096706 -# ref_alt = 234.1 - -# linearized_pose = pd.read_csv("/home/daniel/catkin_ws/src/mrover/src/localization/linearized_pose.csv") - - -# lin_pose_x = linearized_pose["Orientation_X"].to_numpy() -# lin_pose_y = linearized_pose["Orientation_Y"].to_numpy() -# lin_pose_z = linearized_pose["Orientation_Z"].to_numpy() -# lin_pose_w = linearized_pose["Orientation_W"].to_numpy() - -# time = linearized_pose["Timestamp"].to_numpy() - - -# rec_yaw = [] -# rec_time = [] - -# for x, y, z, w, time in zip(lin_pose_x, lin_pose_y, lin_pose_z, lin_pose_w, time): -# siny_cosp = 2 * (w * z + x * y) -# cosy_cosp = 1 - 2 * (y * y + z * z) -# yaw = np.arctan2(siny_cosp, cosy_cosp) - -# rec_yaw.append(yaw) -# rec_time.append(time) - -# for i in range(1, len(rec_time)): -# rec_time[i] = rec_time[i] - rec_time[0] - -# rec_time[0] = 0 - -# plt.figure(figsize=(10, 10)) -# plt.plot(rec_time, rec_yaw, color="red", label="right") -# plt.xlabel("time (s)") -# plt.ylabel("yaw (rad)") -# plt.title("yaw vs time stationary") -# plt.legend() -# plt.savefig("rtk_plot.png") -# plt.show() - -import matplotlib.pyplot as plt -from pymap3d.enu import geodetic2enu -import pandas as pd -import numpy as np - -ref_lat = 42.293195 -ref_lon = -83.7096706 -ref_alt = 234.1 -gps_readings = pd.read_csv("/home/daniel/catkin_ws/src/mrover/src/localization/stationary.csv") -left_fix = pd.read_csv("/home/daniel/catkin_ws/src/mrover/src/localization/left_fix_status.csv") -right_fix = pd.read_csv("/home/daniel/catkin_ws/src/mrover/src/localization/right_fix_status.csv") - -left = left_fix["RTK_fix"].to_numpy() -right = right_fix["RTK_fix"].to_numpy() - -left_arr = [] -right_arr = [] -for i in left_fix: - left_arr.append(i) -for j in right_fix: - right_arr.append(i) - -gps_time = gps_readings["Timestamp"].to_numpy() -gps_type = gps_readings["GPS Type"].to_numpy() -gps_lat = gps_readings["Latitude"].to_numpy() -gps_long = gps_readings["Longitude"].to_numpy() -gps_alt = gps_readings["Altitude"].to_numpy() -print(len(left), len(right), len(gps_time)) - -left_time = [] -right_time = [] -left_x = [] -left_y = [] -left_z = [] -right_x = [] -right_y = [] -right_z = [] - -for gps_type, lat, lon, alt, time in zip(gps_type, gps_lat, gps_long, gps_alt, gps_time): - if gps_type == "/left_gps_driver/fix": - pose = geodetic2enu(lat, lon, alt, ref_lat, ref_lon, ref_alt, deg=True) - left_x.append(pose[0]) - left_y.append(pose[1]) - left_z.append(pose[2]) - left_time.append(time) - else: - pose = geodetic2enu(lat, lon, alt, ref_lat, ref_lon, ref_alt, deg=True) - right_x.append(pose[0]) - right_y.append(pose[1]) - right_z.append(pose[2]) - right_time.append(time) - - -plt.figure(figsize=(10, 10)) -plt.scatter(left_time, left_x, left_y, color="black", label="left x and left y") -# plt.scatter(left_time, left_y, color="orange", label="left y") -plt.scatter(right_time, right_x, right_y, color="green", label="right x and right y") -# plt.scatter(right_time, right_y, color="blue", label="right x") -plt.scatter(left_time, left, color="red", label="left fix") -plt.scatter(right_time, right, color="violet", label="right fix") -# plt.scatter(left_x, left_y, color='blue', label='left', s=1) -plt.xlabel("time") -plt.ylabel("pos") -plt.title("RTK Stationary test") -plt.legend() -plt.show() -# plt.savefig("rtk_plot.png") \ No newline at end of file From a4ef280a0b7d2a1473df427af1bfafdc8aa9acd1 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 10 Mar 2024 12:32:44 -0400 Subject: [PATCH 18/31] corrected offset calculation so roll and pitch do not change --- src/localization/bag.py | 12 ++++++--- src/localization/gps_linearization.py | 27 ++++++++++++++----- src/localization/gps_plot.py | 39 ++++++++++++++++++++------- 3 files changed, 58 insertions(+), 20 deletions(-) diff --git a/src/localization/bag.py b/src/localization/bag.py index ebc450e11..f006e52b7 100644 --- a/src/localization/bag.py +++ b/src/localization/bag.py @@ -14,20 +14,24 @@ with open(csv_linearized_heading, "w", newline="") as csv_file: csv_writer = csv.writer(csv_file) - csv_writer.writerow(["time", "linearized_heading"]) + csv_writer.writerow(["time", "linearized_roll", "linearized_pitch", "linearized_heading"]) for _, msg, _ in bag.read_messages(topics="/linearized_pose"): + roll = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[0] + pitch = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[1] heading = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) - csv_writer.writerow([time, heading]) + csv_writer.writerow([time, roll, pitch, heading]) with open(csv_imu_heading, "w", newline="") as csv_file: csv_writer = csv.writer(csv_file) - csv_writer.writerow(["time", "imu_heading"]) + csv_writer.writerow(["time", "imu_roll", "imu_pitch", "imu_heading"]) for _, msg, _ in bag.read_messages("/imu/data"): + roll = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[0] + pitch = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[1] heading = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) - csv_writer.writerow([time, heading]) + csv_writer.writerow([time, roll, pitch, heading]) bag.close() \ No newline at end of file diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 5b4a65b9b..23570f51d 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -25,6 +25,7 @@ class GPSLinearization: last_gps_pose: Optional[np.ndarray] last_gps_pose_fixed: Optional[np.ndarray] + last_imu_orientation: Optional[np.ndarray] pose_publisher: rospy.Publisher # offset @@ -57,6 +58,7 @@ def __init__(self): # track last gps pose and last imu message self.last_gps_pose = None self.last_gps_pose_fixed = None + self.last_imu_orientation = None # rtk offset self.rtk_offset = None @@ -103,6 +105,13 @@ def gps_callback( ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) + + # add roll and pitch from imu to gps rotation + if self.last_imu_orientation is not None: + imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) + gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) + pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) + self.last_gps_pose = pose # if the fix status of both gps is 2 (fixed), update the offset with the next imu messsage @@ -140,21 +149,25 @@ def imu_callback(self, msg: ImuAndMag): return imu_orientation = numpify(msg.imu.orientation) + self.last_imu_orientation = imu_orientation # if calculate_offset flag is true if self.calculate_offset: - imu_heading = euler_from_quaternion(imu_orientation)[2] - imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") + # euler angles + imu_euler_angles = euler_from_quaternion(imu_orientation) + gps_euler_angles = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion) + + # rotation matrices, use imu roll and pitch for gps rotation to make sure these angles are preserved + imu_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], imu_euler_angles[2], axes="sxyz") + gps_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz") - gps_heading = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion)[2] - gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") - self.rtk_offset = np.matmul(inverse_matrix(imu_heading_matrix), gps_heading_matrix) + self.rtk_offset = np.matmul(inverse_matrix(imu_rotation_matrix), gps_rotation_matrix) self.calculate_offset = False # if rtk_offset is set, apply offset to imu orientation if self.rtk_offset is not None: - imu_rotation = euler_from_quaternion(imu_orientation) - imu_rotation_matrix = euler_matrix(ai=imu_rotation[0], aj=imu_rotation[1], ak=imu_rotation[2], axes="sxyz") + imu_euler_angles = euler_from_quaternion(imu_orientation) + imu_rotation_matrix = euler_matrix(ai=imu_euler_angles[0], aj=imu_euler_angles[1], ak=imu_euler_angles[2], axes="sxyz") offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) diff --git a/src/localization/gps_plot.py b/src/localization/gps_plot.py index 56962e09c..c9485e364 100644 --- a/src/localization/gps_plot.py +++ b/src/localization/gps_plot.py @@ -1,15 +1,36 @@ import pandas as pd import matplotlib.pyplot as plt -linearized_heading_df = pd.read_csv("./linearized_heading.csv") -imu_heading_df = pd.read_csv("./imu_heading.csv") +linearized_df = pd.read_csv("./linearized_heading.csv") +imu_df = pd.read_csv("./imu_heading.csv") -l_time = linearized_heading_df["time"] -linearized_heading = linearized_heading_df["linearized_heading"] -imu_heading = imu_heading_df["imu_heading"] -i_time = imu_heading_df["time"] +l_time = linearized_df["time"] +i_time = imu_df["time"] + +linearized_roll = linearized_df["linearized_roll"] +imu_roll = imu_df["imu_roll"] + +linearized_pitch = linearized_df["linearized_pitch"] +imu_pitch = imu_df["imu_pitch"] + +linearized_heading = linearized_df["linearized_heading"] +imu_heading = imu_df["imu_heading"] + +fig, (ax1, ax2, ax3) = plt.subplots(3, 1) + +ax1.plot(l_time, linearized_roll, 'r-', label="linearized") +ax1.plot(i_time, imu_roll, 'b-', label="imu") +ax1.legend(loc="best") +ax1.set_title("Roll") + +ax2.plot(l_time, linearized_pitch, 'r-', label="linearized") +ax2.plot(i_time, imu_pitch, 'b-', label="imu") +ax2.legend(loc="best") +ax2.set_title("Pitch") + +ax3.plot(l_time, linearized_heading, 'r-', label="linearized") +ax3.plot(i_time, imu_heading, 'b-', label="imu") +ax3.legend(loc="best") +ax3.set_title("Heading") -plt.plot(l_time, linearized_heading, 'r-', label="linearized") -plt.plot(i_time, imu_heading, 'b-', label="imu") -plt.legend(loc='best') plt.show() \ No newline at end of file From cf5f4dc7b608b210791c2c633242d5b6c3c9705e Mon Sep 17 00:00:00 2001 From: dllliu Date: Sun, 10 Mar 2024 14:15:56 -0400 Subject: [PATCH 19/31] temp timer --- src/localization/gps_linearization.py | 123 ++++++++++++++++++++------ 1 file changed, 94 insertions(+), 29 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 23570f51d..d529626fd 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -12,9 +12,23 @@ from util.np_utils import numpify import message_filters +# import threading +import threading +import time + # from mrover.msg import rtkStatus from tf.transformations import * +# delete later +from tf.transformations import euler_from_quaternion +from tf.transformations import euler_matrix +from tf.transformations import quaternion_from_euler +from tf.transformations import euler_from_matrix +from tf.transformations import inverse_matrix + +# delete later +global time_start + class GPSLinearization: """ @@ -39,11 +53,32 @@ class GPSLinearization: world_frame: str + # timeout detection + gps_time_delay: int + imu_time_delay: int + gps_has_timeout: bool + imu_has_timeout: bool + global gps_timer + global imu_timer + # covariance config use_dop_covariance: bool config_gps_covariance: np.ndarray + + time_start = time.time() + + def gps_timeout(self): + print("GPS has timed out, using Imu") + self.gps_has_timeout = True + return + + def imu_timeout(self): + print("Imu has timed out, now using GPS") + self.imu_has_timeout = True + return def __init__(self): + # read required parameters, if they don't exist an error will be thrown self.ref_lat = rospy.get_param("gps_linearization/reference_point_latitude") self.ref_lon = rospy.get_param("gps_linearization/reference_point_longitude") @@ -68,7 +103,7 @@ def __init__(self): right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", NavSatFix) left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) # left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) - # right_rtk_fix_sub = message_filters.Subscrier("right_gps_driver/rtk_fix_status", rtkStatus) + # right_rtk_fix_sub = message_filters.Subscriber("right_gps_driver/rtk_fix_status", rtkStatus) # sync subscribers sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub], 10, 0.5) @@ -77,6 +112,12 @@ def __init__(self): rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) + # initialize timers + # self.gps_timer = threading.Timer(self.gps_time_delay, self.gps_timeout) + # self.imu_timer = threading.Timer(self.imu_time_delay, self.imu_timeout) + #print("made it here to timer") + + def gps_callback( self, right_gps_msg: NavSatFix, @@ -90,6 +131,14 @@ def gps_callback( TODO: Handle invalid PVTs """ + print("in gps callback") + self.gps_has_timeout = False + + # global gps_timer + self.gps_timer.cancel() + self.gps_timer = threading.Timer(5, self.gps_timeout) + self.gps_timer.start() + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): return if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): @@ -106,11 +155,13 @@ def gps_callback( pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) - # add roll and pitch from imu to gps rotation - if self.last_imu_orientation is not None: - imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) - gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) - pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) + # if imu has timed out do not use imu orientation + if (self.imu_has_timeout == False): + # add roll and pitch from imu to gps rotation + if self.last_imu_orientation is not None: + imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) + gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) + pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) self.last_gps_pose = pose @@ -135,8 +186,13 @@ def gps_callback( ), ) + # publish pose (rtk) self.pose_publisher.publish(pose_msg) + # print("still publishing") + # if (time.time() - self.time_start > 5): + # print("exceeded") + # self.left_gps_sub.shutdown() def imu_callback(self, msg: ImuAndMag): """ @@ -145,35 +201,44 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ + print("in imu callback") + self.imu_has_timeout = False #reset in the case that we want it to go back after it has set itself to true + global imu_timer + #self.imu_timer.cancel() + self.imu_timer = threading.Timer(5, self.imu_timeout) + self.imu_timer.start() + if self.last_gps_pose is None: return imu_orientation = numpify(msg.imu.orientation) self.last_imu_orientation = imu_orientation - # if calculate_offset flag is true - if self.calculate_offset: - # euler angles - imu_euler_angles = euler_from_quaternion(imu_orientation) - gps_euler_angles = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion) - - # rotation matrices, use imu roll and pitch for gps rotation to make sure these angles are preserved - imu_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], imu_euler_angles[2], axes="sxyz") - gps_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz") - - self.rtk_offset = np.matmul(inverse_matrix(imu_rotation_matrix), gps_rotation_matrix) - self.calculate_offset = False - - # if rtk_offset is set, apply offset to imu orientation - if self.rtk_offset is not None: - imu_euler_angles = euler_from_quaternion(imu_orientation) - imu_rotation_matrix = euler_matrix(ai=imu_euler_angles[0], aj=imu_euler_angles[1], ak=imu_euler_angles[2], axes="sxyz") - - offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) - offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) - imu_orientation = quaternion_from_euler( - offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" - ) + # if gps has timed out do not use offset + if (self.gps_has_timeout == False): + # if calculate_offset flag is true + if self.calculate_offset: + # euler angles + imu_euler_angles = euler_from_quaternion(imu_orientation) + gps_euler_angles = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion) + + # rotation matrices, use imu roll and pitch for gps rotation to make sure these angles are preserved + imu_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], imu_euler_angles[2], axes="sxyz") + gps_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz") + + self.rtk_offset = np.matmul(inverse_matrix(imu_rotation_matrix), gps_rotation_matrix) + self.calculate_offset = False + + # if rtk_offset is set, apply offset to imu orientation + if self.rtk_offset is not None: + imu_euler_angles = euler_from_quaternion(imu_orientation) + imu_rotation_matrix = euler_matrix(ai=imu_euler_angles[0], aj=imu_euler_angles[1], ak=imu_euler_angles[2], axes="sxyz") + + offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) + offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) + imu_orientation = quaternion_from_euler( + offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" + ) # imu quaternion imu_quat = imu_orientation / np.linalg.norm(imu_orientation) From 5957d38fb5b74eec70e9e5d5a1c653e5f720477d Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Thu, 14 Mar 2024 19:35:52 -0400 Subject: [PATCH 20/31] added timeout detection --- src/localization/gps_linearization.py | 92 +++++++++++++-------------- 1 file changed, 43 insertions(+), 49 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index d529626fd..163a6322d 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -11,25 +11,11 @@ from util.SO3 import SO3 from util.np_utils import numpify import message_filters - -# import threading import threading -import time # from mrover.msg import rtkStatus from tf.transformations import * -# delete later -from tf.transformations import euler_from_quaternion -from tf.transformations import euler_matrix -from tf.transformations import quaternion_from_euler -from tf.transformations import euler_from_matrix -from tf.transformations import inverse_matrix - -# delete later -global time_start - - class GPSLinearization: """ This node subscribes to GPS and IMU data, linearizes the GPS data @@ -40,7 +26,6 @@ class GPSLinearization: last_gps_pose: Optional[np.ndarray] last_gps_pose_fixed: Optional[np.ndarray] last_imu_orientation: Optional[np.ndarray] - pose_publisher: rospy.Publisher # offset rtk_offset: Optional[np.ndarray] @@ -54,28 +39,44 @@ class GPSLinearization: world_frame: str # timeout detection - gps_time_delay: int - imu_time_delay: int + gps_timeout_interval: int + imu_timeout_interval: int gps_has_timeout: bool imu_has_timeout: bool - global gps_timer - global imu_timer + gps_timer: threading.Timer + imu_timer: threading.Timer + + # subscribers and publishers + left_gps_sub : rospy.Subscriber + right_gps_sub : rospy.Subscriber + sync_gps_sub: rospy.Subscriber + imu_sub: rospy.Subscriber + pose_publisher: rospy.Publisher # covariance config use_dop_covariance: bool config_gps_covariance: np.ndarray - - time_start = time.time() + + # timeout callbacks, if both gps and imu fail kill node def gps_timeout(self): - print("GPS has timed out, using Imu") + rospy.loginfo("GPS has timed out") self.gps_has_timeout = True + + if self.imu_has_timeout == True: + rospy.signal_shutdown("Both IMU and GPS have timed out") + return def imu_timeout(self): - print("Imu has timed out, now using GPS") + rospy.loginfo("IMU has timed out") self.imu_has_timeout = True + + if self.gps_has_timeout == True: + rospy.signal_shutdown("Both IMU and GPS have timed out") + return + def __init__(self): @@ -100,22 +101,24 @@ def __init__(self): self.calculate_offset = False # subscribe to topics - right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", NavSatFix) - left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) + self.right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", NavSatFix) + self.left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) + self.imu_sub = rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) # left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", rtkStatus) # right_rtk_fix_sub = message_filters.Subscriber("right_gps_driver/rtk_fix_status", rtkStatus) # sync subscribers - sync_gps_sub = message_filters.ApproximateTimeSynchronizer([right_gps_sub, left_gps_sub], 10, 0.5) - sync_gps_sub.registerCallback(self.gps_callback) + self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer([self.right_gps_sub, self.left_gps_sub], 10, 0.5) + self.sync_gps_sub.registerCallback(self.gps_callback) - rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) + # publisher self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) - # initialize timers - # self.gps_timer = threading.Timer(self.gps_time_delay, self.gps_timeout) - # self.imu_timer = threading.Timer(self.imu_time_delay, self.imu_timeout) - #print("made it here to timer") + # timers + self.gps_has_timeout = self.imu_time_delay = False + self.gps_timeout_interval = self.imu_timeout_interval = 5 + self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) + self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) def gps_callback( @@ -131,12 +134,11 @@ def gps_callback( TODO: Handle invalid PVTs """ - print("in gps callback") self.gps_has_timeout = False # global gps_timer self.gps_timer.cancel() - self.gps_timer = threading.Timer(5, self.gps_timeout) + self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.gps_timer.start() if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): @@ -185,14 +187,10 @@ def gps_callback( covariance=covariance_matrix.flatten().tolist(), ), ) - # publish pose (rtk) self.pose_publisher.publish(pose_msg) - # print("still publishing") - # if (time.time() - self.time_start > 5): - # print("exceeded") - # self.left_gps_sub.shutdown() + def imu_callback(self, msg: ImuAndMag): """ @@ -200,12 +198,11 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - - print("in imu callback") - self.imu_has_timeout = False #reset in the case that we want it to go back after it has set itself to true - global imu_timer - #self.imu_timer.cancel() - self.imu_timer = threading.Timer(5, self.imu_timeout) + # reset in the case that we want it to go back after it has set itself to true + self.imu_has_timeout = False + + self.imu_timer.cancel() + self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) self.imu_timer.start() if self.last_gps_pose is None: @@ -263,9 +260,6 @@ def imu_callback(self, msg: ImuAndMag): @staticmethod def compute_gps_pose(right_cartesian, left_cartesian) -> np.ndarray: - # TODO: give simulated GPS non zero altitude so we can stop erasing the z component - # left_cartesian[2] = 0 - # right_cartesian[2] = 0 vector_connecting = left_cartesian - right_cartesian vector_connecting[2] = 0 magnitude = np.linalg.norm(vector_connecting) @@ -290,7 +284,7 @@ def compute_gps_pose(right_cartesian, left_cartesian) -> np.ndarray: def main(): # start the node and spin to wait for messages to be received - rospy.init_node("gps_linearization") + rospy.init_node("gps_linearization", disable_signals=True) GPSLinearization() rospy.spin() From e65d0b63b6eae9eb08a0dd52d5b329a010efaff5 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Fri, 15 Mar 2024 11:24:18 -0400 Subject: [PATCH 21/31] cleaned up gps linearization --- src/localization/gps_linearization.py | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 163a6322d..71bbb38bc 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -136,7 +136,7 @@ def gps_callback( self.gps_has_timeout = False - # global gps_timer + # set gps timer self.gps_timer.cancel() self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.gps_timer.start() @@ -158,12 +158,11 @@ def gps_callback( pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) # if imu has timed out do not use imu orientation - if (self.imu_has_timeout == False): + if (self.imu_has_timeout == False and self.last_imu_orientation is not None): # add roll and pitch from imu to gps rotation - if self.last_imu_orientation is not None: - imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) - gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) - pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) + imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) + gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) + pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) self.last_gps_pose = pose @@ -198,9 +197,10 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - # reset in the case that we want it to go back after it has set itself to true + self.imu_has_timeout = False + # set imu timer self.imu_timer.cancel() self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) self.imu_timer.start() @@ -244,6 +244,7 @@ def imu_callback(self, msg: ImuAndMag): covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) + # publish to ekf pose_msg = PoseWithCovarianceStamped( header=Header(stamp=msg.header.stamp, frame_id=self.world_frame), pose=PoseWithCovariance( From 7aaa10d2479c4a16964128233e4b728d72f6f178 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 17 Mar 2024 16:49:48 -0400 Subject: [PATCH 22/31] added rtk status to simulator --- gps_shutdown_testing.bag | Bin 0 -> 5054463 bytes msg/rtkStatus.msg | 1 + src/localization/gps_linearization.py | 80 ++++++++++++++------------ src/simulator/pch.hpp | 1 + src/simulator/simulator.cpp | 2 + src/simulator/simulator.hpp | 3 + src/simulator/simulator.sensors.cpp | 20 +++++++ 7 files changed, 70 insertions(+), 37 deletions(-) create mode 100644 gps_shutdown_testing.bag diff --git a/gps_shutdown_testing.bag b/gps_shutdown_testing.bag new file mode 100644 index 0000000000000000000000000000000000000000..e21bb843fede4e5ddeea846df2a4e55a253617b9 GIT binary patch literal 5054463 zcmeF4c|26#|Hr8;$r_c?GG#AhPlbb`q>xI|!eB6#8O9ndi0nI2NeXQ!Nm8jprAOUy{IhlRqBvXGQoSgiT3kq40DX^2p)lSWgCr*+|Hu?OlCPB;)kCXo>?$P9 z#x@T5M|IO0dl5N;!1`mg0ILO9Ex>94RtvCNfYk!57GSjis|8psz-j?j3$R+?|8on- zBGY*KIsnzxjYjhDAX6z?6e@+pnBH@YM?Uu;`;oLBv-7f{|74Ii&^OUV0xjfqU?G4D zT{-Zix{+yI&RlkH3?24Q@l8Kca$(~FhquFbDc-mRHdN_E@Urr+0k!S=*`U{T-iQ++}{rtqx z)r)|f>M!rDB05k=o@84CGReh`;7WAh(ZczUXVscziwI1o$0JTy<4L605ot)FBu^sR zdIWnaa@u4EM-olmh2%|gK@K9ix{>S%^iMsvx{*8-kOS8`l068>e-0!HiH5ZFR)UuY 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zmNG9-yj;jwMaD{*M0p6ja5LX{iL`npNQ9e3BC4UXJz4QV`uAU8enB+84zG}E>OY0dh?=G%A5P<=Ij0=Z#%#NVepNbz8Z*&KHQs@q$OT@=4f@5#gdGH7Af`OtN z%wskjAddTc@PKFgZ-oiHS1Wq2R{Z~Swc__~{-08Sk=#E5bELZ8qF1EB2q-=_mj*kj z7}z`FnemcJ!c5>8$_S02I^tOrPZBQ3I@px4nhu`P7=c>AJu%*!{XW<*M7|ooWQcy}UFQ`HBjAt( z1>GYzF~xn4FAaC z|6O(bbLeQUJfGINk^gq^xaI!)v954mZist%JT4HdWg|EX*m%-r*w>j)ub|mm7R+nXm4AlNlWiN!8yUCWR3n?2vG>Y$> zF6%smC>vk?v(Ed{%>Gl^5is+HIIq4!%Ek{ZOzXIMSLf|Sl)a|QvL7CF_)lfyPez4p zo}?k9Z2Zt_Y%llis_dym**RU7-6js7d4hlcM?1$K_Qdb%2`L*tv #include #include +#include \ No newline at end of file diff --git a/src/simulator/simulator.cpp b/src/simulator/simulator.cpp index c0ce6603f..fe0fcaab0 100644 --- a/src/simulator/simulator.cpp +++ b/src/simulator/simulator.cpp @@ -23,6 +23,8 @@ namespace mrover { mMotorStatusPub = mNh.advertise("/drive_status", 1); mDriveControllerStatePub = mNh.advertise("/drive_controller_data", 1); mArmControllerStatePub = mNh.advertise("/arm_controller_data", 1); + mLeftRTKFixPub = mNh.advertise("/left_gps_driver/rtk_fix_status", 1); + mRightRTKFixPub = mNh.advertise("/right_gps_driver/rtk_fix_status", 1); mIkTargetPub = mNh.advertise("/arm_ik", 1); diff --git a/src/simulator/simulator.hpp b/src/simulator/simulator.hpp index a347811ea..ed019b90b 100644 --- a/src/simulator/simulator.hpp +++ b/src/simulator/simulator.hpp @@ -214,6 +214,8 @@ namespace mrover { ros::Publisher mMotorStatusPub; ros::Publisher mDriveControllerStatePub; ros::Publisher mArmControllerStatePub; + ros::Publisher mLeftRTKFixPub; + ros::Publisher mRightRTKFixPub; tf2_ros::Buffer mTfBuffer; tf2_ros::TransformListener mTfListener{mTfBuffer}; @@ -228,6 +230,7 @@ namespace mrover { // TODO: make variances configurable std::default_random_engine mRNG; + std::uniform_int_distribution<> mRTkFixFreq{1, 5}; std::normal_distribution<> mGPSDist{0, 0.02}, mAccelDist{0, 0.01}, mGyroDist{0, 0.01}, diff --git a/src/simulator/simulator.sensors.cpp b/src/simulator/simulator.sensors.cpp index 5c14cb778..7d96c531e 100644 --- a/src/simulator/simulator.sensors.cpp +++ b/src/simulator/simulator.sensors.cpp @@ -185,6 +185,26 @@ namespace mrover { mLeftGpsPub.publish(computeNavSatFix(leftGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading)); mRightGpsPub.publish(computeNavSatFix(rightGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading)); + + RTKStatus status; + status.header.stamp = ros::Time::now(); + status.header.frame_id = "map"; + + if (mRTkFixFreq(mRNG) == 1) { + status.RTK_FIX_TYPE = RTKStatus::RTK_FIX; + mLeftRTKFixPub.publish(status); + mRightRTKFixPub.publish(status); + } + else if (mRTkFixFreq(mRNG) == 2 || mRTkFixFreq(mRNG) == 3){ + status.RTK_FIX_TYPE = RTKStatus::FLOATING_RTK; + mLeftRTKFixPub.publish(status); + mRightRTKFixPub.publish(status); + } + else { + status.RTK_FIX_TYPE = RTKStatus::NO_RTK; + mLeftRTKFixPub.publish(status); + mRightRTKFixPub.publish(status); + } } if (mImuTask.shouldUpdate()) { auto dt_s = std::chrono::duration_cast>(dt).count(); From 489191bf0af62dd0549c3fea84f90c2175ba91d5 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 17 Mar 2024 17:00:23 -0400 Subject: [PATCH 23/31] added rtk status message --- msg/RTKStatus.msg | 6 ++++++ 1 file changed, 6 insertions(+) create mode 100644 msg/RTKStatus.msg diff --git a/msg/RTKStatus.msg b/msg/RTKStatus.msg new file mode 100644 index 000000000..33e1e105b --- /dev/null +++ b/msg/RTKStatus.msg @@ -0,0 +1,6 @@ +uint8 NO_RTK = 0 +uint8 FLOATING_RTK = 1 +uint8 RTK_FIX = 2 + +std_msgs/Header header +uint8 RTK_FIX_TYPE \ No newline at end of file From 99d6d8fd2ce70e5d95a7852209df211c93815cf1 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Sun, 17 Mar 2024 17:05:56 -0400 Subject: [PATCH 24/31] delete rtkStatus.msg --- msg/rtkStatus.msg | 6 ------ 1 file changed, 6 deletions(-) delete mode 100644 msg/rtkStatus.msg diff --git a/msg/rtkStatus.msg b/msg/rtkStatus.msg deleted file mode 100644 index 33e1e105b..000000000 --- a/msg/rtkStatus.msg +++ /dev/null @@ -1,6 +0,0 @@ -uint8 NO_RTK = 0 -uint8 FLOATING_RTK = 1 -uint8 RTK_FIX = 2 - -std_msgs/Header header -uint8 RTK_FIX_TYPE \ No newline at end of file From ceb3f88f1599d5151fa615b2821e470a9f085844 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Tue, 19 Mar 2024 20:04:35 -0400 Subject: [PATCH 25/31] added quaternion calculations for offset --- src/localization/gps_linearization.py | 74 ++++++++------------------- 1 file changed, 22 insertions(+), 52 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 9816bf672..3d4de7d69 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -20,16 +20,12 @@ class GPSLinearization: into ENU coordinates, then combines the linearized GPS position and the IMU orientation into a pose estimate for the rover and publishes it. """ - # delete later - gps_pose_publisher: rospy.Publisher last_gps_pose: Optional[np.ndarray] - last_gps_pose_fixed: Optional[np.ndarray] last_imu_orientation: Optional[np.ndarray] # offset - rtk_offset: Optional[np.ndarray] - calculate_offset: bool + rtk_offset: np.ndarray # reference coordinates ref_lat: float @@ -95,12 +91,10 @@ def __init__(self): # track last gps pose and last imu message self.last_gps_pose = None - self.last_gps_pose_fixed = None self.last_imu_orientation = None # rtk offset - self.rtk_offset = None - self.calculate_offset = False + self.rtk_offset = np.array([0, 0, 0, 1]) # subscribe to topics self.left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) @@ -121,10 +115,6 @@ def __init__(self): self.gps_timeout_interval = self.imu_timeout_interval = 5 self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) - - # delete later - self.gps_pose_publisher = rospy.Publisher("gps_pose", PoseWithCovarianceStamped, queue_size=1) - def gps_callback( self, @@ -164,19 +154,24 @@ def gps_callback( pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) - # if imu has timed out do not use imu roll and pitch + # if imu has not timed out, use imu roll and pitch, calculate offset if fix status is RTK_FIX if (self.imu_has_timeout == False and self.last_imu_orientation is not None): - # add roll and pitch from imu to gps rotation - imu_euler_angles = euler_from_quaternion(self.last_imu_orientation) - gps_euler_angles = euler_from_quaternion(pose.rotation.quaternion) - pose = SE3(pose.position, SO3((quaternion_from_euler(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz")).copy())) - - self.last_gps_pose = pose + imu_quat = self.last_imu_orientation + gps_quat = pose.rotation.quaternion + + imu_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(imu_quat)[2], "sxyz") + gps_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(gps_quat)[2], "sxyz") + + if (right_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX and left_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX): + self.rtk_offset = quaternion_multiply(gps_yaw_quat, quaternion_conjugate(imu_yaw_quat)) + imu_without_yaw = quaternion_multiply(quaternion_conjugate(imu_yaw_quat), imu_quat) + gps_quat = quaternion_multiply(gps_yaw_quat, imu_without_yaw) + else: + gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) - # if the fix status of both gps is fix, update the offset with the next imu messsage - if right_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX and left_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX: - self.calculate_offset = True - self.last_gps_pose_fixed = pose + pose = SE3(pose.position, SO3(gps_quat)) + + self.last_gps_pose = pose covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) @@ -196,7 +191,6 @@ def gps_callback( # publish pose (rtk) self.pose_publisher.publish(pose_msg) - self.gps_pose_publisher.publish(pose_msg) def imu_callback(self, msg: ImuAndMag): @@ -216,35 +210,11 @@ def imu_callback(self, msg: ImuAndMag): if self.last_gps_pose is None: return - imu_orientation = numpify(msg.imu.orientation) - self.last_imu_orientation = imu_orientation - - # if calculate_offset flag is true - if self.calculate_offset == True: - # euler angles - imu_euler_angles = euler_from_quaternion(imu_orientation) - gps_euler_angles = euler_from_quaternion(self.last_gps_pose_fixed.rotation.quaternion) - - # rotation matrices, use imu roll and pitch for gps rotation to make sure these angles are preserved - imu_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], imu_euler_angles[2], axes="sxyz") - gps_rotation_matrix = euler_matrix(imu_euler_angles[0], imu_euler_angles[1], gps_euler_angles[2], axes="sxyz") - - self.rtk_offset = np.matmul(inverse_matrix(imu_rotation_matrix), gps_rotation_matrix) - self.calculate_offset = False - - # if rtk_offset is set, apply offset to imu orientation - if self.rtk_offset is not None: - imu_euler_angles = euler_from_quaternion(imu_orientation) - imu_rotation_matrix = euler_matrix(ai=imu_euler_angles[0], aj=imu_euler_angles[1], ak=imu_euler_angles[2], axes="sxyz") - - offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, self.rtk_offset) - offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) - imu_orientation = quaternion_from_euler( - offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" - ) - # imu quaternion - imu_quat = imu_orientation / np.linalg.norm(imu_orientation) + imu_quat = numpify(msg.imu.orientation) + self.last_imu_orientation = imu_quat + + imu_quat = quaternion_multiply(self.rtk_offset, imu_quat) covariance_matrix = np.zeros((6, 6)) covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) From 37409fb7be095104ed4c03d5b7800a6fdb066874 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Wed, 20 Mar 2024 15:48:24 -0400 Subject: [PATCH 26/31] added plotting and testing files --- offset_testing.bag | Bin 4230121 -> 3628732 bytes src/localization/bag.py | 14 +++++++++++++- src/localization/gps_plot.py | 8 ++++++++ 3 files changed, 21 insertions(+), 1 deletion(-) diff --git a/offset_testing.bag b/offset_testing.bag index 58965bc567aaef729d948938678bc9f2b7934ea6..64f8ef29ec0ec16eff455d7735bf19ccbda64a13 100644 GIT binary patch literal 3628732 zcmeFac|4Tg|NpNdONb;(+qBt2mKH<@m4r%>>lOv?}$xt})}K;rhLJzpnax{}{Jduj@K9*LBWy&g0zA^Ldu*%)Ct-3^X;?5R4RL z<+xU}u(0qU|7;z7++D0}$v*DhYHUb&GWr?W-JSN)1SB{G`RC+rNAkDwAbY8qE?OMqDd|1Xz- zB+`wijsuY0JSZeDFDJ6QnmgH@MC;zOaU$P)IR%o`7LDU(LH|i0AD|zig9K{Gkv zj*c97lRcbl)fPFq`7E*{dK1?pG0#V@CAzwjC{A{2i#$jaTat%2l8Ti(*^cB&^0sm# zx)U8p6fWdCSE9GAqm#RXnw&TiaRKNATOtEC%@QES;2ORot+YqxLBSfFSkTq z!Nyiu&enEmEt0Ss^5jS)R(2$NCwC__dNnU^J1aLY2d_oiB%&ROLU5!WxV%X2US!I^ 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files --- ansible/jetson.yml | 6 +++--- ansible/roles/jetson_networks/tasks/main.yml | 2 +- gps_shutdown_testing.bag | Bin 5054463 -> 0 bytes offset_testing.bag | Bin 3628732 -> 0 bytes short_range_rtk_2024-01-28-14-32-22.bag | Bin 505402 -> 0 bytes 5 files changed, 4 insertions(+), 4 deletions(-) delete mode 100644 gps_shutdown_testing.bag delete mode 100644 offset_testing.bag delete mode 100644 short_range_rtk_2024-01-28-14-32-22.bag diff --git a/ansible/jetson.yml b/ansible/jetson.yml index 01bc688a6..22391b58d 100644 --- a/ansible/jetson.yml +++ b/ansible/jetson.yml @@ -4,7 +4,7 @@ ros_distro: noetic ubuntu_release: focal roles: - # - jetson_build - # - dev + - jetson_build + - dev - jetson_networks - # - jetson_services + - jetson_services diff --git a/ansible/roles/jetson_networks/tasks/main.yml b/ansible/roles/jetson_networks/tasks/main.yml index dddaf519d..8a7df762f 100644 --- a/ansible/roles/jetson_networks/tasks/main.yml +++ b/ansible/roles/jetson_networks/tasks/main.yml @@ 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zYU8-K1|QP^z8`I>^heq2ZOLokx0;qeD;j=|m8vA}#K^!u%N(5Kp5yya@q3b9NFM&( z+yi~w{XD#M@1(GErJ0@8|9t zR$8C!KiOmHdb`pl{mrEclU{$nhP=OqywXiy>K^>RJmmeK@+y}Z9h80L@dx~GM?_Lb zMQ=;V+5B$~pm=S;(Hj2N=8oM&C4UJ@J(1LJq(@039{wVr4p7azx|DeCnAdqj!xQa%Bvo44 zjr^$~m6FO>|EXZv;1D1E(hU{ zna(?`jN)(81ohulfUWpB&}k>V?ogiMFN%JAtQGxl43+r{GK#-T@Z9s$t+dk2&$;_dG1sN`KUh4iDbr>JOXg=`Gq<#K` zONk|=$VX`-^dRune9-%k;jGRMcHu3Zog%Cw9c=6)Bdr~+RStG4J01iZp>edecMRlp z|E=<-i!v;Y+T+ghgdZ+rwd5_)phu#Na#PmvjxN^*JPY_a((xm5|I1m> z(YJIV{&cx4b$TFQtfuw4)B&AOyv)hAQu1raFXm65bZ4$bYk1(lr0M;)Ri8?kK0xEPAhXh z|J-=#FDV9q&bt&@z#pzsnf&jMsB~>VgMa=mx8yHsU3ktv-ba6a8wO$QzM5}uB)$8i z(-UH)(SS>}%KT6MBSmLNa6KT+MW0($_G%Hv3UN*M From 26f9b188d564b3e11291bb5e646c9d5acea7123a Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Thu, 21 Mar 2024 19:25:21 -0400 Subject: [PATCH 28/31] revised gps_linearization --- src/localization/gps_linearization.py | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index 3d4de7d69..ce04c7f32 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -43,11 +43,11 @@ class GPSLinearization: imu_timer: threading.Timer # subscribers and publishers - left_gps_sub : rospy.Subscriber - right_gps_sub : rospy.Subscriber - left_rtk_fix_sub: rospy.Subscriber - right_rtk_fix_sub: rospy.Subscriber - sync_gps_sub: rospy.Subscriber + left_gps_sub : message_filters.Subscriber + right_gps_sub : message_filters.Subscriber + left_rtk_fix_sub: message_filters.Subscriber + right_rtk_fix_sub: message_filters.Subscriber + sync_gps_sub: message_filters.ApproximateTimeSynchronizer imu_sub: rospy.Subscriber pose_publisher: rospy.Publisher @@ -164,10 +164,8 @@ def gps_callback( if (right_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX and left_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX): self.rtk_offset = quaternion_multiply(gps_yaw_quat, quaternion_conjugate(imu_yaw_quat)) - imu_without_yaw = quaternion_multiply(quaternion_conjugate(imu_yaw_quat), imu_quat) - gps_quat = quaternion_multiply(gps_yaw_quat, imu_without_yaw) - else: - gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) + + gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) pose = SE3(pose.position, SO3(gps_quat)) From f0ef8bbb3c7de522a6c237c925399c2192b65db1 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Fri, 22 Mar 2024 18:58:10 -0400 Subject: [PATCH 29/31] combined rtk status and NavSatFix, single gps callbacks wip --- msg/RTKNavSatFix.msg | 7 ++ msg/RTKStatus.msg | 6 -- src/localization/gps_linearization.py | 111 ++++++++++++++++++++------ src/simulator/pch.hpp | 3 +- src/simulator/simulator.cpp | 6 +- src/simulator/simulator.hpp | 2 - src/simulator/simulator.sensors.cpp | 34 ++++---- 7 files changed, 114 insertions(+), 55 deletions(-) create mode 100644 msg/RTKNavSatFix.msg delete mode 100644 msg/RTKStatus.msg diff --git a/msg/RTKNavSatFix.msg b/msg/RTKNavSatFix.msg new file mode 100644 index 000000000..306998189 --- /dev/null +++ b/msg/RTKNavSatFix.msg @@ -0,0 +1,7 @@ +uint8 NO_FIX = 0 +uint8 FLOATING_FIX = 1 +uint8 RTK_FIX = 2 + +std_msgs/Header header +sensor_msgs/NavSatFix coord +uint8 fix_type \ No newline at end of file diff --git a/msg/RTKStatus.msg b/msg/RTKStatus.msg deleted file mode 100644 index 33e1e105b..000000000 --- a/msg/RTKStatus.msg +++ /dev/null @@ -1,6 +0,0 @@ -uint8 NO_RTK = 0 -uint8 FLOATING_RTK = 1 -uint8 RTK_FIX = 2 - -std_msgs/Header header -uint8 RTK_FIX_TYPE \ No newline at end of file diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index ce04c7f32..dfc12cce2 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -3,9 +3,8 @@ import numpy as np import rospy from geometry_msgs.msg import PoseWithCovarianceStamped, PoseWithCovariance, Pose, Point, Quaternion -from mrover.msg import ImuAndMag, RTKStatus +from mrover.msg import ImuAndMag, RTKNavSatFix from pymap3d.enu import geodetic2enu -from sensor_msgs.msg import NavSatFix from std_msgs.msg import Header from util.SE3 import SE3 from util.SO3 import SO3 @@ -42,11 +41,14 @@ class GPSLinearization: gps_timer: threading.Timer imu_timer: threading.Timer + left_gps_timer: threading.Timer + right_gps_timer: threading.Timer + left_gps_has_timeout: bool + right_gps_has_timeout: bool + # subscribers and publishers left_gps_sub : message_filters.Subscriber right_gps_sub : message_filters.Subscriber - left_rtk_fix_sub: message_filters.Subscriber - right_rtk_fix_sub: message_filters.Subscriber sync_gps_sub: message_filters.ApproximateTimeSynchronizer imu_sub: rospy.Subscriber pose_publisher: rospy.Publisher @@ -97,31 +99,93 @@ def __init__(self): self.rtk_offset = np.array([0, 0, 0, 1]) # subscribe to topics - self.left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", NavSatFix) - self.right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", NavSatFix) - self.left_rtk_fix_sub = message_filters.Subscriber("left_gps_driver/rtk_fix_status", RTKStatus) - self.right_rtk_fix_sub = message_filters.Subscriber("right_gps_driver/rtk_fix_status", RTKStatus) + self.left_gps_sub = message_filters.Subscriber("/left_gps_driver/fix", RTKNavSatFix) + self.right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", RTKNavSatFix) self.imu_sub = rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) # sync subscribers - self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer([self.right_gps_sub, self.left_gps_sub, self.right_rtk_fix_sub, self.left_rtk_fix_sub], 10, 0.5) + self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer([self.right_gps_sub, self.left_gps_sub], 10, 0.5) self.sync_gps_sub.registerCallback(self.gps_callback) + self.left_gps_sub.registerCallback(self.left_gps_callback) + self.right_gps_sub.registerCallback(self.right_gps_callback) + # publisher self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) # timers - self.gps_has_timeout = self.imu_time_delay = False + self.gps_has_timeout = self.left_gps_has_timeout = self.right_gps_has_timeout = self.imu_time_delay = False self.gps_timeout_interval = self.imu_timeout_interval = 5 self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) + + self.left_gps_timer = threading.Timer(self.gps_timeout_interval, self.left_gps_timeout) + self.right_gps_timer = threading.Timer(self.gps_timeout_interval, self.right_gps_timeout) + + def right_gps_timeout(self): + print("right gps has timed out") + self.right_gps_has_timeout = True + + def left_gps_timeout(self): + print("left gps has timed out") + self.left_gps_has_timeout = True + + def right_gps_callback(self, right_gps_msg: RTKNavSatFix): + self.right_gps_has_timeout = False + + self.right_gps_timer.cancel() + self.right_gps_timer = threading.Timer(self.gps_timeout_interval, self.right_gps_timeout) + self.right_gps_timer.start() + + # what if synchronizer was not working? + if (self.left_gps_has_timeout == False): + return + + if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): + return + ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) + + right_cartesian = np.array( + geodetic2enu(right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, *ref_coord, deg=True) + ) + + pose = SE3(right_cartesian, SO3(np.array[0, 0, 0, 1])) + + if (self.last_imu_orientation is not None): + imu_quat = self.last_imu_orientation + gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) + pose = SE3(pose.position, SO3(gps_quat)) + + self.last_gps_pose = pose + + covariance_matrix = np.zeros((6, 6)) + covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) + covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) + + # publish to ekf + pose_msg = PoseWithCovarianceStamped( + header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), + pose=PoseWithCovariance( + pose=Pose( + position=Point(*pose.position), + orientation=Quaternion(*pose.rotation.quaternion), + ), + covariance=covariance_matrix.flatten().tolist(), + ), + ) + + self.pose_publisher(pose_msg) + + + def left_gps_callback(self, left_gps_msg: RTKNavSatFix): + print("left_GPS") + + def gps_callback( self, - right_gps_msg: NavSatFix, - left_gps_msg: NavSatFix, - right_rtk_fix_msg: RTKStatus, - left_rtk_fix_msg: RTKStatus + right_gps_msg: RTKNavSatFix, + left_gps_msg: RTKNavSatFix ): """ Callback function that receives GPS messages, assigns their covariance matrix, @@ -130,7 +194,7 @@ def gps_callback( :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - + print("GPS callback") self.gps_has_timeout = False # set gps timer @@ -138,18 +202,18 @@ def gps_callback( self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.gps_timer.start() - if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): + if np.any(np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude])): return - if np.any(np.isnan([left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude])): + if np.any(np.isnan([left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude])): return ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) right_cartesian = np.array( - geodetic2enu(right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, *ref_coord, deg=True) + geodetic2enu(right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude, *ref_coord, deg=True) ) left_cartesian = np.array( - geodetic2enu(left_gps_msg.latitude, left_gps_msg.longitude, left_gps_msg.altitude, *ref_coord, deg=True) + geodetic2enu(left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude, *ref_coord, deg=True) ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) @@ -159,14 +223,12 @@ def gps_callback( imu_quat = self.last_imu_orientation gps_quat = pose.rotation.quaternion - imu_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(imu_quat)[2], "sxyz") - gps_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(gps_quat)[2], "sxyz") - - if (right_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX and left_rtk_fix_msg.RTK_FIX_TYPE == RTKStatus.RTK_FIX): + if (right_gps_msg.fix_type == RTKNavSatFix.RTK_FIX and left_gps_msg.fix_type == RTKNavSatFix.RTK_FIX): + imu_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(imu_quat)[2], "sxyz") + gps_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(gps_quat)[2], "sxyz") self.rtk_offset = quaternion_multiply(gps_yaw_quat, quaternion_conjugate(imu_yaw_quat)) gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) - pose = SE3(pose.position, SO3(gps_quat)) self.last_gps_pose = pose @@ -190,7 +252,6 @@ def gps_callback( # publish pose (rtk) self.pose_publisher.publish(pose_msg) - def imu_callback(self, msg: ImuAndMag): """ Callback function that receives IMU messages and publishes the linearized pose. diff --git a/src/simulator/pch.hpp b/src/simulator/pch.hpp index b99cdb73d..474d70179 100644 --- a/src/simulator/pch.hpp +++ b/src/simulator/pch.hpp @@ -30,7 +30,6 @@ #include #include #include -#include #include #include #include @@ -84,4 +83,4 @@ #include #include #include -#include \ No newline at end of file +#include \ No newline at end of file diff --git a/src/simulator/simulator.cpp b/src/simulator/simulator.cpp index fe0fcaab0..f40d10be5 100644 --- a/src/simulator/simulator.cpp +++ b/src/simulator/simulator.cpp @@ -15,16 +15,14 @@ namespace mrover { mArmThrottlesSub = mNh.subscribe("/arm_throttle_cmd", 1, &SimulatorNodelet::armThrottlesCallback, this); mGroundTruthPub = mNh.advertise("/ground_truth", 1); - mLeftGpsPub = mNh.advertise("/left_gps_driver/fix", 1); - mRightGpsPub = mNh.advertise("/right_gps_driver/fix", 1); + mLeftGpsPub = mNh.advertise("/left_gps_driver/fix", 1); + mRightGpsPub = mNh.advertise("/right_gps_driver/fix", 1); mImuPub = mNh.advertise("/imu/data", 1); mGpsTask = PeriodicTask{mPnh.param("gps_rate", 10)}; mImuTask = PeriodicTask{mPnh.param("imu_rate", 100)}; mMotorStatusPub = mNh.advertise("/drive_status", 1); mDriveControllerStatePub = mNh.advertise("/drive_controller_data", 1); mArmControllerStatePub = mNh.advertise("/arm_controller_data", 1); - mLeftRTKFixPub = mNh.advertise("/left_gps_driver/rtk_fix_status", 1); - mRightRTKFixPub = mNh.advertise("/right_gps_driver/rtk_fix_status", 1); mIkTargetPub = mNh.advertise("/arm_ik", 1); diff --git a/src/simulator/simulator.hpp b/src/simulator/simulator.hpp index 6f7cf2e73..7cce60d10 100644 --- a/src/simulator/simulator.hpp +++ b/src/simulator/simulator.hpp @@ -216,8 +216,6 @@ namespace mrover { ros::Publisher mMotorStatusPub; ros::Publisher mDriveControllerStatePub; ros::Publisher mArmControllerStatePub; - ros::Publisher mLeftRTKFixPub; - ros::Publisher mRightRTKFixPub; tf2_ros::Buffer mTfBuffer; tf2_ros::TransformListener mTfListener{mTfBuffer}; diff --git a/src/simulator/simulator.sensors.cpp b/src/simulator/simulator.sensors.cpp index 7d96c531e..7e6777bda 100644 --- a/src/simulator/simulator.sensors.cpp +++ b/src/simulator/simulator.sensors.cpp @@ -183,28 +183,30 @@ namespace mrover { leftGpsInMap += leftGpsNoise; rightGpsInMap += rightGpsNoise; - mLeftGpsPub.publish(computeNavSatFix(leftGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading)); - mRightGpsPub.publish(computeNavSatFix(rightGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading)); - - RTKStatus status; - status.header.stamp = ros::Time::now(); - status.header.frame_id = "map"; + RTKNavSatFix leftGpsMsg; + RTKNavSatFix rightGpsMsg; + + leftGpsMsg.coord = computeNavSatFix(leftGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading); + rightGpsMsg.coord = computeNavSatFix(rightGpsInMap, mGpsLinearizationReferencePoint, mGpsLinerizationReferenceHeading); if (mRTkFixFreq(mRNG) == 1) { - status.RTK_FIX_TYPE = RTKStatus::RTK_FIX; - mLeftRTKFixPub.publish(status); - mRightRTKFixPub.publish(status); + leftGpsMsg.fix_type = RTKNavSatFix::RTK_FIX; + rightGpsMsg.fix_type = RTKNavSatFix::RTK_FIX; } - else if (mRTkFixFreq(mRNG) == 2 || mRTkFixFreq(mRNG) == 3){ - status.RTK_FIX_TYPE = RTKStatus::FLOATING_RTK; - mLeftRTKFixPub.publish(status); - mRightRTKFixPub.publish(status); + else if (mRTkFixFreq(mRNG) == 2 || mRTkFixFreq(mRNG) == 3) { + leftGpsMsg.fix_type = RTKNavSatFix::FLOATING_FIX; + rightGpsMsg.fix_type = RTKNavSatFix::FLOATING_FIX; } else { - status.RTK_FIX_TYPE = RTKStatus::NO_RTK; - mLeftRTKFixPub.publish(status); - mRightRTKFixPub.publish(status); + leftGpsMsg.fix_type = RTKNavSatFix::NO_FIX; + rightGpsMsg.fix_type = RTKNavSatFix::NO_FIX; } + + leftGpsMsg.header = leftGpsMsg.coord.header; + rightGpsMsg.header = leftGpsMsg.coord.header; + + mLeftGpsPub.publish(leftGpsMsg); + mRightGpsPub.publish(rightGpsMsg); } if (mImuTask.shouldUpdate()) { auto dt_s = std::chrono::duration_cast>(dt).count(); From 0429700eb086527e05ccca1a1219e3c0885ae1a7 Mon Sep 17 00:00:00 2001 From: Pearl Lin Date: Fri, 22 Mar 2024 23:33:50 -0400 Subject: [PATCH 30/31] added left/right gps fallback after gps failure --- src/localization/gps_linearization.py | 93 ++++++++++++++++----------- 1 file changed, 57 insertions(+), 36 deletions(-) diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index dfc12cce2..fef7bd6c4 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -13,6 +13,8 @@ import threading from tf.transformations import * +import time + class GPSLinearization: """ This node subscribes to GPS and IMU data, linearizes the GPS data @@ -36,16 +38,13 @@ class GPSLinearization: # timeout detection gps_timeout_interval: int imu_timeout_interval: int + gps_has_timeout: bool imu_has_timeout: bool + gps_timer: threading.Timer imu_timer: threading.Timer - - left_gps_timer: threading.Timer - right_gps_timer: threading.Timer - left_gps_has_timeout: bool - right_gps_has_timeout: bool - + # subscribers and publishers left_gps_sub : message_filters.Subscriber right_gps_sub : message_filters.Subscriber @@ -60,7 +59,7 @@ class GPSLinearization: # timeout callbacks, if both gps and imu fail kill node def gps_timeout(self): - rospy.loginfo("GPS has timed out") + rospy.loginfo("Synchronized GPS has timed out, using one or none") self.gps_has_timeout = True if self.imu_has_timeout == True: @@ -76,7 +75,6 @@ def imu_timeout(self): rospy.signal_shutdown("Both IMU and GPS have timed out") return - def __init__(self): @@ -103,10 +101,9 @@ def __init__(self): self.right_gps_sub = message_filters.Subscriber("/right_gps_driver/fix", RTKNavSatFix) self.imu_sub = rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) - # sync subscribers + # sync subscribers, callbacks self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer([self.right_gps_sub, self.left_gps_sub], 10, 0.5) self.sync_gps_sub.registerCallback(self.gps_callback) - self.left_gps_sub.registerCallback(self.left_gps_callback) self.right_gps_sub.registerCallback(self.right_gps_callback) @@ -114,43 +111,26 @@ def __init__(self): self.pose_publisher = rospy.Publisher("linearized_pose", PoseWithCovarianceStamped, queue_size=1) # timers - self.gps_has_timeout = self.left_gps_has_timeout = self.right_gps_has_timeout = self.imu_time_delay = False + self.gps_has_timeout = self.imu_has_timeout = False self.gps_timeout_interval = self.imu_timeout_interval = 5 self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) - - self.left_gps_timer = threading.Timer(self.gps_timeout_interval, self.left_gps_timeout) - self.right_gps_timer = threading.Timer(self.gps_timeout_interval, self.right_gps_timeout) - - def right_gps_timeout(self): - print("right gps has timed out") - self.right_gps_has_timeout = True - - def left_gps_timeout(self): - print("left gps has timed out") - self.left_gps_has_timeout = True def right_gps_callback(self, right_gps_msg: RTKNavSatFix): - self.right_gps_has_timeout = False - - self.right_gps_timer.cancel() - self.right_gps_timer = threading.Timer(self.gps_timeout_interval, self.right_gps_timeout) - self.right_gps_timer.start() - - # what if synchronizer was not working? - if (self.left_gps_has_timeout == False): + # use right gps only when combined gps fails + if (self.gps_has_timeout == False): return - if np.any(np.isnan([right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude])): + if np.any(np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude])): return ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) right_cartesian = np.array( - geodetic2enu(right_gps_msg.latitude, right_gps_msg.longitude, right_gps_msg.altitude, *ref_coord, deg=True) + geodetic2enu(right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude, *ref_coord, deg=True) ) - pose = SE3(right_cartesian, SO3(np.array[0, 0, 0, 1])) + pose = SE3(right_cartesian, SO3(np.array([0, 0, 0, 1]))) if (self.last_imu_orientation is not None): imu_quat = self.last_imu_orientation @@ -175,11 +155,52 @@ def right_gps_callback(self, right_gps_msg: RTKNavSatFix): ), ) - self.pose_publisher(pose_msg) + # publish pose (right gps only) + self.pose_publisher.publish(pose_msg) def left_gps_callback(self, left_gps_msg: RTKNavSatFix): - print("left_GPS") + # use left gps only when combined gps fails + if (self.gps_has_timeout == False): + return + + if np.any(np.isnan([left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude])): + return + + ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) + + left_cartesian = np.array( + geodetic2enu(left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude, *ref_coord, deg=True) + ) + + pose = SE3(left_cartesian, SO3(np.array([0, 0, 0, 1]))) + + # use imu for orientation + if (self.last_imu_orientation is not None): + imu_quat = self.last_imu_orientation + gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) + pose = SE3(pose.position, SO3(gps_quat)) + + self.last_gps_pose = pose + + covariance_matrix = np.zeros((6, 6)) + covariance_matrix[:3, :3] = self.config_gps_covariance.reshape(3, 3) + covariance_matrix[3:, 3:] = self.config_imu_covariance.reshape(3, 3) + + # publish to ekf + pose_msg = PoseWithCovarianceStamped( + header=Header(stamp=rospy.Time.now(), frame_id=self.world_frame), + pose=PoseWithCovariance( + pose=Pose( + position=Point(*pose.position), + orientation=Quaternion(*pose.rotation.quaternion), + ), + covariance=covariance_matrix.flatten().tolist(), + ), + ) + + # publish pose (left gps only) + self.pose_publisher.publish(pose_msg) def gps_callback( @@ -194,7 +215,7 @@ def gps_callback( :param msg: The NavSatFix message containing GPS data that was just received TODO: Handle invalid PVTs """ - print("GPS callback") + self.gps_has_timeout = False # set gps timer From c163849017ce7f720aaca85541533eaa9e9faff3 Mon Sep 17 00:00:00 2001 From: qhdwight Date: Thu, 18 Apr 2024 23:52:43 -0400 Subject: [PATCH 31/31] Format --- scripts/plot_rtk.py | 22 +++--- src/localization/bag.py | 80 +++++++++++++++++--- src/localization/gps_linearization.py | 101 ++++++++++++++++---------- src/localization/gps_plot.py | 20 ++--- src/localization/offset_testing.py | 14 ++-- src/simulator/pch.hpp | 4 +- src/simulator/simulator.hpp | 2 +- src/simulator/simulator.sensors.cpp | 8 +- 8 files changed, 167 insertions(+), 84 deletions(-) diff --git a/scripts/plot_rtk.py b/scripts/plot_rtk.py index c80d71234..1f67f8f19 100644 --- a/scripts/plot_rtk.py +++ b/scripts/plot_rtk.py @@ -7,13 +7,15 @@ # plt.rcParams["text.usetex"] = True # plt.rcParams["font.family"] = "serif" + def brownian(x0, N, sigma): result = np.zeros(N) result[0] = x0 for i in range(1, N): - result[i] = result[i-1] + np.random.normal(0, sigma) + result[i] = result[i - 1] + np.random.normal(0, sigma) return result + ref_lat = 42.293195 ref_lon = -83.7096706 ref_alt = 234.1 @@ -42,24 +44,25 @@ def brownian(x0, N, sigma): # plt.show() fig, ax = plt.subplots(1, 2) -scat1 = ax[0].scatter(rtk_xs[0], rtk_ys[0], color='red', label='RTK', s=3) -scat2 = ax[1].scatter(no_rtk_xs[0], no_rtk_ys[0], color='blue', label='No RTK', s=3) +scat1 = ax[0].scatter(rtk_xs[0], rtk_ys[0], color="red", label="RTK", s=3) +scat2 = ax[1].scatter(no_rtk_xs[0], no_rtk_ys[0], color="blue", label="No RTK", s=3) # ax[0].set(xlim=(-50, 10), ylim=(-5, 90), xlabel='x (m)', ylabel='y (m)', title='RTK vs No RTK') # ax[0].grid(True) -ax[0].set(xlim=(-50, 10), ylim=(-5, 90), xlabel='x (m)', ylabel='y (m)') -ax[0].set_title('RTK', fontsize=20) +ax[0].set(xlim=(-50, 10), ylim=(-5, 90), xlabel="x (m)", ylabel="y (m)") +ax[0].set_title("RTK", fontsize=20) ax[0].grid(True) -ax[1].set(xlim=(-50, 10), ylim=(-5, 90), xlabel='x (m)', ylabel='y (m)') -ax[1].set_title('No RTK', fontsize=20) +ax[1].set(xlim=(-50, 10), ylim=(-5, 90), xlabel="x (m)", ylabel="y (m)") +ax[1].set_title("No RTK", fontsize=20) ax[1].grid(True) # ax[2].legend() + def update(frame): rtk_x = rtk_xs[:frame] rtk_y = rtk_ys[:frame] data = np.stack((rtk_x, rtk_y)).T scat1.set_offsets(data) - + no_rtk_x = no_rtk_xs[:frame] no_rtk_y = no_rtk_ys[:frame] data = np.stack((no_rtk_x, no_rtk_y)).T @@ -67,6 +70,7 @@ def update(frame): return scat1, scat2 + ani = animation.FuncAnimation(fig, update, frames=range(len(rtk_xs)), blit=True, interval=10) plt.show() -ani.save('rtk_vs_no_rtk.gif', writer='imagemagick', fps=30) \ No newline at end of file +ani.save("rtk_vs_no_rtk.gif", writer="imagemagick", fps=30) diff --git a/src/localization/bag.py b/src/localization/bag.py index 29dde951a..dad2fd033 100644 --- a/src/localization/bag.py +++ b/src/localization/bag.py @@ -18,9 +18,36 @@ csv_writer.writerow(["time", "linearized_roll", "linearized_pitch", "linearized_heading"]) for _, msg, _ in bag.read_messages(topics="/linearized_pose"): - roll = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[0] - pitch = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[1] - heading = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[2] + roll = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[0] + pitch = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[1] + heading = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) csv_writer.writerow([time, roll, pitch, heading]) @@ -29,9 +56,15 @@ csv_writer.writerow(["time", "imu_roll", "imu_pitch", "imu_heading"]) for _, msg, _ in bag.read_messages("/imu/data"): - roll = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[0] - pitch = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[1] - heading = euler_from_quaternion(np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]))[2] + roll = euler_from_quaternion( + np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]) + )[0] + pitch = euler_from_quaternion( + np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]) + )[1] + heading = euler_from_quaternion( + np.array([msg.imu.orientation.x, msg.imu.orientation.y, msg.imu.orientation.z, msg.imu.orientation.w]) + )[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) csv_writer.writerow([time, roll, pitch, heading]) @@ -40,10 +73,37 @@ csv_writer.writerow(["time", "gps_roll", "gps_pitch", "gps_heading"]) for _, msg, _ in bag.read_messages(topics="/gps_pose"): - roll = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[0] - pitch = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[1] - heading = euler_from_quaternion(np.array([msg.pose.pose.orientation.x, msg.pose.pose.orientation.y, msg.pose.pose.orientation.z, msg.pose.pose.orientation.w]))[2] + roll = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[0] + pitch = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[1] + heading = euler_from_quaternion( + np.array( + [ + msg.pose.pose.orientation.x, + msg.pose.pose.orientation.y, + msg.pose.pose.orientation.z, + msg.pose.pose.orientation.w, + ] + ) + )[2] time = msg.header.stamp.secs + msg.header.stamp.nsecs * (0.000000001) csv_writer.writerow([time, roll, pitch, heading]) -bag.close() \ No newline at end of file +bag.close() diff --git a/src/localization/gps_linearization.py b/src/localization/gps_linearization.py index fef7bd6c4..e56abf9b2 100755 --- a/src/localization/gps_linearization.py +++ b/src/localization/gps_linearization.py @@ -15,6 +15,7 @@ import time + class GPSLinearization: """ This node subscribes to GPS and IMU data, linearizes the GPS data @@ -44,19 +45,18 @@ class GPSLinearization: gps_timer: threading.Timer imu_timer: threading.Timer - + # subscribers and publishers - left_gps_sub : message_filters.Subscriber - right_gps_sub : message_filters.Subscriber + left_gps_sub: message_filters.Subscriber + right_gps_sub: message_filters.Subscriber sync_gps_sub: message_filters.ApproximateTimeSynchronizer imu_sub: rospy.Subscriber pose_publisher: rospy.Publisher - + # covariance config use_dop_covariance: bool config_gps_covariance: np.ndarray - # timeout callbacks, if both gps and imu fail kill node def gps_timeout(self): rospy.loginfo("Synchronized GPS has timed out, using one or none") @@ -64,9 +64,9 @@ def gps_timeout(self): if self.imu_has_timeout == True: rospy.signal_shutdown("Both IMU and GPS have timed out") - + return - + def imu_timeout(self): rospy.loginfo("IMU has timed out") self.imu_has_timeout = True @@ -77,7 +77,6 @@ def imu_timeout(self): return def __init__(self): - # read required parameters, if they don't exist an error will be thrown self.ref_lat = rospy.get_param("gps_linearization/reference_point_latitude") self.ref_lon = rospy.get_param("gps_linearization/reference_point_longitude") @@ -102,7 +101,9 @@ def __init__(self): self.imu_sub = rospy.Subscriber("imu/data", ImuAndMag, self.imu_callback) # sync subscribers, callbacks - self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer([self.right_gps_sub, self.left_gps_sub], 10, 0.5) + self.sync_gps_sub = message_filters.ApproximateTimeSynchronizer( + [self.right_gps_sub, self.left_gps_sub], 10, 0.5 + ) self.sync_gps_sub.registerCallback(self.gps_callback) self.left_gps_sub.registerCallback(self.left_gps_callback) self.right_gps_sub.registerCallback(self.right_gps_callback) @@ -115,24 +116,32 @@ def __init__(self): self.gps_timeout_interval = self.imu_timeout_interval = 5 self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) - + def right_gps_callback(self, right_gps_msg: RTKNavSatFix): # use right gps only when combined gps fails - if (self.gps_has_timeout == False): + if self.gps_has_timeout == False: return - if np.any(np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude])): + if np.any( + np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude]) + ): return - + ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) right_cartesian = np.array( - geodetic2enu(right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude, *ref_coord, deg=True) + geodetic2enu( + right_gps_msg.coord.latitude, + right_gps_msg.coord.longitude, + right_gps_msg.coord.altitude, + *ref_coord, + deg=True, + ) ) pose = SE3(right_cartesian, SO3(np.array([0, 0, 0, 1]))) - if (self.last_imu_orientation is not None): + if self.last_imu_orientation is not None: imu_quat = self.last_imu_orientation gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) pose = SE3(pose.position, SO3(gps_quat)) @@ -158,25 +167,30 @@ def right_gps_callback(self, right_gps_msg: RTKNavSatFix): # publish pose (right gps only) self.pose_publisher.publish(pose_msg) - def left_gps_callback(self, left_gps_msg: RTKNavSatFix): # use left gps only when combined gps fails - if (self.gps_has_timeout == False): + if self.gps_has_timeout == False: return - + if np.any(np.isnan([left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude])): return - + ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) left_cartesian = np.array( - geodetic2enu(left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude, *ref_coord, deg=True) + geodetic2enu( + left_gps_msg.coord.latitude, + left_gps_msg.coord.longitude, + left_gps_msg.coord.altitude, + *ref_coord, + deg=True, + ) ) pose = SE3(left_cartesian, SO3(np.array([0, 0, 0, 1]))) # use imu for orientation - if (self.last_imu_orientation is not None): + if self.last_imu_orientation is not None: imu_quat = self.last_imu_orientation gps_quat = quaternion_multiply(self.rtk_offset, imu_quat) pose = SE3(pose.position, SO3(gps_quat)) @@ -201,13 +215,8 @@ def left_gps_callback(self, left_gps_msg: RTKNavSatFix): # publish pose (left gps only) self.pose_publisher.publish(pose_msg) - - - def gps_callback( - self, - right_gps_msg: RTKNavSatFix, - left_gps_msg: RTKNavSatFix - ): + + def gps_callback(self, right_gps_msg: RTKNavSatFix, left_gps_msg: RTKNavSatFix): """ Callback function that receives GPS messages, assigns their covariance matrix, and then publishes the linearized pose. @@ -222,8 +231,10 @@ def gps_callback( self.gps_timer.cancel() self.gps_timer = threading.Timer(self.gps_timeout_interval, self.gps_timeout) self.gps_timer.start() - - if np.any(np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude])): + + if np.any( + np.isnan([right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude]) + ): return if np.any(np.isnan([left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude])): return @@ -231,20 +242,32 @@ def gps_callback( ref_coord = np.array([self.ref_lat, self.ref_lon, self.ref_alt]) right_cartesian = np.array( - geodetic2enu(right_gps_msg.coord.latitude, right_gps_msg.coord.longitude, right_gps_msg.coord.altitude, *ref_coord, deg=True) + geodetic2enu( + right_gps_msg.coord.latitude, + right_gps_msg.coord.longitude, + right_gps_msg.coord.altitude, + *ref_coord, + deg=True, + ) ) left_cartesian = np.array( - geodetic2enu(left_gps_msg.coord.latitude, left_gps_msg.coord.longitude, left_gps_msg.coord.altitude, *ref_coord, deg=True) + geodetic2enu( + left_gps_msg.coord.latitude, + left_gps_msg.coord.longitude, + left_gps_msg.coord.altitude, + *ref_coord, + deg=True, + ) ) pose = GPSLinearization.compute_gps_pose(right_cartesian=right_cartesian, left_cartesian=left_cartesian) # if imu has not timed out, use imu roll and pitch, calculate offset if fix status is RTK_FIX - if (self.imu_has_timeout == False and self.last_imu_orientation is not None): + if self.imu_has_timeout == False and self.last_imu_orientation is not None: imu_quat = self.last_imu_orientation gps_quat = pose.rotation.quaternion - if (right_gps_msg.fix_type == RTKNavSatFix.RTK_FIX and left_gps_msg.fix_type == RTKNavSatFix.RTK_FIX): + if right_gps_msg.fix_type == RTKNavSatFix.RTK_FIX and left_gps_msg.fix_type == RTKNavSatFix.RTK_FIX: imu_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(imu_quat)[2], "sxyz") gps_yaw_quat = quaternion_from_euler(0, 0, euler_from_quaternion(gps_quat)[2], "sxyz") self.rtk_offset = quaternion_multiply(gps_yaw_quat, quaternion_conjugate(imu_yaw_quat)) @@ -269,7 +292,7 @@ def gps_callback( covariance=covariance_matrix.flatten().tolist(), ), ) - + # publish pose (rtk) self.pose_publisher.publish(pose_msg) @@ -279,9 +302,9 @@ def imu_callback(self, msg: ImuAndMag): :param msg: The Imu message containing IMU data that was just received """ - + self.imu_has_timeout = False - + # set imu timer self.imu_timer.cancel() self.imu_timer = threading.Timer(self.imu_timeout_interval, self.imu_timeout) @@ -289,11 +312,11 @@ def imu_callback(self, msg: ImuAndMag): if self.last_gps_pose is None: return - + # imu quaternion imu_quat = numpify(msg.imu.orientation) self.last_imu_orientation = imu_quat - + imu_quat = quaternion_multiply(self.rtk_offset, imu_quat) covariance_matrix = np.zeros((6, 6)) diff --git a/src/localization/gps_plot.py b/src/localization/gps_plot.py index 3c06cffb6..1d18e7a54 100644 --- a/src/localization/gps_plot.py +++ b/src/localization/gps_plot.py @@ -23,22 +23,22 @@ fig, (ax1, ax2, ax3) = plt.subplots(3, 1) -ax1.plot(l_time, linearized_roll, 'r-', label="linearized") -ax1.plot(i_time, imu_roll, 'b-', label="imu") -ax1.plot(g_time, gps_roll, 'g-', label="gps") +ax1.plot(l_time, linearized_roll, "r-", label="linearized") +ax1.plot(i_time, imu_roll, "b-", label="imu") +ax1.plot(g_time, gps_roll, "g-", label="gps") ax1.legend(loc="best") ax1.set_title("Roll") -ax2.plot(l_time, linearized_pitch, 'r-', label="linearized") -ax2.plot(i_time, imu_pitch, 'b-', label="imu") -ax2.plot(g_time, gps_pitch, 'g-', label="gps") +ax2.plot(l_time, linearized_pitch, "r-", label="linearized") +ax2.plot(i_time, imu_pitch, "b-", label="imu") +ax2.plot(g_time, gps_pitch, "g-", label="gps") ax2.legend(loc="best") ax2.set_title("Pitch") -ax3.plot(l_time, linearized_heading, 'r-', label="linearized") -ax3.plot(i_time, imu_heading, 'b-', label="imu") -ax3.plot(g_time, gps_heading, 'g-', label="gps") +ax3.plot(l_time, linearized_heading, "r-", label="linearized") +ax3.plot(i_time, imu_heading, "b-", label="imu") +ax3.plot(g_time, gps_heading, "g-", label="gps") ax3.legend(loc="best") ax3.set_title("Heading") -plt.show() \ No newline at end of file +plt.show() diff --git a/src/localization/offset_testing.py b/src/localization/offset_testing.py index a9cbef26b..d95b74be4 100644 --- a/src/localization/offset_testing.py +++ b/src/localization/offset_testing.py @@ -10,13 +10,13 @@ # imu_orientationon = np.array([0.00025433645374749436, -0.0012950453686585608, 0.33316308291259367, 0.9428682932173706]) # gps_orientation = np.array([0,0,0.33316258923859826, 0.9428693913431663]) -imu_orientation = np.array([0,0,0,1]) -gps_orientation = np.array([0,0,1,0]) +imu_orientation = np.array([0, 0, 0, 1]) +gps_orientation = np.array([0, 0, 1, 0]) -#find and compare offset between imu gps +# find and compare offset between imu gps imu_heading = euler_from_quaternion(imu_orientation)[2] imu_heading_matrix = euler_matrix(0, 0, imu_heading, axes="sxyz") -#print(imu_heading_matrix) +# print(imu_heading_matrix) gps_heading = euler_from_quaternion(gps_orientation)[2] gps_heading_matrix = euler_matrix(0, 0, gps_heading, axes="sxyz") @@ -32,11 +32,9 @@ offsetted_rotation_matrix = np.matmul(imu_rotation_matrix, rtk_offset) offsetted_euler = euler_from_matrix(offsetted_rotation_matrix) -imu_orientation = quaternion_from_euler( - offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz" -) +imu_orientation = quaternion_from_euler(offsetted_euler[0], offsetted_euler[1], offsetted_euler[2], axes="sxyz") # # imu quaternion imu_quat = imu_orientation / np.linalg.norm(imu_orientation) print("imu quat") -print(imu_quat) \ No newline at end of file +print(imu_quat) diff --git a/src/simulator/pch.hpp b/src/simulator/pch.hpp index 474d70179..1f340441f 100644 --- a/src/simulator/pch.hpp +++ b/src/simulator/pch.hpp @@ -81,6 +81,6 @@ #include #include #include +#include #include -#include -#include \ No newline at end of file +#include \ No newline at end of file diff --git a/src/simulator/simulator.hpp b/src/simulator/simulator.hpp index 25ac8181b..9b570814d 100644 --- a/src/simulator/simulator.hpp +++ b/src/simulator/simulator.hpp @@ -239,7 +239,7 @@ namespace mrover { mRollDist{0, 0.01}, mPitchDist{0, 0.01}, mYawDist{0, 0.01}; - + // drift rate in rad/minute about each axis R3 mOrientationDriftRate{0.0, 0.0, 1.0}; R3 mOrientationDrift = R3::Zero(); diff --git a/src/simulator/simulator.sensors.cpp b/src/simulator/simulator.sensors.cpp index f02617728..59f54f1fb 100644 --- a/src/simulator/simulator.sensors.cpp +++ b/src/simulator/simulator.sensors.cpp @@ -181,7 +181,7 @@ namespace mrover { R3 leftGpsNoise{mGPSDist(mRNG), mGPSDist(mRNG), mGPSDist(mRNG)}, rightGpsNoise{mGPSDist(mRNG), mGPSDist(mRNG), mGPSDist(mRNG)}; leftGpsInMap += leftGpsNoise; - rightGpsInMap += rightGpsNoise; + rightGpsInMap += rightGpsNoise; RTKNavSatFix leftGpsMsg; RTKNavSatFix rightGpsMsg; @@ -192,12 +192,10 @@ namespace mrover { if (mRTkFixFreq(mRNG) == 1) { leftGpsMsg.fix_type = RTKNavSatFix::RTK_FIX; rightGpsMsg.fix_type = RTKNavSatFix::RTK_FIX; - } - else if (mRTkFixFreq(mRNG) == 2 || mRTkFixFreq(mRNG) == 3) { + } else if (mRTkFixFreq(mRNG) == 2 || mRTkFixFreq(mRNG) == 3) { leftGpsMsg.fix_type = RTKNavSatFix::FLOATING_FIX; rightGpsMsg.fix_type = RTKNavSatFix::FLOATING_FIX; - } - else { + } else { leftGpsMsg.fix_type = RTKNavSatFix::NO_FIX; rightGpsMsg.fix_type = RTKNavSatFix::NO_FIX; }

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