From 78c5e2fbc54f22efaebf6ee3e92db9c466e5afda Mon Sep 17 00:00:00 2001 From: RHammond2 <13874373+RHammond2@users.noreply.github.com> Date: Wed, 1 Nov 2023 22:48:51 -0600 Subject: [PATCH 01/12] fix typos --- docs/source/workshops/nawea_wind_tech_2023.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/workshops/nawea_wind_tech_2023.md b/docs/source/workshops/nawea_wind_tech_2023.md index 5da643ee..644d8164 100644 --- a/docs/source/workshops/nawea_wind_tech_2023.md +++ b/docs/source/workshops/nawea_wind_tech_2023.md @@ -10,7 +10,7 @@ - Miniconda: https://docs.conda.io/projects/miniconda/en/latest/miniconda-install.html - Basic git proficiency (we just need to clone a project and change branches) - Basic terminal proficiency (or Windows alternative) -- Basic Python proficiency (WOMBAT doesn't requires very little code, but you still need to use Python) +- Basic Python proficiency (WOMBAT requires very little code, but you still need to use Python) ## Slides and Data @@ -28,7 +28,7 @@ the COREWIND publications more easily. ## Pre-Workshop Setup -1. Create a new Python environment (conda instructtions) +1. Create a new Python environment (conda instructions) ``` conda create -n wombat_workshop python=3.10 @@ -38,7 +38,7 @@ the COREWIND publications more easily. 2. Download WOMBAT from GitHub ``` - git clone git clone https://github.com/WISDEM/WOMBAT.git + git clone https://github.com/WISDEM/WOMBAT.git ``` 3. Install WOMBAT as an editable package From aedd8842e061b35f33cccdd4d96046d96bed78b0 Mon Sep 17 00:00:00 2001 From: RHammond2 <13874373+RHammond2@users.noreply.github.com> Date: Fri, 10 Nov 2023 10:35:09 -0800 Subject: [PATCH 02/12] fixes duplicated timestamp formulations in CSV reading --- wombat/core/environment.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/wombat/core/environment.py b/wombat/core/environment.py index c8e745cd..1b10d3c0 100644 --- a/wombat/core/environment.py +++ b/wombat/core/environment.py @@ -472,10 +472,10 @@ def _weather_setup( "%m/%d/%y %I:%M", "%m/%d/%y %H:%M:%S", "%m/%d/%y %I:%M:%S", - "%m/%d/%Y %H:%M", - "%m/%d/%Y %I:%M", - "%m/%d/%Y %H:%M:%S", - "%m/%d/%Y %I:%M:%S", + "%m-%d-%Y %H:%M", + "%m-%d-%Y %I:%M", + "%m-%d-%Y %H:%M:%S", + "%m-%d-%Y %I:%M:%S", "%Y-%m-%d %H:%M", "%Y-%m-%d %I:%M", "%Y-%m-%d %H:%M:%S", From a1d43a1c20a8a6040334017dbedc4119494105c0 Mon Sep 17 00:00:00 2001 From: RHammond2 <13874373+RHammond2@users.noreply.github.com> Date: Fri, 10 Nov 2023 10:57:31 -0800 Subject: [PATCH 03/12] correctly amend valid timestamps --- wombat/core/environment.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/wombat/core/environment.py b/wombat/core/environment.py index 1b10d3c0..dfa72145 100644 --- a/wombat/core/environment.py +++ b/wombat/core/environment.py @@ -472,6 +472,14 @@ def _weather_setup( "%m/%d/%y %I:%M", "%m/%d/%y %H:%M:%S", "%m/%d/%y %I:%M:%S", + "%m/%d/%Y %H:%M", + "%m/%d/%Y %I:%M", + "%m/%d/%Y %H:%M:%S", + "%m/%d/%Y %I:%M:%S", + "%m-%d-%y %H:%M", + "%m-%d-%y %I:%M", + "%m-%d-%y %H:%M:%S", + "%m-%d-%y %I:%M:%S", "%m-%d-%Y %H:%M", "%m-%d-%Y %I:%M", "%m-%d-%Y %H:%M:%S", From 3ff59f7a4a969f2dabd22ea1f4cdd8d4e432bd09 Mon Sep 17 00:00:00 2001 From: RHammond2 <13874373+RHammond2@users.noreply.github.com> Date: Fri, 10 Nov 2023 12:59:45 -0800 Subject: [PATCH 04/12] fix bug in travel reaching end of sim before actions can be cancelled --- wombat/core/service_equipment.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/wombat/core/service_equipment.py b/wombat/core/service_equipment.py index 7a5fce65..a2376be6 100644 --- a/wombat/core/service_equipment.py +++ b/wombat/core/service_equipment.py @@ -966,7 +966,12 @@ def travel( elif {start, end} == {"site", "port"}: additional = f"traveling from {start} to {end}" distance = self.settings.port_distance - hours = self._calculate_interrupted_travel_time(distance) + try: + hours = self._calculate_interrupted_travel_time(distance) + except IndexError: + # If the end of the simulation is hit while finding a suitable + # window exit, so the simulation can finish. + return None if distance is None: raise ValueError("`distance` must be provided if `hours` is provided.") From 258f381f775835ac0ccd99974badc8aee534af31 Mon Sep 17 00:00:00 2001 From: RHammond2 <13874373+RHammond2@users.noreply.github.com> Date: Sun, 12 Nov 2023 14:48:35 -0800 Subject: [PATCH 05/12] udpate with NAWEA links --- docs/jupyter_execute/examples/how_to.ipynb | 40 +- .../examples/metrics_demonstration.ipynb | 2318 ++++++++--------- .../examples/strategy_demonstration.ipynb | 106 +- docs/source/presentations.md | 7 +- docs/source/workshops/nawea_wind_tech_2023.md | 15 +- examples/how_to.ipynb | 40 +- examples/metrics_demonstration.ipynb | 2318 ++++++++--------- examples/strategy_demonstration.ipynb | 106 +- .../nawea_2023_wombat_tutorial_87913.pdf | Bin 0 -> 2565598 bytes 9 files changed, 2474 insertions(+), 2476 deletions(-) create mode 100644 presentation_material/nawea_2023_wombat_tutorial_87913.pdf diff --git a/docs/jupyter_execute/examples/how_to.ipynb b/docs/jupyter_execute/examples/how_to.ipynb index ed4e73c2..188406dc 100644 --- a/docs/jupyter_execute/examples/how_to.ipynb +++ b/docs/jupyter_execute/examples/how_to.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "efc3ba20", + "id": "09600cae", "metadata": {}, "source": [ "# How To Use WOMBAT\n", @@ -19,7 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "2bcd4597", + "id": "3b731073", "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "fe8da8e2", + "id": "99ae9145", "metadata": {}, "source": [ "## Defining the Simulation\n", @@ -489,7 +489,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "8f35b1e5", + "id": "df9f7740", "metadata": {}, "outputs": [], "source": [ @@ -498,7 +498,7 @@ }, { "cell_type": "markdown", - "id": "11debac2", + "id": "93f44ee8", "metadata": {}, "source": [ "### The configuration file\n", @@ -519,7 +519,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "48d0d836", + "id": "f9abd46e", "metadata": {}, "outputs": [], "source": [ @@ -528,7 +528,7 @@ }, { "cell_type": "markdown", - "id": "7af497d3", + "id": "a6a0258f", "metadata": {}, "source": [ "```{code-block} yaml\n", @@ -571,7 +571,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "f00af256", + "id": "78ce7a44", "metadata": {}, "outputs": [], "source": [ @@ -583,7 +583,7 @@ }, { "cell_type": "markdown", - "id": "e76477bf", + "id": "228045ad", "metadata": {}, "source": [ "### Option 2: `Simulation()`\n", @@ -605,7 +605,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "5099abd7", + "id": "eb2dc51d", "metadata": {}, "outputs": [], "source": [ @@ -618,7 +618,7 @@ }, { "cell_type": "markdown", - "id": "6c28b315", + "id": "b83e6dac", "metadata": {}, "source": [ "### Seeding the simulation random variable\n", @@ -631,7 +631,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "ae14cc72", + "id": "2de9e1f4", "metadata": {}, "outputs": [], "source": [ @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "1b0e4c25", + "id": "878aa1c4", "metadata": {}, "source": [ "## Run the analysis\n", @@ -667,14 +667,14 @@ { "cell_type": "code", "execution_count": 7, - "id": "7b899c32", + "id": "87a08bb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Run time: 0.53 minutes\n" + "Run time: 0.49 minutes\n" ] } ], @@ -692,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "d8089506", + "id": "2d6cfc81", "metadata": {}, "source": [ "## Metric computation\n", @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "bc468caa", + "id": "6862bc58", "metadata": {}, "outputs": [ { @@ -726,7 +726,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "740d37f9", + "id": "386a4a56", "metadata": {}, "outputs": [ { @@ -753,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "ef887c84", + "id": "39f85874", "metadata": {}, "source": [ "## Optional: Delete the logging files\n", @@ -764,7 +764,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "01643d48", + "id": "5c7e04f2", "metadata": {}, "outputs": [], "source": [ diff --git a/docs/jupyter_execute/examples/metrics_demonstration.ipynb b/docs/jupyter_execute/examples/metrics_demonstration.ipynb index 3c456638..48ba0f2b 100644 --- a/docs/jupyter_execute/examples/metrics_demonstration.ipynb +++ b/docs/jupyter_execute/examples/metrics_demonstration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "c2c11f7e", + "id": "3a03b512", "metadata": {}, "source": [ "# Demonstration of the Available Metrics\n", @@ -15,7 +15,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "b0d2fc5a", + "id": "8d671945", "metadata": { "tags": [ "output_scroll" @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "1ff7d91f", + "id": "dbfa9a49", "metadata": {}, "source": [ "## Table of Contents\n", @@ -86,7 +86,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "453c9b9f", + "id": "194e5f91", "metadata": { "tags": [ "output_scroll" @@ -114,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "44dff9e4", + "id": "874b1871", "metadata": {}, "source": [ "## Common Parameter Explanations\n", @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "8e1ad318", + "id": "c64219c0", "metadata": { "tags": [ "output_scroll" @@ -177,23 +177,23 @@ "text/html": [ "\n", - "\n", + "
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 windfarmwindfarm
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  windfarmwindfarm
year
200311.00200311.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200411.00200411.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200511.00200511.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200611.00200611.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200711.00200711.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200811.00200811.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200911.00200911.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201011.00201011.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201111.00201111.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201211.00201211.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -1173,7 +1173,7 @@ }, { "cell_type": "markdown", - "id": "e24201c0", + "id": "8805379a", "metadata": {}, "source": [ "## Capacity Factor\n", @@ -1194,7 +1194,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "d256066e", + "id": "95fc2d46", "metadata": { "tags": [ "output_scroll" @@ -1205,7 +1205,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " Net capacity factor: 46.04%\n", + " Net capacity factor: 46.02%\n", "Gross capacity factor: 47.67%\n" ] } @@ -1219,7 +1219,7 @@ }, { "cell_type": "markdown", - "id": "ea8f25ba", + "id": "fbe01c9c", "metadata": {}, "source": [ "## Task Completion Rate\n", @@ -1240,7 +1240,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "447d8fe3", + "id": "cf3f795c", "metadata": { "tags": [ "output_scroll" @@ -1251,9 +1251,9 @@ "name": "stdout", "output_type": "stream", "text": [ - " Scheduled Task Completion Rate: 66.76%\n", - "Unscheduled Task Completion Rate: 99.53%\n", - " Overall Task Completion Rate: 97.02%\n" + " Scheduled Task Completion Rate: 70.82%\n", + "Unscheduled Task Completion Rate: 99.80%\n", + " Overall Task Completion Rate: 97.60%\n" ] } ], @@ -1268,7 +1268,7 @@ }, { "cell_type": "markdown", - "id": "87fb4950", + "id": "b8a7f884", "metadata": {}, "source": [ "## Equipment Costs\n", @@ -1288,7 +1288,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "5482286f", + "id": "d4af8408", "metadata": { "tags": [ "output_scroll" @@ -1300,23 +1300,23 @@ "text/html": [ "\n", - "\n", + "
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 equipment_costequipment_cost
0119,978,754.030124,530,775.68
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -1332,7 +1332,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "8594a7de", + "id": "248c3deb", "metadata": { "tags": [ "output_scroll" @@ -1343,7 +1343,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -1352,31 +1352,31 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Crew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift Vessel
06,390,480.236,390,481.816,390,479.983,146,640.1497,660,671.8806,390,492.326,390,507.476,390,493.982,983,866.98102,375,414.93
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -1391,7 +1391,7 @@ }, { "cell_type": "markdown", - "id": "7e12b50f", + "id": "0a7bddae", "metadata": {}, "source": [ "## Service Equipment Utilization Rate\n", @@ -1408,7 +1408,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "29c4215b", + "id": "b70af0a3", "metadata": { "tags": [ "output_scroll" @@ -1420,31 +1420,31 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Crew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift Vessel
01.001.001.000.940.9301.001.001.000.930.93
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -1459,7 +1459,7 @@ }, { "cell_type": "markdown", - "id": "8f9bdf23", + "id": "f5942a74", "metadata": {}, "source": [ "## Vessel-Crew Hours at Sea\n", @@ -1480,7 +1480,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "cbc3d70c", + "id": "9daf7915", "metadata": { "tags": [ "output_scroll" @@ -1492,23 +1492,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 Total Crew Hours at SeaTotal Crew Hours at Sea
0162,477.650165,998.29
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -1524,7 +1524,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "7363fbc6", + "id": "a12f9676", "metadata": { "tags": [ "output_scroll" @@ -1536,16 +1536,16 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1559,100 +1559,100 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Total Crew Hours at SeaCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselTotal Crew Hours at SeaCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Heavy Lift VesselField Support Vessel
year
20037,500.721,818.491,691.991,828.24673.001,489.00
200415,403.704,042.504,067.974,042.97597.002,653.25
200514,827.674,113.744,106.194,101.49600.001,906.25
200619,293.504,248.414,218.984,217.701,305.005,303.41
200717,830.314,187.464,221.474,192.22600.004,629.16
200818,935.174,253.974,267.474,216.73665.005,531.99
200914,905.704,285.964,265.744,223.250.002,130.75
201017,464.434,130.744,116.994,113.451,277.003,826.25
201118,228.744,136.224,149.754,148.76630.505,163.50
201218,087.714,164.484,176.464,159.471,232.004,355.3020038,347.212,016.742,025.481,901.491,754.50649.00
200416,411.454,204.474,197.494,178.483,224.00607.00
200516,674.424,114.984,092.964,100.493,797.00569.00
200614,821.654,164.474,200.424,132.761,723.00601.00
200717,765.614,189.694,197.654,201.404,672.86504.00
200818,901.414,263.954,165.454,256.705,568.08647.24
200917,249.544,241.454,257.264,267.703,765.87717.26
201018,167.744,148.274,133.244,116.734,502.501,267.00
201117,666.044,132.974,129.744,173.475,229.850.00
201219,993.224,178.244,191.494,184.686,164.311,274.50
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -1667,7 +1667,7 @@ }, { "cell_type": "markdown", - "id": "72863683", + "id": "424f6fa2", "metadata": {}, "source": [ "## Number of Tows\n", @@ -1690,7 +1690,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "2eecd3fe", + "id": "a1d6a39b", "metadata": { "tags": [ "output_scroll" @@ -1702,23 +1702,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 total_towstotal_tows
0000
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -1734,7 +1734,7 @@ }, { "cell_type": "markdown", - "id": "5422f93f", + "id": "1bbb2c78", "metadata": {}, "source": [ "## Labor Costs\n", @@ -1754,7 +1754,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "5dfb40d4", + "id": "2a8fa26d", "metadata": { "tags": [ "output_scroll" @@ -1778,7 +1778,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "a43fcec9", + "id": "d634cf54", "metadata": { "tags": [ "output_scroll" @@ -1790,27 +1790,27 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 hourly_labor_costsalary_labor_costtotal_labor_costhourly_labor_costsalary_labor_costtotal_labor_cost
00000000
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -1826,7 +1826,7 @@ }, { "cell_type": "markdown", - "id": "5027a1c0", + "id": "3c5e68b0", "metadata": {}, "source": [ "## Equipment and Labor Costs\n", @@ -1856,7 +1856,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "6c39fb2b", + "id": "c460c98d", "metadata": { "tags": [ "output_scroll" @@ -1868,12 +1868,12 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1883,50 +1883,50 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 total_costtotal_hourstotal_costtotal_hours
reason
Maintenance1,925,000.0026,400.00Maintenance2,191,875.0030,060.00
Repair39,965,193.5767,183.79Repair35,798,100.0763,734.31
Crew Transfer1,259,750.0010,571.00Crew Transfer1,238,270.8310,398.50
Site Travel0.000.00Site Travel0.000.00
Mobilization9,500,000.0033,408.00Mobilization10,000,000.0035,784.00
Weather Delay30,853,193.2835,724.91Weather Delay35,661,068.8536,811.46
No Requests26,882,656.2528,029.70No Requests30,552,373.7726,427.44
Not in Shift9,592,960.93117,161.35Not in Shift9,089,087.15117,902.89
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -1942,7 +1942,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "590ebf1d", + "id": "edd1337b", "metadata": { "tags": [ "output_scroll" @@ -1954,16 +1954,16 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1977,82 +1977,82 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 hourly_labor_costsalary_labor_costtotal_labor_costequipment_costtotal_costtotal_hourshourly_labor_costsalary_labor_costtotal_labor_costequipment_costtotal_costtotal_hours
reason
Maintenance0001,925,000.001,925,000.0026,400.00
Repair00039,965,193.5739,965,193.5767,183.79
Crew Transfer0001,259,750.001,259,750.0010,571.00
Site Travel0000.000.000.00
Mobilization0009,500,000.009,500,000.0033,408.00
Weather Delay00030,853,193.2830,853,193.2835,724.91
No Requests00026,882,656.2526,882,656.2528,029.70
Not in Shift0009,592,960.939,592,960.93117,161.35Maintenance0002,191,875.002,191,875.0030,060.00
Repair00035,798,100.0735,798,100.0763,734.31
Crew Transfer0001,238,270.831,238,270.8310,398.50
Site Travel0000.000.000.00
Mobilization00010,000,000.0010,000,000.0035,784.00
Weather Delay00035,661,068.8535,661,068.8536,811.46
No Requests00030,552,373.7730,552,373.7726,427.44
Not in Shift0009,089,087.159,089,087.15117,902.89
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -2067,7 +2067,7 @@ }, { "cell_type": "markdown", - "id": "993a336c", + "id": "3448ccc7", "metadata": {}, "source": [ "## Emissions\n", @@ -2084,7 +2084,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "4d50c116", + "id": "ab5f22c1", "metadata": {}, "outputs": [ { @@ -2092,14 +2092,14 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2111,135 +2111,135 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
  durationdistance_kmemissionsdurationdistance_kmemissions
agent
Crew Transfer Vessel 1idle at port0.000.000.00Crew Transfer Vessel 1idle at port0.000.000.00
idle at site39,350.970.0019,675.49idle at site39,624.230.0019,812.12
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Crew Transfer Vessel 2idle at port0.000.000.00Crew Transfer Vessel 2idle at port0.000.000.00
idle at site39,252.030.0019,626.01idle at site39,560.180.0019,780.09
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Crew Transfer Vessel 3idle at port0.000.000.00Crew Transfer Vessel 3idle at port0.000.000.00
idle at site39,213.280.0019,606.64idle at site39,482.900.0019,741.45
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Field Support Vesselidle at port1,118.880.00559.44Field Support Vesselidle at port1,025.640.00512.82
idle at site1,531.500.001,531.50idle at site1,292.000.001,292.00
maneuvering453.600.001,814.40maneuvering415.800.001,663.20
transit5,594.40inf33,566.40transit5,128.200.0030,769.20
Heavy Lift Vesselidle at port5,061.600.002,530.80Heavy Lift Vesselidle at port5,594.400.002,797.20
idle at site9,628.870.009,628.87idle at site10,161.980.0010,161.98
maneuvering2,052.000.0014,364.00maneuvering2,268.000.0015,876.00
transit25,308.00inf303,696.00transit27,972.00inf335,664.00
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -2287,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "d211c000", + "id": "a0f4f90b", "metadata": {}, "source": [ "## Component Costs\n", @@ -2315,7 +2315,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "05e806eb", + "id": "26fa0ed9", "metadata": { "tags": [ "output_scroll" @@ -2327,11 +2327,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2340,14 +2340,14 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 total_costtotal_cost
component
turbine138,859,892.42turbine136,775,387.96
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -2363,7 +2363,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "02845234", + "id": "65db6d10", "metadata": { "tags": [ "output_scroll" @@ -2375,15 +2375,15 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2396,32 +2396,32 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
  materials_costtotal_labor_costequipment_costtotal_costmaterials_costtotal_labor_costequipment_costtotal_cost
component
turbinedelay0040,394,948.8540,394,948.85turbinedelay0044,744,142.0644,744,142.06
maintenance001,925,000.001,925,000.00maintenance002,191,875.002,191,875.00
repair0039,965,193.5739,965,193.57repair0035,798,100.0735,798,100.07
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -2436,7 +2436,7 @@ }, { "cell_type": "markdown", - "id": "f35a88e5", + "id": "9413851f", "metadata": {}, "source": [ "## Fixed Cost Impacts\n", @@ -2455,7 +2455,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "ef644acb", + "id": "cf21a32b", "metadata": { "tags": [ "output_scroll" @@ -2490,7 +2490,7 @@ }, { "cell_type": "markdown", - "id": "680d559b", + "id": "c618120a", "metadata": {}, "source": [ "**Example Usage**:" @@ -2499,7 +2499,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "1ad2d2f6", + "id": "6de0b63d", "metadata": { "tags": [ "output_scroll" @@ -2511,23 +2511,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 operationsoperations
016,013,230.75016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -2545,7 +2545,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "554de8ad", + "id": "d028ccdc", "metadata": { "tags": [ "output_scroll" @@ -2557,35 +2557,35 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 operations_management_administrationinsuranceannual_leases_feesoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelaboroperations_management_administrationinsuranceannual_leases_feesoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelabor
00.000.000.000.000.000.0016,013,230.7500.000.000.000.000.000.0016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 26, @@ -2601,7 +2601,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "e5c13003", + "id": "32384dd3", "metadata": { "tags": [ "output_scroll" @@ -2613,51 +2613,51 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 project_management_administrationmarine_managementweather_forecastingcondition_monitoringbrokers_feeoperations_all_riskbusiness_interruptionthird_party_liabilitystorm_coveragesubmerge_land_lease_coststransmission_charges_rightsoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelaborproject_management_administrationmarine_managementweather_forecastingcondition_monitoringbrokers_feeoperations_all_riskbusiness_interruptionthird_party_liabilitystorm_coveragesubmerge_land_lease_coststransmission_charges_rightsoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelabor
00.000.000.000.000.000.000.000.000.000.000.000.000.000.0016,013,230.7500.000.000.000.000.000.000.000.000.000.000.000.000.000.0016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 27, @@ -2672,7 +2672,7 @@ }, { "cell_type": "markdown", - "id": "7bce27dd", + "id": "aefe0b7a", "metadata": {}, "source": [ "## OpEx\n", @@ -2692,7 +2692,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "ecd0578f", + "id": "b3ed912c", "metadata": { "tags": [ "output_scroll" @@ -2704,11 +2704,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2717,50 +2717,50 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 OpExOpEx
year
20035,836,642.22200311,190,043.81
200419,102,199.71200412,578,198.45
200513,296,678.10200518,973,083.27
200620,666,677.54200612,238,075.03
200726,914,886.36200724,657,109.64
200824,544,829.19200819,938,091.18
200914,166,590.47200920,101,009.33
201019,795,872.40201028,449,354.37
201119,701,569.32201118,003,485.12
201227,281,039.47201227,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 28, @@ -2775,7 +2775,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "b6236d51", + "id": "b13913a1", "metadata": { "tags": [ "output_scroll" @@ -2787,16 +2787,16 @@ "text/html": [ "\n", - "\n", + "
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 operationsport_feesequipment_costtotal_labor_costmaterials_costOpExoperationsport_feesequipment_costtotal_labor_costmaterials_costOpEx
year
20031,600,008.0003,176,634.2201,060,0005,836,642.22
20041,604,391.58011,794,808.1205,703,00019,102,199.71
20051,600,008.0007,302,670.1004,394,00013,296,678.10
20061,600,008.00012,483,169.5406,583,50020,666,677.54
20071,600,008.00017,580,878.3607,734,00026,914,886.36
20081,604,391.58016,659,937.6006,280,50024,544,829.19
20091,600,008.0007,809,082.4704,757,50014,166,590.47
20101,600,008.00012,835,364.4005,360,50019,795,872.40
20111,600,008.00012,380,061.3205,721,50019,701,569.32
20121,604,391.58017,956,147.8907,720,50027,281,039.4720031,600,008.0007,235,535.8102,354,50011,190,043.81
20041,604,391.5807,306,806.8703,667,00012,578,198.45
20051,600,008.00012,359,075.2705,014,00018,973,083.27
20061,600,008.0007,239,567.0303,398,50012,238,075.03
20071,600,008.00017,203,101.6405,854,00024,657,109.64
20081,604,391.58012,361,199.6005,972,50019,938,091.18
20091,600,008.00012,637,501.3305,863,50020,101,009.33
20101,600,008.00018,320,846.3708,528,50028,449,354.37
20111,600,008.00012,080,977.1204,322,50018,003,485.12
20121,604,391.58017,786,164.6407,828,00027,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -2917,7 +2917,7 @@ }, { "cell_type": "markdown", - "id": "0eb0ab7c", + "id": "95435c78", "metadata": {}, "source": [ "## Process Times\n", @@ -2930,7 +2930,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "f5597910", + "id": "9094990c", "metadata": { "tags": [ "output_scroll" @@ -2942,15 +2942,15 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2963,58 +2963,58 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 time_to_completionprocess_timedowntimetime_to_startNtime_to_completionprocess_timedowntimetime_to_startN
category
annual service5,748,588.1770,704.57121,566.043,586,813.541,086annual service5,117,309.0080,028.63110,947.923,460,152.831,028
major repair101,409.133,053.642,982.0078,728.7455major repair111,654.402,645.502,582.00108,530.7239
major replacement178,222.2110,334.8710,696.00162,862.00108major replacement176,561.6810,401.7116,813.93164,935.5199
manual reset1,721,095.6085,749.37109,232.921,583,188.388,993manual reset1,539,657.1982,260.01104,677.131,399,064.458,637
medium repair28,943.5920,337.5120,172.088,101.38332medium repair26,637.8119,125.8519,260.787,977.81321
minor repair216,229.7266,544.1366,487.25130,605.573,608minor repair196,138.9564,269.9762,925.82115,206.433,391
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -3028,7 +3028,7 @@ }, { "cell_type": "markdown", - "id": "74d8d0db", + "id": "891639e2", "metadata": {}, "source": [ "## Power Production\n", @@ -3049,7 +3049,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "41123f99", + "id": "9e43557c", "metadata": { "tags": [ "output_scroll" @@ -3061,23 +3061,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 windfarmwindfarm
Project Energy Production (kWh)9,687,118,469.50Project Energy Production (kWh)9,683,839,445.50
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 31, @@ -3093,7 +3093,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "769abea3", + "id": "28f4030b", "metadata": { "tags": [ "output_scroll" @@ -3105,23 +3105,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 windfarmwindfarm
Project Energy Production (MWh)9,687,118.47Project Energy Production (MWh)9,683,839.45
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 32, @@ -3137,7 +3137,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "6e9fabf2", + "id": "478e9e29", "metadata": { "tags": [ "output_scroll" @@ -3149,23 +3149,23 @@ "text/html": [ "\n", - "\n", + "
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 windfarmwindfarm
Project Energy Production (GWh)9,687.12Project Energy Production (GWh)9,683.84
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 33, @@ -3180,7 +3180,7 @@ }, { "cell_type": "markdown", - "id": "9038ec9c", + "id": "d2bbcd68", "metadata": {}, "source": [ "## Net Present Value\n", @@ -3199,7 +3199,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "6fed8dc6", + "id": "54a210bc", "metadata": { "tags": [ "output_scroll" @@ -3211,11 +3211,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3224,50 +3224,50 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 OpExOpEx
year
20035,836,642.22200311,190,043.81
200419,102,199.71200412,578,198.45
200513,296,678.10200518,973,083.27
200620,666,677.54200612,238,075.03
200726,914,886.36200724,657,109.64
200824,544,829.19200819,938,091.18
200914,166,590.47200920,101,009.33
201019,795,872.40201028,449,354.37
201119,701,569.32201118,003,485.12
201227,281,039.47201227,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 34, diff --git a/docs/jupyter_execute/examples/strategy_demonstration.ipynb b/docs/jupyter_execute/examples/strategy_demonstration.ipynb index f764aefc..e0aa7509 100644 --- a/docs/jupyter_execute/examples/strategy_demonstration.ipynb +++ b/docs/jupyter_execute/examples/strategy_demonstration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4105905b", + "id": "6623ba0c", "metadata": {}, "source": [ "# Servicing Strategies\n", @@ -43,7 +43,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4c126e33", + "id": "7e645c0f", "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "markdown", - "id": "aaaeb1c8", + "id": "9c13abdb", "metadata": {}, "source": [ "## Simulation and results setup\n", @@ -80,7 +80,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "89186609", + "id": "381d70f0", "metadata": {}, "outputs": [], "source": [ @@ -116,7 +116,7 @@ }, { "cell_type": "markdown", - "id": "9b43af11", + "id": "24413bb5", "metadata": {}, "source": [ "## Run the simulations and display the results" @@ -125,14 +125,14 @@ { "cell_type": "code", "execution_count": 3, - "id": "85cd3860", + "id": "13af143f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -140,7 +140,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -148,7 +148,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -156,7 +156,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -194,22 +194,22 @@ " \n", " base_scheduled\n", " 0.02\n", - " 0.46\n", + " 0.45\n", " \n", " \n", " base_requests\n", " 0.02\n", - " 0.50\n", + " 0.47\n", " \n", " \n", " base_downtime\n", " 0.02\n", - " 0.42\n", + " 0.43\n", " \n", " \n", " base_tow_to_port\n", " 0.02\n", - " 0.54\n", + " 0.55\n", " \n", " \n", "\n", @@ -218,10 +218,10 @@ "text/plain": [ " Load Time (min) Run Time (min)\n", "Scenario \n", - "base_scheduled 0.02 0.46\n", - "base_requests 0.02 0.50\n", - "base_downtime 0.02 0.42\n", - "base_tow_to_port 0.02 0.54" + "base_scheduled 0.02 0.45\n", + "base_requests 0.02 0.47\n", + "base_downtime 0.02 0.43\n", + "base_tow_to_port 0.02 0.55" ] }, "execution_count": 3, @@ -306,7 +306,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "adc5161b", + "id": "8ab72866", "metadata": {}, "outputs": [ { @@ -367,31 +367,31 @@ " \n", " \n", " power production\n", - " 9,679.20\n", - " 9,682.73\n", - " 9,738.50\n", - " 9,619.15\n", + " 9,679.69\n", + " 9,682.72\n", + " 9,740.76\n", + " 9,637.53\n", " \n", " \n", " task completion rate\n", " 0.98\n", - " 0.97\n", + " 0.98\n", " 0.99\n", - " 0.94\n", + " 0.92\n", " \n", " \n", " annual direct O&M cost\n", - " 19.08\n", - " 19.19\n", - " 5.43\n", - " 11.11\n", + " 18.72\n", + " 16.25\n", + " 5.42\n", + " 11.77\n", " \n", " \n", " annual vessel cost\n", - " 13.28\n", - " 12.41\n", + " 12.85\n", + " 10.22\n", " 1.92\n", - " 2.06\n", + " 2.09\n", " \n", " \n", " ctv cost\n", @@ -403,14 +403,14 @@ " \n", " fsv cost\n", " 0.27\n", - " 0.30\n", + " 0.32\n", " 0.00\n", " 0.00\n", " \n", " \n", " hlv cost\n", - " 11.10\n", - " 10.19\n", + " 10.67\n", + " 7.98\n", " 0.00\n", " 0.00\n", " \n", @@ -419,14 +419,14 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 0.14\n", + " 0.18\n", " \n", " \n", " annual repair cost\n", - " 4.20\n", - " 5.19\n", - " 1.91\n", - " 5.44\n", + " 4.26\n", + " 4.43\n", + " 1.90\n", + " 6.07\n", " \n", " \n", " annual technician cost\n", @@ -473,15 +473,15 @@ "availability - production based 0.96 0.97 0.97 \n", "capacity factor - net 0.46 0.46 0.46 \n", "capacity factor - gross 0.48 0.48 0.48 \n", - "power production 9,679.20 9,682.73 9,738.50 \n", - "task completion rate 0.98 0.97 0.99 \n", - "annual direct O&M cost 19.08 19.19 5.43 \n", - "annual vessel cost 13.28 12.41 1.92 \n", + "power production 9,679.69 9,682.72 9,740.76 \n", + "task completion rate 0.98 0.98 0.99 \n", + "annual direct O&M cost 18.72 16.25 5.42 \n", + "annual vessel cost 12.85 10.22 1.92 \n", "ctv cost 1.92 1.92 1.92 \n", - "fsv cost 0.27 0.30 0.00 \n", - "hlv cost 11.10 10.19 0.00 \n", + "fsv cost 0.27 0.32 0.00 \n", + "hlv cost 10.67 7.98 0.00 \n", "tow cost 0.00 0.00 0.00 \n", - "annual repair cost 4.20 5.19 1.91 \n", + "annual repair cost 4.26 4.43 1.90 \n", "annual technician cost 1.60 1.60 1.60 \n", "ctv utilization 1.00 1.00 1.00 \n", "fsv utilization 1.00 0.93 0.00 \n", @@ -493,15 +493,15 @@ "availability - production based 0.96 \n", "capacity factor - net 0.46 \n", "capacity factor - gross 0.48 \n", - "power production 9,619.15 \n", - "task completion rate 0.94 \n", - "annual direct O&M cost 11.11 \n", - "annual vessel cost 2.06 \n", + "power production 9,637.53 \n", + "task completion rate 0.92 \n", + "annual direct O&M cost 11.77 \n", + "annual vessel cost 2.09 \n", "ctv cost 1.92 \n", "fsv cost 0.00 \n", "hlv cost 0.00 \n", - "tow cost 0.14 \n", - "annual repair cost 5.44 \n", + "tow cost 0.18 \n", + "annual repair cost 6.07 \n", "annual technician cost 1.60 \n", "ctv utilization 1.00 \n", "fsv utilization 0.00 \n", diff --git a/docs/source/presentations.md b/docs/source/presentations.md index 13a6178c..3e640af4 100644 --- a/docs/source/presentations.md +++ b/docs/source/presentations.md @@ -23,10 +23,9 @@ Hammond, Rob, & Cooperman, Aubryn. Windfarm Operations and Maintenance cost-Bene This document is the actual presentation given in associating with the conference workshop. Please also see the [workshop's homepage](/workshops/nawea_wind_tech_2023). - -Link coming soon! - +
+{download}`presentation PDF <../../presentation_material/nawea_2023_wombat_tutorial_87913.pdf>` +| [NREL Publications](https://www.nrel.gov/docs/fy24osti/87913.pdf) ## FY20 DOE Presentation diff --git a/docs/source/workshops/nawea_wind_tech_2023.md b/docs/source/workshops/nawea_wind_tech_2023.md index 644d8164..c11ebbbe 100644 --- a/docs/source/workshops/nawea_wind_tech_2023.md +++ b/docs/source/workshops/nawea_wind_tech_2023.md @@ -6,8 +6,8 @@ - [COREWIND Floating Wind O&M Strategies Assessment](https://corewind.eu/wp-content/uploads/files/publications/COREWIND-D4.2-Floating-Wind-O-and-M-Strategies-Assessment.pdf) - Code editor (VSCode is what I use and therefore recommend) - Working python environment (Miniconda is my preference because it's lightweight) - - Anaconda: https://docs.anaconda.com/free/anaconda/install - - Miniconda: https://docs.conda.io/projects/miniconda/en/latest/miniconda-install.html + - [Anaconda](https://docs.anaconda.com/free/anaconda/install) + - [Miniconda](https://docs.conda.io/projects/miniconda/en/latest/miniconda-install.html) - Basic git proficiency (we just need to clone a project and change branches) - Basic terminal proficiency (or Windows alternative) - Basic Python proficiency (WOMBAT requires very little code, but you still need to use Python) @@ -19,8 +19,7 @@ content are all included in the slides with links to the appropriate documentati and the relevant screenshots so that participants can track down the required data in the COREWIND publications more easily. - -- Presentation coming soon! +- The slides can be found [here](https://www.nrel.gov/docs/fy24osti/87913.pdf) - The accompanying example notebook is [here](https://github.com/WISDEM/WOMBAT/blob/main/examples/NAWEA_interactive_walkthrough.ipynb). - Example dataset for the Morro Bay, California, USA 9D layout with connected @@ -30,20 +29,20 @@ the COREWIND publications more easily. 1. Create a new Python environment (conda instructions) - ``` + ```bash conda create -n wombat_workshop python=3.10 conda config --set pip_interop_enabled true ``` 2. Download WOMBAT from GitHub - ``` + ```bash git clone https://github.com/WISDEM/WOMBAT.git ``` 3. Install WOMBAT as an editable package - ``` + ```bash conda activate wombat_workshop # or what you called in the first step cd wombat/ pip install -e . @@ -51,7 +50,7 @@ the COREWIND publications more easily. 4. Ensure that it all worked (assuming no error messages at any of the prior stages) - ``` + ```bash python >>> import wombat diff --git a/examples/how_to.ipynb b/examples/how_to.ipynb index ed4e73c2..188406dc 100644 --- a/examples/how_to.ipynb +++ b/examples/how_to.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "efc3ba20", + "id": "09600cae", "metadata": {}, "source": [ "# How To Use WOMBAT\n", @@ -19,7 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "2bcd4597", + "id": "3b731073", "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "fe8da8e2", + "id": "99ae9145", "metadata": {}, "source": [ "## Defining the Simulation\n", @@ -489,7 +489,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "8f35b1e5", + "id": "df9f7740", "metadata": {}, "outputs": [], "source": [ @@ -498,7 +498,7 @@ }, { "cell_type": "markdown", - "id": "11debac2", + "id": "93f44ee8", "metadata": {}, "source": [ "### The configuration file\n", @@ -519,7 +519,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "48d0d836", + "id": "f9abd46e", "metadata": {}, "outputs": [], "source": [ @@ -528,7 +528,7 @@ }, { "cell_type": "markdown", - "id": "7af497d3", + "id": "a6a0258f", "metadata": {}, "source": [ "```{code-block} yaml\n", @@ -571,7 +571,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "f00af256", + "id": "78ce7a44", "metadata": {}, "outputs": [], "source": [ @@ -583,7 +583,7 @@ }, { "cell_type": "markdown", - "id": "e76477bf", + "id": "228045ad", "metadata": {}, "source": [ "### Option 2: `Simulation()`\n", @@ -605,7 +605,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "5099abd7", + "id": "eb2dc51d", "metadata": {}, "outputs": [], "source": [ @@ -618,7 +618,7 @@ }, { "cell_type": "markdown", - "id": "6c28b315", + "id": "b83e6dac", "metadata": {}, "source": [ "### Seeding the simulation random variable\n", @@ -631,7 +631,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "ae14cc72", + "id": "2de9e1f4", "metadata": {}, "outputs": [], "source": [ @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "1b0e4c25", + "id": "878aa1c4", "metadata": {}, "source": [ "## Run the analysis\n", @@ -667,14 +667,14 @@ { "cell_type": "code", "execution_count": 7, - "id": "7b899c32", + "id": "87a08bb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Run time: 0.53 minutes\n" + "Run time: 0.49 minutes\n" ] } ], @@ -692,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "d8089506", + "id": "2d6cfc81", "metadata": {}, "source": [ "## Metric computation\n", @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "bc468caa", + "id": "6862bc58", "metadata": {}, "outputs": [ { @@ -726,7 +726,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "740d37f9", + "id": "386a4a56", "metadata": {}, "outputs": [ { @@ -753,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "ef887c84", + "id": "39f85874", "metadata": {}, "source": [ "## Optional: Delete the logging files\n", @@ -764,7 +764,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "01643d48", + "id": "5c7e04f2", "metadata": {}, "outputs": [], "source": [ diff --git a/examples/metrics_demonstration.ipynb b/examples/metrics_demonstration.ipynb index 3c456638..48ba0f2b 100644 --- a/examples/metrics_demonstration.ipynb +++ b/examples/metrics_demonstration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "c2c11f7e", + "id": "3a03b512", "metadata": {}, "source": [ "# Demonstration of the Available Metrics\n", @@ -15,7 +15,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "b0d2fc5a", + "id": "8d671945", "metadata": { "tags": [ "output_scroll" @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "1ff7d91f", + "id": "dbfa9a49", "metadata": {}, "source": [ "## Table of Contents\n", @@ -86,7 +86,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "453c9b9f", + "id": "194e5f91", "metadata": { "tags": [ "output_scroll" @@ -114,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "44dff9e4", + "id": "874b1871", "metadata": {}, "source": [ "## Common Parameter Explanations\n", @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "8e1ad318", + "id": "c64219c0", "metadata": { "tags": [ "output_scroll" @@ -177,23 +177,23 @@ "text/html": [ "\n", - "\n", + "
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 windfarmwindfarm
01.0001.00
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 windfarmwindfarm
year
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 windfarmwindfarm
month
11.0011.00
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" \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
  windfarmwindfarm
year
200311.00200311.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200411.00200411.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200511.00200511.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200611.00200611.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200711.00200711.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200811.00200811.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
200911.00200911.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201011.00201011.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201111.00201111.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
201211.00201211.00
21.0021.00
31.0031.00
41.0041.00
51.0051.00
61.0061.00
71.0071.00
81.0081.00
91.0091.00
101.00101.00
111.00111.00
121.00121.00
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -1173,7 +1173,7 @@ }, { "cell_type": "markdown", - "id": "e24201c0", + "id": "8805379a", "metadata": {}, "source": [ "## Capacity Factor\n", @@ -1194,7 +1194,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "d256066e", + "id": "95fc2d46", "metadata": { "tags": [ "output_scroll" @@ -1205,7 +1205,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " Net capacity factor: 46.04%\n", + " Net capacity factor: 46.02%\n", "Gross capacity factor: 47.67%\n" ] } @@ -1219,7 +1219,7 @@ }, { "cell_type": "markdown", - "id": "ea8f25ba", + "id": "fbe01c9c", "metadata": {}, "source": [ "## Task Completion Rate\n", @@ -1240,7 +1240,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "447d8fe3", + "id": "cf3f795c", "metadata": { "tags": [ "output_scroll" @@ -1251,9 +1251,9 @@ "name": "stdout", "output_type": "stream", "text": [ - " Scheduled Task Completion Rate: 66.76%\n", - "Unscheduled Task Completion Rate: 99.53%\n", - " Overall Task Completion Rate: 97.02%\n" + " Scheduled Task Completion Rate: 70.82%\n", + "Unscheduled Task Completion Rate: 99.80%\n", + " Overall Task Completion Rate: 97.60%\n" ] } ], @@ -1268,7 +1268,7 @@ }, { "cell_type": "markdown", - "id": "87fb4950", + "id": "b8a7f884", "metadata": {}, "source": [ "## Equipment Costs\n", @@ -1288,7 +1288,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "5482286f", + "id": "d4af8408", "metadata": { "tags": [ "output_scroll" @@ -1300,23 +1300,23 @@ "text/html": [ "\n", - "\n", + "
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 equipment_costequipment_cost
0119,978,754.030124,530,775.68
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -1332,7 +1332,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "8594a7de", + "id": "248c3deb", "metadata": { "tags": [ "output_scroll" @@ -1343,7 +1343,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -1352,31 +1352,31 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Crew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift Vessel
06,390,480.236,390,481.816,390,479.983,146,640.1497,660,671.8806,390,492.326,390,507.476,390,493.982,983,866.98102,375,414.93
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -1391,7 +1391,7 @@ }, { "cell_type": "markdown", - "id": "7e12b50f", + "id": "0a7bddae", "metadata": {}, "source": [ "## Service Equipment Utilization Rate\n", @@ -1408,7 +1408,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "29c4215b", + "id": "b70af0a3", "metadata": { "tags": [ "output_scroll" @@ -1420,31 +1420,31 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Crew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift Vessel
01.001.001.000.940.9301.001.001.000.930.93
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -1459,7 +1459,7 @@ }, { "cell_type": "markdown", - "id": "8f9bdf23", + "id": "f5942a74", "metadata": {}, "source": [ "## Vessel-Crew Hours at Sea\n", @@ -1480,7 +1480,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "cbc3d70c", + "id": "9daf7915", "metadata": { "tags": [ "output_scroll" @@ -1492,23 +1492,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 Total Crew Hours at SeaTotal Crew Hours at Sea
0162,477.650165,998.29
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -1524,7 +1524,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "7363fbc6", + "id": "a12f9676", "metadata": { "tags": [ "output_scroll" @@ -1536,16 +1536,16 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1559,100 +1559,100 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 Total Crew Hours at SeaCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Field Support VesselHeavy Lift VesselTotal Crew Hours at SeaCrew Transfer Vessel 1Crew Transfer Vessel 2Crew Transfer Vessel 3Heavy Lift VesselField Support Vessel
year
20037,500.721,818.491,691.991,828.24673.001,489.00
200415,403.704,042.504,067.974,042.97597.002,653.25
200514,827.674,113.744,106.194,101.49600.001,906.25
200619,293.504,248.414,218.984,217.701,305.005,303.41
200717,830.314,187.464,221.474,192.22600.004,629.16
200818,935.174,253.974,267.474,216.73665.005,531.99
200914,905.704,285.964,265.744,223.250.002,130.75
201017,464.434,130.744,116.994,113.451,277.003,826.25
201118,228.744,136.224,149.754,148.76630.505,163.50
201218,087.714,164.484,176.464,159.471,232.004,355.3020038,347.212,016.742,025.481,901.491,754.50649.00
200416,411.454,204.474,197.494,178.483,224.00607.00
200516,674.424,114.984,092.964,100.493,797.00569.00
200614,821.654,164.474,200.424,132.761,723.00601.00
200717,765.614,189.694,197.654,201.404,672.86504.00
200818,901.414,263.954,165.454,256.705,568.08647.24
200917,249.544,241.454,257.264,267.703,765.87717.26
201018,167.744,148.274,133.244,116.734,502.501,267.00
201117,666.044,132.974,129.744,173.475,229.850.00
201219,993.224,178.244,191.494,184.686,164.311,274.50
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -1667,7 +1667,7 @@ }, { "cell_type": "markdown", - "id": "72863683", + "id": "424f6fa2", "metadata": {}, "source": [ "## Number of Tows\n", @@ -1690,7 +1690,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "2eecd3fe", + "id": "a1d6a39b", "metadata": { "tags": [ "output_scroll" @@ -1702,23 +1702,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 total_towstotal_tows
0000
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -1734,7 +1734,7 @@ }, { "cell_type": "markdown", - "id": "5422f93f", + "id": "1bbb2c78", "metadata": {}, "source": [ "## Labor Costs\n", @@ -1754,7 +1754,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "5dfb40d4", + "id": "2a8fa26d", "metadata": { "tags": [ "output_scroll" @@ -1778,7 +1778,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "a43fcec9", + "id": "d634cf54", "metadata": { "tags": [ "output_scroll" @@ -1790,27 +1790,27 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 hourly_labor_costsalary_labor_costtotal_labor_costhourly_labor_costsalary_labor_costtotal_labor_cost
00000000
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -1826,7 +1826,7 @@ }, { "cell_type": "markdown", - "id": "5027a1c0", + "id": "3c5e68b0", "metadata": {}, "source": [ "## Equipment and Labor Costs\n", @@ -1856,7 +1856,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "6c39fb2b", + "id": "c460c98d", "metadata": { "tags": [ "output_scroll" @@ -1868,12 +1868,12 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1883,50 +1883,50 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 total_costtotal_hourstotal_costtotal_hours
reason
Maintenance1,925,000.0026,400.00Maintenance2,191,875.0030,060.00
Repair39,965,193.5767,183.79Repair35,798,100.0763,734.31
Crew Transfer1,259,750.0010,571.00Crew Transfer1,238,270.8310,398.50
Site Travel0.000.00Site Travel0.000.00
Mobilization9,500,000.0033,408.00Mobilization10,000,000.0035,784.00
Weather Delay30,853,193.2835,724.91Weather Delay35,661,068.8536,811.46
No Requests26,882,656.2528,029.70No Requests30,552,373.7726,427.44
Not in Shift9,592,960.93117,161.35Not in Shift9,089,087.15117,902.89
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -1942,7 +1942,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "590ebf1d", + "id": "edd1337b", "metadata": { "tags": [ "output_scroll" @@ -1954,16 +1954,16 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1977,82 +1977,82 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 hourly_labor_costsalary_labor_costtotal_labor_costequipment_costtotal_costtotal_hourshourly_labor_costsalary_labor_costtotal_labor_costequipment_costtotal_costtotal_hours
reason
Maintenance0001,925,000.001,925,000.0026,400.00
Repair00039,965,193.5739,965,193.5767,183.79
Crew Transfer0001,259,750.001,259,750.0010,571.00
Site Travel0000.000.000.00
Mobilization0009,500,000.009,500,000.0033,408.00
Weather Delay00030,853,193.2830,853,193.2835,724.91
No Requests00026,882,656.2526,882,656.2528,029.70
Not in Shift0009,592,960.939,592,960.93117,161.35Maintenance0002,191,875.002,191,875.0030,060.00
Repair00035,798,100.0735,798,100.0763,734.31
Crew Transfer0001,238,270.831,238,270.8310,398.50
Site Travel0000.000.000.00
Mobilization00010,000,000.0010,000,000.0035,784.00
Weather Delay00035,661,068.8535,661,068.8536,811.46
No Requests00030,552,373.7730,552,373.7726,427.44
Not in Shift0009,089,087.159,089,087.15117,902.89
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -2067,7 +2067,7 @@ }, { "cell_type": "markdown", - "id": "993a336c", + "id": "3448ccc7", "metadata": {}, "source": [ "## Emissions\n", @@ -2084,7 +2084,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "4d50c116", + "id": "ab5f22c1", "metadata": {}, "outputs": [ { @@ -2092,14 +2092,14 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2111,135 +2111,135 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
  durationdistance_kmemissionsdurationdistance_kmemissions
agent
Crew Transfer Vessel 1idle at port0.000.000.00Crew Transfer Vessel 1idle at port0.000.000.00
idle at site39,350.970.0019,675.49idle at site39,624.230.0019,812.12
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Crew Transfer Vessel 2idle at port0.000.000.00Crew Transfer Vessel 2idle at port0.000.000.00
idle at site39,252.030.0019,626.01idle at site39,560.180.0019,780.09
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Crew Transfer Vessel 3idle at port0.000.000.00Crew Transfer Vessel 3idle at port0.000.000.00
idle at site39,213.280.0019,606.64idle at site39,482.900.0019,741.45
maneuvering0.000.000.00maneuvering0.000.000.00
transit0.00inf0.00transit0.00inf0.00
Field Support Vesselidle at port1,118.880.00559.44Field Support Vesselidle at port1,025.640.00512.82
idle at site1,531.500.001,531.50idle at site1,292.000.001,292.00
maneuvering453.600.001,814.40maneuvering415.800.001,663.20
transit5,594.40inf33,566.40transit5,128.200.0030,769.20
Heavy Lift Vesselidle at port5,061.600.002,530.80Heavy Lift Vesselidle at port5,594.400.002,797.20
idle at site9,628.870.009,628.87idle at site10,161.980.0010,161.98
maneuvering2,052.000.0014,364.00maneuvering2,268.000.0015,876.00
transit25,308.00inf303,696.00transit27,972.00inf335,664.00
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -2287,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "d211c000", + "id": "a0f4f90b", "metadata": {}, "source": [ "## Component Costs\n", @@ -2315,7 +2315,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "05e806eb", + "id": "26fa0ed9", "metadata": { "tags": [ "output_scroll" @@ -2327,11 +2327,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2340,14 +2340,14 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 total_costtotal_cost
component
turbine138,859,892.42turbine136,775,387.96
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -2363,7 +2363,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "02845234", + "id": "65db6d10", "metadata": { "tags": [ "output_scroll" @@ -2375,15 +2375,15 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2396,32 +2396,32 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
  materials_costtotal_labor_costequipment_costtotal_costmaterials_costtotal_labor_costequipment_costtotal_cost
component
turbinedelay0040,394,948.8540,394,948.85turbinedelay0044,744,142.0644,744,142.06
maintenance001,925,000.001,925,000.00maintenance002,191,875.002,191,875.00
repair0039,965,193.5739,965,193.57repair0035,798,100.0735,798,100.07
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -2436,7 +2436,7 @@ }, { "cell_type": "markdown", - "id": "f35a88e5", + "id": "9413851f", "metadata": {}, "source": [ "## Fixed Cost Impacts\n", @@ -2455,7 +2455,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "ef644acb", + "id": "cf21a32b", "metadata": { "tags": [ "output_scroll" @@ -2490,7 +2490,7 @@ }, { "cell_type": "markdown", - "id": "680d559b", + "id": "c618120a", "metadata": {}, "source": [ "**Example Usage**:" @@ -2499,7 +2499,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "1ad2d2f6", + "id": "6de0b63d", "metadata": { "tags": [ "output_scroll" @@ -2511,23 +2511,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 operationsoperations
016,013,230.75016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -2545,7 +2545,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "554de8ad", + "id": "d028ccdc", "metadata": { "tags": [ "output_scroll" @@ -2557,35 +2557,35 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 operations_management_administrationinsuranceannual_leases_feesoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelaboroperations_management_administrationinsuranceannual_leases_feesoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelabor
00.000.000.000.000.000.0016,013,230.7500.000.000.000.000.000.0016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 26, @@ -2601,7 +2601,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "e5c13003", + "id": "32384dd3", "metadata": { "tags": [ "output_scroll" @@ -2613,51 +2613,51 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 project_management_administrationmarine_managementweather_forecastingcondition_monitoringbrokers_feeoperations_all_riskbusiness_interruptionthird_party_liabilitystorm_coveragesubmerge_land_lease_coststransmission_charges_rightsoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelaborproject_management_administrationmarine_managementweather_forecastingcondition_monitoringbrokers_feeoperations_all_riskbusiness_interruptionthird_party_liabilitystorm_coveragesubmerge_land_lease_coststransmission_charges_rightsoperating_facilitiesenvironmental_health_safety_monitoringonshore_electrical_maintenancelabor
00.000.000.000.000.000.000.000.000.000.000.000.000.000.0016,013,230.7500.000.000.000.000.000.000.000.000.000.000.000.000.000.0016,013,230.75
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 27, @@ -2672,7 +2672,7 @@ }, { "cell_type": "markdown", - "id": "7bce27dd", + "id": "aefe0b7a", "metadata": {}, "source": [ "## OpEx\n", @@ -2692,7 +2692,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "ecd0578f", + "id": "b3ed912c", "metadata": { "tags": [ "output_scroll" @@ -2704,11 +2704,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2717,50 +2717,50 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 OpExOpEx
year
20035,836,642.22200311,190,043.81
200419,102,199.71200412,578,198.45
200513,296,678.10200518,973,083.27
200620,666,677.54200612,238,075.03
200726,914,886.36200724,657,109.64
200824,544,829.19200819,938,091.18
200914,166,590.47200920,101,009.33
201019,795,872.40201028,449,354.37
201119,701,569.32201118,003,485.12
201227,281,039.47201227,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 28, @@ -2775,7 +2775,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "b6236d51", + "id": "b13913a1", "metadata": { "tags": [ "output_scroll" @@ -2787,16 +2787,16 @@ "text/html": [ "\n", - "\n", + "
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 operationsport_feesequipment_costtotal_labor_costmaterials_costOpExoperationsport_feesequipment_costtotal_labor_costmaterials_costOpEx
year
20031,600,008.0003,176,634.2201,060,0005,836,642.22
20041,604,391.58011,794,808.1205,703,00019,102,199.71
20051,600,008.0007,302,670.1004,394,00013,296,678.10
20061,600,008.00012,483,169.5406,583,50020,666,677.54
20071,600,008.00017,580,878.3607,734,00026,914,886.36
20081,604,391.58016,659,937.6006,280,50024,544,829.19
20091,600,008.0007,809,082.4704,757,50014,166,590.47
20101,600,008.00012,835,364.4005,360,50019,795,872.40
20111,600,008.00012,380,061.3205,721,50019,701,569.32
20121,604,391.58017,956,147.8907,720,50027,281,039.4720031,600,008.0007,235,535.8102,354,50011,190,043.81
20041,604,391.5807,306,806.8703,667,00012,578,198.45
20051,600,008.00012,359,075.2705,014,00018,973,083.27
20061,600,008.0007,239,567.0303,398,50012,238,075.03
20071,600,008.00017,203,101.6405,854,00024,657,109.64
20081,604,391.58012,361,199.6005,972,50019,938,091.18
20091,600,008.00012,637,501.3305,863,50020,101,009.33
20101,600,008.00018,320,846.3708,528,50028,449,354.37
20111,600,008.00012,080,977.1204,322,50018,003,485.12
20121,604,391.58017,786,164.6407,828,00027,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -2917,7 +2917,7 @@ }, { "cell_type": "markdown", - "id": "0eb0ab7c", + "id": "95435c78", "metadata": {}, "source": [ "## Process Times\n", @@ -2930,7 +2930,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "f5597910", + "id": "9094990c", "metadata": { "tags": [ "output_scroll" @@ -2942,15 +2942,15 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2963,58 +2963,58 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 time_to_completionprocess_timedowntimetime_to_startNtime_to_completionprocess_timedowntimetime_to_startN
category
annual service5,748,588.1770,704.57121,566.043,586,813.541,086annual service5,117,309.0080,028.63110,947.923,460,152.831,028
major repair101,409.133,053.642,982.0078,728.7455major repair111,654.402,645.502,582.00108,530.7239
major replacement178,222.2110,334.8710,696.00162,862.00108major replacement176,561.6810,401.7116,813.93164,935.5199
manual reset1,721,095.6085,749.37109,232.921,583,188.388,993manual reset1,539,657.1982,260.01104,677.131,399,064.458,637
medium repair28,943.5920,337.5120,172.088,101.38332medium repair26,637.8119,125.8519,260.787,977.81321
minor repair216,229.7266,544.1366,487.25130,605.573,608minor repair196,138.9564,269.9762,925.82115,206.433,391
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -3028,7 +3028,7 @@ }, { "cell_type": "markdown", - "id": "74d8d0db", + "id": "891639e2", "metadata": {}, "source": [ "## Power Production\n", @@ -3049,7 +3049,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "41123f99", + "id": "9e43557c", "metadata": { "tags": [ "output_scroll" @@ -3061,23 +3061,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 windfarmwindfarm
Project Energy Production (kWh)9,687,118,469.50Project Energy Production (kWh)9,683,839,445.50
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 31, @@ -3093,7 +3093,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "769abea3", + "id": "28f4030b", "metadata": { "tags": [ "output_scroll" @@ -3105,23 +3105,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 windfarmwindfarm
Project Energy Production (MWh)9,687,118.47Project Energy Production (MWh)9,683,839.45
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 32, @@ -3137,7 +3137,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "6e9fabf2", + "id": "478e9e29", "metadata": { "tags": [ "output_scroll" @@ -3149,23 +3149,23 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 windfarmwindfarm
Project Energy Production (GWh)9,687.12Project Energy Production (GWh)9,683.84
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 33, @@ -3180,7 +3180,7 @@ }, { "cell_type": "markdown", - "id": "9038ec9c", + "id": "d2bbcd68", "metadata": {}, "source": [ "## Net Present Value\n", @@ -3199,7 +3199,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "6fed8dc6", + "id": "54a210bc", "metadata": { "tags": [ "output_scroll" @@ -3211,11 +3211,11 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3224,50 +3224,50 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
 OpExOpEx
year
20035,836,642.22200311,190,043.81
200419,102,199.71200412,578,198.45
200513,296,678.10200518,973,083.27
200620,666,677.54200612,238,075.03
200726,914,886.36200724,657,109.64
200824,544,829.19200819,938,091.18
200914,166,590.47200920,101,009.33
201019,795,872.40201028,449,354.37
201119,701,569.32201118,003,485.12
201227,281,039.47201227,218,556.22
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 34, diff --git a/examples/strategy_demonstration.ipynb b/examples/strategy_demonstration.ipynb index f764aefc..e0aa7509 100644 --- a/examples/strategy_demonstration.ipynb +++ b/examples/strategy_demonstration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4105905b", + "id": "6623ba0c", "metadata": {}, "source": [ "# Servicing Strategies\n", @@ -43,7 +43,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4c126e33", + "id": "7e645c0f", "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "markdown", - "id": "aaaeb1c8", + "id": "9c13abdb", "metadata": {}, "source": [ "## Simulation and results setup\n", @@ -80,7 +80,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "89186609", + "id": "381d70f0", "metadata": {}, "outputs": [], "source": [ @@ -116,7 +116,7 @@ }, { "cell_type": "markdown", - "id": "9b43af11", + "id": "24413bb5", "metadata": {}, "source": [ "## Run the simulations and display the results" @@ -125,14 +125,14 @@ { "cell_type": "code", "execution_count": 3, - "id": "85cd3860", + "id": "13af143f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -140,7 +140,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -148,7 +148,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -156,7 +156,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/rhammond/GitHub_Public/WOMBAT/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", + "/Users/rhammond/miniforge3/envs/wombat/lib/python3.10/site-packages/wombat/core/post_processor.py:740: FutureWarning: ._reduce will require a `keepdims` parameter in the future\n", " costs = costs.fillna(costs.max(axis=0)).T\n" ] }, @@ -194,22 +194,22 @@ " \n", " base_scheduled\n", " 0.02\n", - " 0.46\n", + " 0.45\n", " \n", " \n", " base_requests\n", " 0.02\n", - " 0.50\n", + " 0.47\n", " \n", " \n", " base_downtime\n", " 0.02\n", - " 0.42\n", + " 0.43\n", " \n", " \n", " base_tow_to_port\n", " 0.02\n", - " 0.54\n", + " 0.55\n", " \n", " \n", "\n", @@ -218,10 +218,10 @@ "text/plain": [ " Load Time (min) Run Time (min)\n", "Scenario \n", - "base_scheduled 0.02 0.46\n", - "base_requests 0.02 0.50\n", - "base_downtime 0.02 0.42\n", - "base_tow_to_port 0.02 0.54" + "base_scheduled 0.02 0.45\n", + "base_requests 0.02 0.47\n", + "base_downtime 0.02 0.43\n", + "base_tow_to_port 0.02 0.55" ] }, "execution_count": 3, @@ -306,7 +306,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "adc5161b", + "id": "8ab72866", "metadata": {}, "outputs": [ { @@ -367,31 +367,31 @@ " \n", " \n", " power production\n", - " 9,679.20\n", - " 9,682.73\n", - " 9,738.50\n", - " 9,619.15\n", + " 9,679.69\n", + " 9,682.72\n", + " 9,740.76\n", + " 9,637.53\n", " \n", " \n", " task completion rate\n", " 0.98\n", - " 0.97\n", + " 0.98\n", " 0.99\n", - " 0.94\n", + " 0.92\n", " \n", " \n", " annual direct O&M cost\n", - " 19.08\n", - " 19.19\n", - " 5.43\n", - " 11.11\n", + " 18.72\n", + " 16.25\n", + " 5.42\n", + " 11.77\n", " \n", " \n", " annual vessel cost\n", - " 13.28\n", - " 12.41\n", + " 12.85\n", + " 10.22\n", " 1.92\n", - " 2.06\n", + " 2.09\n", " \n", " \n", " ctv cost\n", @@ -403,14 +403,14 @@ " \n", " fsv cost\n", " 0.27\n", - " 0.30\n", + " 0.32\n", " 0.00\n", " 0.00\n", " \n", " \n", " hlv cost\n", - " 11.10\n", - " 10.19\n", + " 10.67\n", + " 7.98\n", " 0.00\n", " 0.00\n", " \n", @@ -419,14 +419,14 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 0.14\n", + " 0.18\n", " \n", " \n", " annual repair cost\n", - " 4.20\n", - " 5.19\n", - " 1.91\n", - " 5.44\n", + " 4.26\n", + " 4.43\n", + " 1.90\n", + " 6.07\n", " \n", " \n", " annual technician cost\n", @@ -473,15 +473,15 @@ "availability - production based 0.96 0.97 0.97 \n", "capacity factor - net 0.46 0.46 0.46 \n", "capacity factor - gross 0.48 0.48 0.48 \n", - "power production 9,679.20 9,682.73 9,738.50 \n", - "task completion rate 0.98 0.97 0.99 \n", - "annual direct O&M cost 19.08 19.19 5.43 \n", - "annual vessel cost 13.28 12.41 1.92 \n", + "power production 9,679.69 9,682.72 9,740.76 \n", + "task completion rate 0.98 0.98 0.99 \n", + "annual direct O&M cost 18.72 16.25 5.42 \n", + "annual vessel cost 12.85 10.22 1.92 \n", "ctv cost 1.92 1.92 1.92 \n", - "fsv cost 0.27 0.30 0.00 \n", - "hlv cost 11.10 10.19 0.00 \n", + "fsv cost 0.27 0.32 0.00 \n", + "hlv cost 10.67 7.98 0.00 \n", "tow cost 0.00 0.00 0.00 \n", - "annual repair cost 4.20 5.19 1.91 \n", + "annual repair cost 4.26 4.43 1.90 \n", "annual technician cost 1.60 1.60 1.60 \n", "ctv utilization 1.00 1.00 1.00 \n", "fsv utilization 1.00 0.93 0.00 \n", @@ -493,15 +493,15 @@ "availability - production based 0.96 \n", "capacity factor - net 0.46 \n", "capacity factor - gross 0.48 \n", - "power production 9,619.15 \n", - "task completion rate 0.94 \n", - "annual direct O&M cost 11.11 \n", - "annual vessel cost 2.06 \n", + "power production 9,637.53 \n", + "task completion rate 0.92 \n", + "annual direct O&M cost 11.77 \n", + "annual vessel cost 2.09 \n", "ctv cost 1.92 \n", "fsv cost 0.00 \n", "hlv cost 0.00 \n", - "tow cost 0.14 \n", - "annual repair cost 5.44 \n", + "tow cost 0.18 \n", + "annual repair cost 6.07 \n", "annual technician cost 1.60 \n", "ctv utilization 1.00 \n", "fsv utilization 0.00 \n", diff --git a/presentation_material/nawea_2023_wombat_tutorial_87913.pdf b/presentation_material/nawea_2023_wombat_tutorial_87913.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b8290b93384f003871834b7a88183c04621bbcea GIT binary patch literal 2565598 zcmdqIWmsLywk?Vi9D=*MyA#~qHMl!W+}+*X-Q7L72iM?k!6m>YS!=(u_j~Ky{r~ZO zld3Vwy0qSU%^G8p$_tCqGSacbk?!nH&%r@6F>z|O>~ 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