From 4caca32ea00351b6a976d1b5f4970211fec449aa Mon Sep 17 00:00:00 2001 From: Marc Baranski Date: Fri, 2 Aug 2019 16:20:47 +0200 Subject: [PATCH] * Add the AHU tutorial, #67 --- Tutorial/AHU.md | 38 ++++++++++++++++++++++++++++++++ pyDMPC/Resources/Images/FMU.png | Bin 0 -> 203077 bytes 2 files changed, 38 insertions(+) create mode 100644 Tutorial/AHU.md create mode 100644 pyDMPC/Resources/Images/FMU.png diff --git a/Tutorial/AHU.md b/Tutorial/AHU.md new file mode 100644 index 0000000..8b313ee --- /dev/null +++ b/Tutorial/AHU.md @@ -0,0 +1,38 @@ +# AHU use case + +## Overview +This is a demonstration, in which the Scikit models are used to control an +air handling unit (AHU). + +The task is to control the supply air temperature, while the outdoor +temperature fluctuates. + +### Provide the Scikit models +The models are Multi-Layer Perceptron (MLP) models created with Scikit-learn. +You can use the frozen models stored in + +pyDMPC\pyDMPC\SpecialStudies\FrozenModels\AHU + +and copy them and the corresponding scalers (required to scale the inputs for +the MLP) to the working directory. If you would like to create the models from Modelica models, you can use this [script](../pyDMPC/Utilities/mlp_train_modelica.py). This script requires an FMU (see settings below) of the +heater and cooler models in + +ModelicaModels.SubsystemModels.DetailedModels.HeaterML and +ModelicaModels.SubsystemModels.DetailedModels.CoolerML + +### Controlled system (AHU) +The central AHU model is stored in this path in the ModelicaModels package of +pyDMPC + +ModelicaModels.ControlledSystems.ControlledSystemBoundaries + +Use Dymola to export the model to a functional mockup unit (FMU) according to +the following settings: + +![FMU](../pyDMPC/Resources/Images/FMU.png) + +The FMU filename and the file's location has to be included into the Init.py. + +### Settings +All settings are given in the Init.py according as described in the +[Settings](Settings.md). diff --git a/pyDMPC/Resources/Images/FMU.png b/pyDMPC/Resources/Images/FMU.png new file mode 100644 index 0000000000000000000000000000000000000000..0295d2398b3525166479f2e06e55d9e0bc4e604e GIT binary patch literal 203077 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