initial push

davidwillingham · davidwillingham · commit a6d2e214a8cc · 2020-03-19T16:39:55.000-04:00
diff --git a/.gitignore b/.gitignore
@@ -0,0 +1,5 @@
+#   Copyright 2020 The MathWorks, Inc.
+
+AirCompressorData
+AirCompressorDataset.zip
+*.asv
diff --git a/AirCompressorDataset.rights b/AirCompressorDataset.rights
@@ -0,0 +1,11 @@
+License for Air Compressor Dataset Repository
+Copyright 2016 Nishchal K. Verma, R. K. Sevakula, S. Dixit and A. Salour
+
+Redistribution and use of this dataset, with or without modification, are permitted provided that the following conditions are met:
+1.	Redistribution in any form must retain the above copyright notice, this list of conditions and the following disclaimer.
+
+2.	Redistribution and use in any form must be accompanied by the following citation: 
+
+Nishchal K. Verma, R. K. Sevakula, S. Dixit and A. Salour, Intelligent Condition Based Monitoring using Acoustic Signals for Air Compressors, IEEE Transactions on Reliability, vol. 65, no. 1, pp. 291-309, 2016.
+
+THIS DATASET IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS DATASET, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/Aircompressorclassification.prj b/Aircompressorclassification.prj
@@ -0,0 +1,2 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<MATLABProject xmlns="http://www.mathworks.com/MATLABProjectFile" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" version="1.0"/>
diff --git a/HelperFiles/DownloadData.m b/HelperFiles/DownloadData.m
@@ -0,0 +1,28 @@
+%   Copyright 2020 The MathWorks, Inc.
+
+dataZip = "AirCompressorDataset.zip";
+url = "https://www.mathworks.com/supportfiles/audio/AirCompressorDataset/AirCompressorDataset.zip";
+dataFolder = "AirCompressorData";
+
+disp("Checking for dataset...");
+
+if ~isfolder(dataFolder)
+    answer = questdlg("Do you want to download the dataset now?","Dataset not found","Yes","No","Yes");
+    
+    switch answer
+        case "Yes"
+            if ~isfile(dataZip)
+                outFile = websave(dataZip,url);
+                disp("Data zip file saved as " + outFile);        
+            end
+
+            disp("Unzipping data file...");
+            unzip(dataZip, dataFolder);
+            disp("Data unzipped successfully.");
+        case "No"
+            disp("Dataset not downloaded. You will need to download the dataset to run the example. Please run DownloadData.")
+    end
+else
+    disp("Dataset found.");
+end
+    
diff --git a/HelperFiles/OpenPart1.m b/HelperFiles/OpenPart1.m
@@ -0,0 +1,3 @@
+%   Copyright 2020 The MathWorks, Inc.
+
+edit Part01_DataPreparation.mlx
diff --git a/HelperFiles/OpenPart2.m b/HelperFiles/OpenPart2.m
@@ -0,0 +1,3 @@
+%   Copyright 2020 The MathWorks, Inc.
+
+edit Part02_Modeling.mlx
diff --git a/HelperFiles/OpenPart3.m b/HelperFiles/OpenPart3.m
@@ -0,0 +1,3 @@
+%   Copyright 2020 The MathWorks, Inc.
+
+edit Part03_Deployment.mlx
diff --git a/Images/bearingsignal.png b/Images/bearingsignal.png
diff --git a/Images/confusionmat.png b/Images/confusionmat.png
diff --git a/Images/deeplearningworkflow.png b/Images/deeplearningworkflow.png
diff --git a/LICENSE b/LICENSE
@@ -0,0 +1,7 @@
+Copyright (c) 2020, The MathWorks, Inc.
+All rights reserved.
+Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:
+1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.
+2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.
+3. In all cases, the software is, and all modifications and derivatives of the software shall be, licensed to you solely for use in conjunction with MathWorks products and service offerings. 
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/Part01_DataPreparation.mlx b/Part01_DataPreparation.mlx
diff --git a/Part02_Modeling.mlx b/Part02_Modeling.mlx
diff --git a/Part03_Deployment.mlx b/Part03_Deployment.mlx
diff --git a/README.md b/README.md
@@ -0,0 +1,58 @@
+# Fault Detection Using LSTM Deep Learning Classification
+This demo shows the full deep learning workflow for an example of signal data. We show how to prepare, model, and deploy a deep learning LSTM based classification algorithm to identify the condition or output of a mechanical air compressor.
+
+![](Images/bearingsignal.png)
+![](Images/confusionmat.png)
+
+We show examples on how to perform the following parts of the Deep Learning workflow:
+
+- Part1 - Data Preparation
+- Part2 - Modeling
+- Part3 - Deployment
+
+![](Images/deeplearningworkflow.png)
+
+
+This demo is implemented as a MATLAB project and will require you to open the project to run it. The project will manage all paths and shortcuts you need. There is also a significant data copy required the first time you run the project.
+
+## Part 1 - Data Preparation
+
+This example shows how to extract the set of acoustic features that will be used as inputs to the LSTM Deep Learning network.
+
+To run:
+1. Open MATLAB project Aircompressorclassification.prj
+2. Open and run Part01_DataPreparation.mlx
+
+## Part 2 - Modeling
+
+This example shows how to train LSTM network to classify multiple modes of operation that include healthy and unhealthy signals.
+
+To run:
+1. Open MATLAB project Aircompressorclassification.prj
+2. Open and run Part02_Modeling.mlx
+
+## Part 3 - Deployment
+
+This example shows how to generate optimized c++ code ready for deployment. 
+
+To run:
+1. Open MATLAB project YAircompressorclassification.prj
+2. Open and run Part03_Deployment.mlx
+
+Requires
+
+- [MATLAB](https://www.mathworks.com/products/matlab.html)
+- [Deep Learning Toolbox](https://www.mathworks.com/products/deep-learning.html)
+- [Image Processing Toolbox](https://www.mathworks.com/products/image.html)
+- [Computer Vision Toolbox](https://www.mathworks.com/products/computer-vision.html)
+- [Parallel Computing Toolbox](https://www.mathworks.com/products/parallel-computing.html)
+- [MATLAB Coder](https://www.mathworks.com/products/matlab-coder.html)
+- [GPU Coder](https://www.mathworks.com/products/gpu-coder.html)
+
+**[Download a free MATLAB trial for Deep Learning](https://www.mathworks.com/products/deep-learning.html)**
+
+[![View Object Detection Using YOLO v2 Deep-Learning on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://www.mathworks.com/matlabcentral/fileexchange/74572-object-detection-using-yolo-v2-deep-learning)
+
+There is also a significant data download required the first time you run the project, which is licensed by Nishchal K. Verma, R. K. Sevakula, S. Dixit and A. Salour and subject to the license terms found in AirCompressorDataset.rights.
+
+Copyright 2020 The MathWorks, Inc.
diff --git a/SavedData/LSTMActivations.mat b/SavedData/LSTMActivations.mat
diff --git a/SavedData/TrainedModel.mat b/SavedData/TrainedModel.mat
diff --git a/SavedData/TrainingFeatures.mat b/SavedData/TrainingFeatures.mat
diff --git a/SavedData/ValidationFeatures.mat b/SavedData/ValidationFeatures.mat
diff --git a/SavedData/ValidationResults.mat b/SavedData/ValidationResults.mat
diff --git a/resources/project/Project.xml b/resources/project/Project.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info MetadataType="distributed" />
diff --git a/resources/project/ProjectData.type.Info.xml b/resources/project/ProjectData.type.Info.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Name="aircompressorclassification" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="1" SingleValued="1" DataType="None" Name="Classification" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/artifact.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/artifact.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Artifact" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/convenience.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/convenience.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Convenience" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/derived.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/derived.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Derived" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/design.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/design.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Design" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/none.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/none.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="None" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/other.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/other.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Other" />
diff --git a/resources/project/Root.type.Categories/FileClassCategory.type.Category/test.type.Label.xml b/resources/project/Root.type.Categories/FileClassCategory.type.Category/test.type.Label.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info ReadOnly="READ_ONLY" Name="Test" />
diff --git a/resources/project/Root.type.EntryPointGroups/0c8483e3-fbdd-4aa6-a43b-beb31484f544.type.EntryPointGroup.xml b/resources/project/Root.type.EntryPointGroups/0c8483e3-fbdd-4aa6-a43b-beb31484f544.type.EntryPointGroup.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Name="Navigation" />
diff --git a/resources/project/Root.type.EntryPoints/1a3ef0af-f6d0-4ff3-82ee-c376f1360f5f.type.EntryPoint.xml b/resources/project/Root.type.EntryPoints/1a3ef0af-f6d0-4ff3-82ee-c376f1360f5f.type.EntryPoint.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Type="Basic" GroupUUID="0c8483e3-fbdd-4aa6-a43b-beb31484f544" Visible="1" Icon="" File="HelperFiles/OpenPart1.m" Name="Part 1: Prepare Data" />
diff --git a/resources/project/Root.type.EntryPoints/55d707ca-e9a1-49be-a7e3-96c89602b5c6.type.EntryPoint.xml b/resources/project/Root.type.EntryPoints/55d707ca-e9a1-49be-a7e3-96c89602b5c6.type.EntryPoint.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Type="StartUp" Visible="0" Icon="" File="HelperFiles/DownloadData.m" Name="DownloadData" />
diff --git a/resources/project/Root.type.EntryPoints/b9b1e578-0168-4d06-8d33-8fe1151c7ac6.type.EntryPoint.xml b/resources/project/Root.type.EntryPoints/b9b1e578-0168-4d06-8d33-8fe1151c7ac6.type.EntryPoint.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Type="Basic" GroupUUID="0c8483e3-fbdd-4aa6-a43b-beb31484f544" Visible="1" Icon="" File="HelperFiles/OpenPart3.m" Name="Part 3: Deployment" />
diff --git a/resources/project/Root.type.EntryPoints/e036b08a-f65a-44c4-a51d-1ce6022d4147.type.EntryPoint.xml b/resources/project/Root.type.EntryPoints/e036b08a-f65a-44c4-a51d-1ce6022d4147.type.EntryPoint.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Type="Basic" GroupUUID="0c8483e3-fbdd-4aa6-a43b-beb31484f544" Visible="1" Icon="" File="HelperFiles/OpenPart2.m" Name="Part 2: Modeling" />
diff --git a/resources/project/Root.type.Files/.gitignore.type.File.xml b/resources/project/Root.type.Files/.gitignore.type.File.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File.xml b/resources/project/Root.type.Files/HelperFiles.type.File.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File/1.type.DIR_SIGNIFIER.xml b/resources/project/Root.type.Files/HelperFiles.type.File/1.type.DIR_SIGNIFIER.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File/DownloadData.m.type.File.xml b/resources/project/Root.type.Files/HelperFiles.type.File/DownloadData.m.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart1.m.type.File.xml b/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart1.m.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart2.m.type.File.xml b/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart2.m.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart3.m.type.File.xml b/resources/project/Root.type.Files/HelperFiles.type.File/OpenPart3.m.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/LICENSE.type.File.xml b/resources/project/Root.type.Files/LICENSE.type.File.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/Part01_DataPreparation.mlx.type.File.xml b/resources/project/Root.type.Files/Part01_DataPreparation.mlx.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/Part02_Modeling.mlx.type.File.xml b/resources/project/Root.type.Files/Part02_Modeling.mlx.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/Part03_Deployment.mlx.type.File.xml b/resources/project/Root.type.Files/Part03_Deployment.mlx.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/README.md.type.File.xml b/resources/project/Root.type.Files/README.md.type.File.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/SavedData.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/SavedData.type.File/1.type.DIR_SIGNIFIER.xml b/resources/project/Root.type.Files/SavedData.type.File/1.type.DIR_SIGNIFIER.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />
diff --git a/resources/project/Root.type.Files/SavedData.type.File/LSTMActivations.mat.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File/LSTMActivations.mat.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/SavedData.type.File/TrainedModel.mat.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File/TrainedModel.mat.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/SavedData.type.File/TrainingFeatures.mat.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File/TrainingFeatures.mat.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/SavedData.type.File/ValidationFeatures.mat.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File/ValidationFeatures.mat.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.Files/SavedData.type.File/ValidationResults.mat.type.File.xml b/resources/project/Root.type.Files/SavedData.type.File/ValidationResults.mat.type.File.xml
@@ -0,0 +1,6 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info>
+    <Category UUID="FileClassCategory">
+        <Label UUID="design" />
+    </Category>
+</Info>
diff --git a/resources/project/Root.type.ProjectPath/5b19b55d-ee2c-4663-82d8-713483d59818.type.Reference.xml b/resources/project/Root.type.ProjectPath/5b19b55d-ee2c-4663-82d8-713483d59818.type.Reference.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Ref="HelperFiles" Type="Relative" />
diff --git a/resources/project/Root.type.ProjectPath/b6adb789-bea6-4603-b2f4-b9420482ce99.type.Reference.xml b/resources/project/Root.type.ProjectPath/b6adb789-bea6-4603-b2f4-b9420482ce99.type.Reference.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Ref="" Type="Relative" />
diff --git a/resources/project/Root.type.ProjectPath/bc86a03a-1cb3-4a5c-9f56-89cb8be42c04.type.Reference.xml b/resources/project/Root.type.ProjectPath/bc86a03a-1cb3-4a5c-9f56-89cb8be42c04.type.Reference.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info Ref="SavedData" Type="Relative" />
diff --git a/resources/project/uuid-c9b21305-12ae-457c-a85a-b3aac687ff38.xml b/resources/project/uuid-c9b21305-12ae-457c-a85a-b3aac687ff38.xml
@@ -0,0 +1,2 @@
+<?xml version='1.0' encoding='UTF-8'?>
+<Info />

Original file line number	Diff line number	Diff line change
`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version="1.0" encoding="UTF-8"?>`
	`2`	`+<MATLABProject xmlns="http://www.mathworks.com/MATLABProjectFile" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" version="1.0"/>`
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`@@ -0,0 +1,3 @@`
	`1`	`+% Copyright 2020 The MathWorks, Inc.`
	`2`	`+`
	`3`	`+edit Part01_DataPreparation.mlx`
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`@@ -0,0 +1,3 @@`
	`1`	`+% Copyright 2020 The MathWorks, Inc.`
	`2`	`+`
	`3`	`+edit Part02_Modeling.mlx`
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`@@ -0,0 +1,3 @@`
	`1`	`+% Copyright 2020 The MathWorks, Inc.`
	`2`	`+`
	`3`	`+edit Part03_Deployment.mlx`
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`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info MetadataType="distributed" />`
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`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info Name="aircompressorclassification" />`
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`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info ReadOnly="1" SingleValued="1" DataType="None" Name="Classification" />`
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`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info ReadOnly="READ_ONLY" Name="Artifact" />`
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`@@ -0,0 +1,2 @@`
	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info ReadOnly="READ_ONLY" Name="Convenience" />`
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	`1`	`+<?xml version='1.0' encoding='UTF-8'?>`
	`2`	`+<Info ReadOnly="READ_ONLY" Name="Derived" />`