ModelAssistedDeepSHMcodes

Model Assisted Deep Learning for Ultrasonic guided wave based damage identification

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This code is a part of the work presented in the paper:

Paper: Ultrasonic guided wave based structural damage detection and localization using model assisted convolutional and recurrent neural networks

https://doi.org/10.1016/j.eswa.2020.114189

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Please cite the paper if you are using the code, datasets or paper for your research paper.

https://www.sciencedirect.com/science/article/pii/S0957417420309234

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Basic Details:

- The code is made on Python programming language on Jupyter notebook using Tensorflow 2.0.0

- Each line of code is provided with the heading and neccessary descriptions.

- To access the code on google colab, you need to put the dataset in the google drive.

- For more information, you can write to me at my email id given in the paper.

- To get the datasets mentioned in the codes, send an email to me.

Main Details:

- There are 4 folders in the main directory.

- One folder is for classification based 1DCNN and 2DCNN models

- One folder is for regression based 1DCNN, 2DCNN and LSTM models

- One folder is for machine learning models like SVM, Random Forest, ANN

- Folder with 'SDEbase' contains matlab files for Reduced order Spectral Damage Element.

- This code is very basic and may not fetch accurate results but will provide the basic understanding of SFEM.