PKaML for SHM

Physical knowledge assisted Machine Learning

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

Paper: Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning

https://www.sciencedirect.com/science/article/abs/pii/S0041624X2100086X

DOI: 10.1016/j.ultras.2021.106451

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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 2 files in the main directory.

- One file is for damage detection and another one is for damage localization