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One Dimensional Convolutional Neural Nets for material property prediction

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1D-CNN_matchar

1D-CNN for material characterization


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

Ultrasonic Guided Waves Based Identification of Elastic Properties Using 1D-Convolutional Neural Networks.

If IEEE Xplore is not accessible freely, the preprint of the paper is available at

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

For a demo dataset or a more detailed explaination of the code, write to us at mahindrautela@gmail.com

Few Important details about the code:

- This code can be run on a jupyter notebook either on a google colab platform (Recommended) or a personal computer with jupyter.

- To run the code on a personal jupyter platform, you need to add some lines of code to convert tensorflow 1.x to 2.x if current system is using tensorflow 2.x

- 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.

- "mount drive" and the address of the google drive folder will help to import the dataset in the code.

- For more information, you can write to us at mahindrautela@gmail.com

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