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Motor-Fault-Detection-Using-Vibration

CNN and LSTM have been trained on CWRU Bearing Dataset and results tested on Simulink Data.

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This README file will provide an overview of trained CNN and LSTM on CURW Dataset and how correspounding model simulated on SIMULINK.

For detail understanding, refer to MANUAL uploaded above.

๐Ÿš€ Bearing Dataset

Make sure to download and upload dataset present in .mat format by following the Link.

โšก Simulated Model

Following model has been simulated on SIMULINK to get the desired test data.

Random Load Simulation

๐Ÿ’ป Application Used

SIMULINK a MATLAB-based graphical programming environment for modeling, simulating and analyzing multidomain dynamical systems. Its primary interface is a graphical block diagramming tool and a customizable set of block libraries. It is a popular tool for both educational and professional purposes.

Google Colab is a product from Google Research. Colab allows anybody to write and execute arbitrary python code through the browser, and is especially well suited to machine learning, data analysis and education.

๐Ÿ“ License

Copyright ยฉ 2023 Nust SEECS.

This project has been successfully delivered to Nust, SEECS.

Contact to mentioned authority for further improving and upgrading the project.

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CNN and LSTM have been trained on CWRU Bearing Dataset and results tested on Simulink Data

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