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Recommendation system for Vibration Analysis of motors using machine learning

Innovator Details

Innovator
Prof. Trapti Jain
Co-Developer / Co-Innovator
SivaRamaRao

About

The objective of the proposal is to develop a recommendation system using advanced machine learning techniques such as Random Forest, Gradient boost, Support vector machine for vibration analysis so that the faults in the motor can be predicted before they could damage the motor ensuring the safe and reliable operation of motor. The performance of the proposed method depends on the quality and quantity of data collected including various test cases under which motor is operated. State-of-the-art methods use conversion of time domain vibration signal into frequency domain using transformation technique such as Fourier transform.
Funding Organization
Funding Organization
Department of Science and Technology (DST)
Quick Information
TIH Name
IBITF, IIT Bhilai
Status
ongoing
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