FPGA-based broken bar detection on IM using OMP algorithm | IEEE Conference Publication | IEEE Xplore

FPGA-based broken bar detection on IM using OMP algorithm


Abstract:

In this paper, the classification of three Induction Motor conditions using the Orthogonal Matching Pursuit algorithm is presented. The OMP algorithm was implemented into...Show More

Abstract:

In this paper, the classification of three Induction Motor conditions using the Orthogonal Matching Pursuit algorithm is presented. The OMP algorithm was implemented into a Field Programmable Gate Array to obtain the Sparse representation of the signal given a Dictionary. Then, the signal information obtained from the Sparse representation is evaluated and classified. The dictionaries were obtained by K-Singular Value Decomposition (K-SVD) algorithm developed in Matlab software. The FPGA implementation is low-complexity, cheap on hardware, compact, and works at 100MHz.
Date of Conference: 22-25 May 2017
Date Added to IEEE Xplore: 07 July 2017
ISBN Information:
Conference Location: Turin, Italy

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