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Varun A Kelkar

2 accepted papers

2023

Sparsity-Driven Joint Blind Deconvolution-Demodulation with Application to Motor Fault Detection

ICASSP 2023accepted

Motor current signature analysis (MCSA) has been widely used in motor fault diagnosis by extracting characteristic frequency components in the spectrum of the stator current. However, fault signatures in the motor current are generally weak and easily influenced by noise and spectrum distortion caus…

Cited by 0SourceScholar
2021

Prior Image-Constrained Reconstruction using Style-Based Generative Models

ICML 2021spotlight

Obtaining a useful estimate of an object from highly incomplete imaging measurements remains a holy grail of imaging science. Deep learning methods have shown promise in learning object priors or constraints to improve the conditioning of an ill-posed imaging inverse problem. In this study, a framew…