Search Results for author: Shubhendu Kumar Singh

Found 2 papers, 0 papers with code

Physics-Infused Fuzzy Generative Adversarial Network for Robust Failure Prognosis

no code implementations15 Jun 2022 Ryan Nguyen, Shubhendu Kumar Singh, Rahul Rai

Results on a bearing problem showcases the efficacy of adding a physics-based aggregation in a fuzzy logic model to improve GAN's ability to model health and give a more accurate system prognosis.

Decision Making Generative Adversarial Network

Fuzzy Generative Adversarial Networks

no code implementations27 Oct 2021 Ryan Nguyen, Shubhendu Kumar Singh, Rahul Rai

This paper shows that adding a fuzzy logic layer can enhance GAN's ability to perform regression; the most desirable injection location is problem-specific, and we show this through experiments over various datasets.

regression

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