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Doing Research
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Doing Research

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@smartgurucool @DotSlashCommunity @zero-to-mastery @Opt-n-Est-Lab

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kmranrg/README.md



About Me

I am a Ph.D. student in Mechanical Engineering at the University of New Mexico, working in the Optimization and Estimation Lab. With a background in Computer Science, my research combines machine learning with control theory.

  • Core Focus: I study reservoir computing, physics-informed machine learning, and Bayesian estimation.
  • Methods: I develop algorithms to estimate system states and inputs, focusing on making them work reliably under uncertain or noisy conditions.
  • Applications: I apply these techniques to practical problems, such as tracking autonomous vehicles and predicting battery health.


"AI is replacing amplifying human potential."

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  1. PIRC PIRC Public

    Lightweight Physics-Informed Reservoir Computing for Battery Health Prediction

    Python

  2. RCUKF RCUKF Public

    RCUKF: Data-Driven Modeling Meets Bayesian Estimation

    Python