SrikarMK

Publications

Research publications in engineering and technology

AURORA - Adaptive Uncertainty-aware Regional Optimization for Regression Approximations

Research Paper

A region-aware Gaussian Process approximation method that identifies high-importance regions through uncertainty and density analysis. Achieves 41% average improvement in Expected Calibration Error (ECE) with 3-5x speedup over full exact GP inference. Collaboration with Alekhya Bulusu and Ming Ma.

PENMOT - Permutation-Equivariant Networks for Multi-Object Tracking

Research Paper

Research project developing permutation-equivariant neural networks for multi-object tracking using MOT17 dataset. Implementing rotation-equivariant CNNs with e2cnn library for geometric deep learning applications.

Smart Farming: A Machine Learning and IoT Approach

Research Paper

Published in International Research Journal of Engineering and Technology (IRJET), May 2023. Explores the integration of machine learning and IoT technologies for smart farming applications.

Hydrogen Fuel Cell Automobile: A Comprehensive Overview

Research Paper

Published in International Research Journal of Engineering and Technology (IRJET), February 2023. Comprehensive analysis of hydrogen fuel cell technology in automotive applications.

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Srikarmks@gmail.com

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