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Author

Dipayan Guha

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Sep 2026

Design of an LMI‐Based Direct Data‐Driven Controller for Reference Tracking With Experimental Validation

This work newly proposes a direct data‐driven, linear matrix inequality (LMI)‐based reference tracking proportional‐integral (PI) controller for a marginally stable single‐link flexible system. The inherent flexibility of the link, coupled with unmodeled system dynamics, poses significant challenges in achieving accu...

Jayita Saha, Shrabasti Batabyal, Mousumi Mukherjee et al. · 0 citations
Jul 2026

Reinforcement Learning for Predefined‐Time Optimal Tracking Control of Robot Manipulator

This work presents an optimal predefined‐time tracking control framework for a nonlinear robot manipulator subject to exogenous disturbances that blends RL‐based optimal tracking control with predefined‐time robustness, making it well‐suited for Industry 5.0: human‐centric robotic systems.

Seema Chaudhary, Vaishnavi Gupta, Dipayan Guha et al. · 0 citations

Reinforcement Learning for Cooperative Control of Multi‐Agent Systems With Switching Topologies

This paper presents a resilient learning‐based adaptive sliding‐mode consensus control framework for nonlinear multi‐agent systems subject to switching communication topologies and actuator‐side cyberattacks. A distributed sliding‐mode leader‐follower tracking consensus protocol is first developed to ensure robust co...

Amit Anand, Dipayan Guha, S. Purwar · 0 citations

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