Run-Time Prevention of Thermal Throttling on the Edge using Reinforcement-Learning Based Predictive Thermal Aware Power and Performance Management. - Parveen Nisha; Ratnala Vinay; Kartik Laad; Pradip Sasmal; Toshihisa Haraki; Chirag Juyal; Mohamed Amir Gabir Elbakri; Amit Acharyya (NewCAS, 2024)

Digital Twin Based Run Time Power Management for Edge SoC using Performance Aware Reinforcement Learning. - Ratnala Vinay; Kartik Laad; Parveen Nisha; Afreen Aijaz; Bhavya Pisipati; Pradip Sasmal; Toshihisa Haraki; Chirag Juyal; Yuki Tanimoto; Amit Acharyya (SOCC, 2024)

Digital Twin Assisted Performance Aware Power Management for FPGA MPSoC using High Speed Reinforcement Learning. - Kartik Laad; Ratnala Vinay; Parveen Nisha; Vidhumouli Hunsigida; Appa Rao Nali; Amit Acharyya (ISCAS, 2025)

Digital Twin-Based Architecture for Run-Time Power Modeling for Sensorless Edge Devices. - Parveen Nisha; Ratnala Vinay; Kartik Laad; Amit Acharyya (ISCAS, 2025)