Curriculum Based Reinforcement Learning of Grid Topology Controllers to Prevent Thermal Cascading

no code implementations • 18 Dec 2021 • Amarsagar Reddy Ramapuram Matavalam, Kishan Prudhvi Guddanti, Yang Weng, Venkataramana Ajjarapu

To address the challenge of the large optimization space, a curriculum-based approach with reward tuning is incorporated into the training procedure by modifying the environment using network physics for enhanced agent learning.

reinforcement-learning Reinforcement Learning (RL) +1

Sparse evolutionary Deep Learning with over one million artificial neurons on commodity hardware

4 code implementations • 26 Jan 2019 • Shiwei Liu, Decebal Constantin Mocanu, Amarsagar Reddy Ramapuram Matavalam, Yulong Pei, Mykola Pechenizkiy

Despite the success of ANNs, it is challenging to train and deploy modern ANNs on commodity hardware due to the ever-increasing model size and the unprecedented growth in the data volumes.