Nature

Hierarchical reinforcement learning-based traffic signal control

Traffic congestion in urban areas is on a continual rise, emphasizing the critical need for efficient traffic management systems 1,2. The effective management of traffic congestion offers a multitude ...
Nature

Design of machine learning-based controllers for speed control of PMSM drive

This study presents machine learning (ML)-based controllers for a surface permanent magnet synchronous motor (PMSM) drive system. The ML-based regression techniques like linear regression (LR), ...