There have been a wide variety of practical control applications having human in the loop in today’s society, such as automobile systems, health care, and energy management. In this article, a Markov ...

Closed-loop control uses common DC-link voltage as feedback variable, allowing it to be realized from LV side, reducing isolation requirements. Input-series output-parallel (ISOP) modular architecture ...

PID-based Process Control Monitoring using Streamlit & ML. Simulates a first-order system, tracks performance (Rise Time, Overshoot, Settling Time, IAE) & detects anomalies via Isolation Forest.