4 papers
Non-Blocking Robustness Analysis in Discrete Event Systems
Md Nur-A-Adam Dony
This paper presents a mathematical framework for characterizing state blocking in discrete event systems (DES) under transition deletions. We introduce a path-based analysis approa…
Integrating Koopman theory and Lyapunov stability for enhanced model predictive control in nonlinear systems
Md Nur-A-Adam Dony
This paper delves into the challenges posed by the increasing complexity of modern control systems, specifically focusing on bilinear systems, a prevalent subclass of non-linear sy…
Leveraging Reinforcement Learning and Koopman Theory for Enhanced Model Predictive Control Performance
Md Nur-A-Adam Dony
This study presents an innovative approach to Model Predictive Control (MPC) by leveraging the powerful combination of Koopman theory and Deep Reinforcement Learning (DRL). By tran…
Adaptive Reinforcement Learning for State Avoidance in Discrete Event Systems
Md Nur-A-Adam Dony
Reinforcement learning (RL) has emerged as a potent paradigm for autonomous decision-making in complex environments. However, the integration of event-driven decision processes wit…