Applying a Deep Q-Network for Human Operator Behavioral Modeling and Decision Support in a Twin-Roll Casting Process. - Jianqi Ruan; Michael Ponder; Ivan Parkes; Wal Blejde; George Chiu 001; Neera Jain (ACC, 2022)

Offline Model-Free Reinforcement Learning with a Recurrent Augmented Dataset for Highly Transient Industrial Processes. - Jianqi Ruan; Uduak Inyang-Udoh; Bob Nooning; Ivan Parkes; Wal Blejde; George Chiu 001; Neera Jain (CASE, 2023)

Fast Physics-Informed Model Predictive Control Approximation for Lyapunov Stability. - Josue N. Rivera; Jianqi Ruan; XiaoLin Xu; Shuting Yang; Dengfeng Sun; Neera Jain (CoRR, 2024)

Human operator decision support for highly transient industrial processes: a reinforcement learning approach. - Jianqi Ruan; Bob Nooning; Ivan Parkes; Wal Blejde; George Chiu 001; Neera Jain (J. Intell. Manuf., 2025)