Dynamic Economic Optimization of a Continuously Stirred Tank Reactor Using Reinforcement Learning. - Derek Machalek; Titus Quah; Kody M. Powell (ACC, 2020)

Real-time optimization using reinforcement learning. - Kody M. Powell; Derek Machalek; Titus Quah (Comput. Chem. Eng., 2020)

A novel implicit hybrid machine learning model and its application for reinforcement learning. - Derek Machalek; Titus Quah; Kody M. Powell (Comput. Chem. Eng., 2021)

Neural Network Augmented Model Predictive Control: Application to Active Brownian Particles. - Titus Quah; Sho C. Takatori; James B. Rawlings (ACC, 2024)