31 citations · 31 across the 2 of their papers we have counts for
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eess.SY2026
Two-Timescale Reinforcement Learning for Real-Time Optimization and Economic NMPC: Experimental Validation
Saket Adhau, Jose Matias, Sebastien Gros +1
We propose a reinforcement learning (RL) framework that tunes both Real-Time Optimization (RTO) and Economic Nonlinear Model Predictive Control (ENMPC) to address plant--model mism…
eess.SY2026
A Theory-Guided Advanced Regulatory Control Synthesis for Cooling-Limited Exothermic Semi-Batch Reactors
Chenchen Zhou, Jose Matias
Cooling-limited exothermic semi-batch reactors require coordinated feed and cooling control to shorten batch time while maintaining the prescribed temperature. We develop a theoret…
eess.SY2021★ 31 cited
Steady-state Real-time Optimization Using Transient Measurements on an Experimental Rig
J. Matias, J. P. C. Oliveira, G. A. C. Le Roux +1
Real-time optimization with persistent parameter adaptation (ROPA) is an RTO approach, where the steady-state model parameters are updated dynamically using transient measurements.…