Petsagkourakis, Panagiotis
- Reinforcement Learning for Batch Bioprocess Optimization
2019/04/15 by Petsagkourakis, Panagiotis, Sandoval, Ilya Orson, Bradford, Eric +2 · 4 citations
#FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Chance Constrained Policy Optimization for Process Control and Optimization
2020/07/30 by Petsagkourakis, Panagiotis, Sandoval, Ilya Orson, Bradford, Eric +3 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Safe Chance Constrained Reinforcement Learning for Batch Process Control
2021/04/23 by Mowbray, Max, Petsagkourakis, Panagiotis, Chanona, Ehecatl Antonio del Río +1 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Safe model-based design of experiments using Gaussian processes
2020/11/19 by Petsagkourakis, Panagiotis, Galvanin, Federico · 1 citation
#FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Safe Real-Time Optimization using Multi-Fidelity Gaussian Processes
2021/11/10 by Panagiotis Petsagkourakis, Petsagkourakis, Panagiotis, Benoît Chachuat +3 · 1 citation
Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Water resources management and optimization
- Neural ODEs as Feedback Policies for Nonlinear Optimal Control
2022/10/20 by Ilya Orson Sandoval, Sandoval, Ilya Orson, Panagiotis Petsagkourakis +3 · 1 citation
Engineering · Physics and Astronomy · #Advanced Control Systems Optimization #Artificial Intelligence (cs.AI) #Control Systems and Identification #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Constrained Model-Free Reinforcement Learning for Process Optimization
2020/11/16 by Pan, Elton, Petsagkourakis, Panagiotis, Mowbray, Max +2 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Data-driven Koopman MPC using Mixed Stochastic-Deterministic Tubes
2025/10/24 by Zhengang Zhong, Ehecatl Antonio del Rio‐Chanona, Zhong, Zhengang +3 · 1 citation
Engineering · Physics and Astronomy · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Electrical engineering #Model Reduction and Neural Networks #Systems and Control (eess.SY) #electronic engineering #information engineering