Joel A. Paulson

1. Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems
   2023/06/24 by Truong X. Nghiem, Nghiem, Truong X., Ján Drgoňa +22 · 10 citations
   Engineering · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Electrical engineering #Hydraulic and Pneumatic Systems #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Real-time simulation and control systems #Systems and Control (eess.SY) #electronic engineering #information engineering
2. A Data-Driven Automatic Tuning Method for MPC under Uncertainty using\n Constrained Bayesian Optimization
   2020/11/23 by Farshud Sorourifar, Georgios Makrygirgos, Sorourifar, Farshud +5 · 5 citations
   Engineering · #Advanced Control Systems Optimization #FOS: Electrical engineering #Fault Detection and Control Systems #Process Optimization and Integration #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Bayesian optimization as a flexible and efficient design framework for sustainable process systems
   2024/01/29 by Joel A. Paulson, Calvin Tsay, Paulson, Joel A. +1 · 4 citations
   Engineering · #Process Optimization and Integration #Advanced Control Systems Optimization #Fault Detection and Control Systems
4. No-Regret Constrained Bayesian Optimization of Noisy and Expensive Hybrid Models using Differentiable Quantile Function Approximations
   2023/05/05 by Congwen Lu, Joel A. Paulson, Lu, Congwen +1 · 2 citations
   Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Advanced Control Systems Optimization #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Polynomial Chaos-based Stochastic Model Predictive Control: An Overview and Future Research Directions
   2024/06/15 by Prabhat K. Mishra, Mishra, Prabhat K., Joel A. Paulson +3 · 2 citations
   Engineering · #Fault Detection and Control Systems #Advanced Control Systems Optimization
6. Multi-agent Black-box Optimization using a Bayesian Approach to Alternating Direction Method of Multipliers
   2023/03/25 by Dinesh Krishnamoorthy, Joel A. Paulson, Krishnamoorthy, Dinesh +1 · 1 citation
   Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Fault Detection and Control Systems #Machine Learning and Algorithms #Metaheuristic Optimization Algorithms Research #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Parallel #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
7. CAGES: Cost-Aware Gradient Entropy Search for Efficient Local Multi-Fidelity Bayesian Optimization
   2024/05/13 by Wei-Ting Tang, Tang, Wei-Ting, Joel A. Paulson +1 · 1 citation
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research
8. BO4IO: A Bayesian optimization approach to inverse optimization with uncertainty quantification
   2024/05/28 by Yen-An Lu, Lu, Yen-An, Wei‐Shou Hu +5 · 1 citation
   Computer Science · Earth and Planetary Sciences · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Underwater Acoustics Research