Constrained Robust Bayesian Optimization of Expensive Noisy Black‐Box Functions with Guaranteed Regret Bounds A Kudva, F Sorourifar, JA Paulson AIChE Journal, e17857, 2022 | 10 | 2022 |
Efficient robust global optimization for simulation-based problems using decomposed Gaussian processes: Application to MPC calibration A Kudva, F Sorouifar, JA Paulson 2022 American Control Conference (ACC), 2091-2097, 2022 | 6 | 2022 |
Robust Bayesian optimization for flexibility analysis of expensive simulation-based models with rigorous uncertainty bounds A Kudva, WT Tang, JA Paulson Computers & Chemical Engineering 181, 108515, 2024 | 5 | 2024 |
A Bayesian optimization approach for data-efficient flexibility analysis of expensive black-box models A Kudva, JA Paulson Foundations of Computer Aided Process Operations/Chemical Process Control, 2023 | 1 | 2023 |
Sample-Efficient High-Dimensional MPC Tuning Using Bayesian Optimization over Sparse Axis-Aligned Subspaces A Kudva, A Mesbah, M Huynh, J Paulson 2024 AIChE Annual Meeting, 2024 | | 2024 |
The Molecular Descriptors with Actively Identified Subspaces (MolDAIS) Framework for Efficient Molecular Property Optimization and Beyond F Sorourifar, M Muthyala, A Kudva, TY Chen, J Paulson 2024 AIChE Annual Meeting, 2024 | | 2024 |
Scalable Global Optimization of Gaussian Processes Using a Specialized Branch-and-Bound Algorithm WT Tang, A Kudva, C Tsay, J Paulson 2024 AIChE Annual Meeting, 2024 | | 2024 |
Bonsai: A Hyper-Sample-Efficient Framework for Robust Global Optimization of Expensive Function Network Systems Under Uncertainty A Kudva, WT Tang, K Donnelly, J Paulson 2024 AIChE Annual Meeting, 2024 | | 2024 |
Integrated Design, Control, and Techno-Ecological Synergy: Application to a Chloralkali Process U Shah, A Kudva, KB Donnelly, WT Tang, BR Bakshi, JA Paulson | | 2024 |
Efficient Performance-based MPC Tuning in High Dimensions using Bayesian Optimization over Sparse Subspaces A Kudva, MT Huynh, A Mesbah, JA Paulson IFAC-PapersOnLine 58 (14), 458-463, 2024 | | 2024 |
Efficient Flexibility Analysis of Computationally Expensive Black-Box Simulators Using Quantile-Based Bayesian Optimization A Kudva, WT Tang, J Paulson 2023 AIChE Annual Meeting, 2023 | | 2023 |
Mathematical Modelling for Evaluation of Multi-Stage Flash Evaporator for Concentrating Na2SO4, H2SO4, ZnSO4 and H2O Mixture A Kudva, G Sahu | | 2020 |