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Akshay Kudva
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Constrained Robust Bayesian Optimization of Expensive Noisy Black‐Box Functions with Guaranteed Regret Bounds
A Kudva, F Sorourifar, JA Paulson
AIChE Journal, e17857, 2022
112022
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
62022
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
52024
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
12023
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
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