Deep neural network-based hybrid modeling and experimental validation for an industry-scale fermentation process: Identification of time-varying dependencies among parameters P Shah, MZ Sheriff, MSF Bangi, C Kravaris, JSI Kwon, C Botre, J Hirota Chemical Engineering Journal 441, 135643, 2022 | 74 | 2022 |
Achieving optimal paper properties: A layered multiscale kMC and LSTM-ANN-based control approach for kraft pulping P Shah, HK Choi, JSI Kwon Processes 11 (3), 809, 2023 | 24 | 2023 |
Multi‐rate observer design and optimal control to maximize productivity of an industry‐scale fermentation process P Shah, MZ Sheriff, MSF Bangi, C Kravaris, JSI Kwon, C Botre, J Hirota AIChE Journal 69 (2), e17946, 2023 | 18 | 2023 |
Unveiling latent chemical mechanisms: Hybrid modeling for estimating spatiotemporally varying parameters in moving boundary problems S Pahari, P Shah, J Sang-Il Kwon Industrial & Engineering Chemistry Research 63 (3), 1501-1514, 2024 | 8 | 2024 |
Achieving robustness in hybrid models: A physics-informed regularization approach for spatiotemporal parameter estimation in PDEs S Pahari, P Shah, JSI Kwon Chemical Engineering Research and Design 204, 292-302, 2024 | 4 | 2024 |
LSTM-based control of cellulose degree of polymerization in a batch pulp digester P Shah, HK Choi, JSI Kwon 2023 American Control Conference (ACC), 4659-4664, 2023 | 3 | 2023 |
Modeling, order-reduction, and controller design of hydraulic fracturing P Shah, MSF Bangi, JS Kwon Energy Systems and Processes: Recent Advances in Design and Control, 12-1, 0 | 2 | |
Developing a hybrid model of a biochemical fermentation process C Kravaris, J Kwon, P Shah, MZ Sheriff, MSF Bangi, C Botre, J Hirota US Patent App. 18/037,296, 2024 | | 2024 |
Enhanced Polyhydroxyalkanoate (PHA) Production through Multiscale Modeling and Process Control Strategies: A Novel Approach to Bio-Based Polymer Synthesis J Kim, S Pahari, P Shah, J Kwon 2023 AIChE Annual Meeting, 2023 | | 2023 |
Improving Industrial-Scale Bioreactor Performance: Development and Validation of Computationally Efficient Compartment-Based Models Using Real Plant Data P Shah, J Kwon 2023 AIChE Annual Meeting, 2023 | | 2023 |
ORDER-REDUCTION, AND CONTROLLER DESIGN OF HYDRAULIC FRACTURING P Shah, MSF Bangi, JSI Kwon Energy Systems and Processes, 1, 2023 | | 2023 |
Discovery of Cyclic Loops in Bayesian Network for Root Cause Diagnosis of Process Faults P Kumari, P Shah, Q Wang, F Khan, J Kwon 2022 AIChE Annual Meeting, 2022 | | 2022 |
Developing an LSTM-ANN Model for Prediction and Optimal Control of Kappa Number and Degree of Polymerization in a Batch Pulp Digester P Shah, HK Choi, J Kwon 2022 AIChE Annual Meeting, 2022 | | 2022 |
Closed-Loop Optimal Control Operation of an Industry-Scale Bioreactor and Experimental Validation P Shah, MZ Sheriff, MSF Bangi, J Kwon, C Kravaris, C Botre, J Hirota 2022 AIChE Annual Meeting, 2022 | | 2022 |
Development of Offset-Free MPC Framework for Hydraulic Fracturing Process Using Sindy P Shah, SH Son, J Kwon 2021 AIChE Annual Meeting, 2021 | | 2021 |
Data Clustering-Based Hybrid-Kinetic Model of an Industrial-Scale Biochemical Fermenter P Shah, MZ Sheriff, MSF Bangi, J Kwon, C Kravaris 2021 AIChE Annual Meeting, 2021 | | 2021 |
State Observer Design and Model Predictive Control of an Industrial-Scale Biochemical Fermenter P Shah, MZ Sheriff, MSF Bangi, J Kwon, C Kravaris 2021 AIChE Annual Meeting, 2021 | | 2021 |
Developing a Hybrid Model of a Biochemical Fermentation Process P Shah, D Lee, J Kwon 2020 Virtual AIChE Annual Meeting, 2020 | | 2020 |