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Santander O, Kuppuraj V, Harrison CA, Baldea M. A Bayesian approach to improving production planning. Comput Chem Eng 2023. [DOI: 10.1016/j.compchemeng.2023.108226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
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Santander O, Kuppuraj V, Harrison CA, Baldea M. Integrated Production Planning and Model Predictive Control of a Fluidized Bed Catalytic Cracking-Fractionator Unit. Ind Eng Chem Res 2023. [DOI: 10.1021/acs.iecr.2c02715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Affiliation(s)
- Omar Santander
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1229, United States
| | | | | | - Michael Baldea
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1229, United States
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 East 24th Street, Austin, Texas78712-1229, United States
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Santander O, Giannikopoulos I, Stadtherr MA, Baldea M. An Integrated Stochastic Deep Learning–Short-Term Production Scheduling–Optimal Control Framework for General Batch Processes. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c02638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Omar Santander
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1589, United States
| | - Ioannis Giannikopoulos
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1589, United States
| | - Mark A. Stadtherr
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1589, United States
| | - Michael Baldea
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 East Dean Keeton Street, Austin, Texas78712-1589, United States
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, 201 East 24th Street, Austin, Texas78712-1229United States
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Santander O, Kuppuraj V, Harrison CA, Baldea M. Integrated deep learning - production planning - economic model predictive control framework for large-scale processes. A fluid catalytic cracker - fractionator case study. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107977] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Andrés‐Martínez O, Ricardez‐Sandoval LA. A nested online scheduling and nonlinear model predictive control framework for multi‐product continuous systems. AIChE J 2022. [DOI: 10.1002/aic.17665] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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de Carvalho RF, Alvarez LA. Simultaneous Process Design and Control of the Williams–Otto Reactor Using Infinite Horizon Model Predictive Control. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01953] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Romero F. de Carvalho
- School of Chemical Engineering, University of Campinas, UNICAMP, 13083-852, Campinas-SP, Brazil
| | - Luz A. Alvarez
- School of Chemical Engineering, University of Campinas, UNICAMP, 13083-852, Campinas-SP, Brazil
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Harjunkoski I, Ikonen T, Mostafaei H, Deneke T, Heljanko K. Synergistic and Intelligent Process Optimization: First Results and Open Challenges. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c02032] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Iiro Harjunkoski
- Aalto University, Department of Chemical and Metallurgical Engineering, P.O. Box
16100, 00076 Aalto, Finland
- Hitachi ABB Power Grids Research, Kallstadter Straße 1, 68309 Mannheim, Germany
| | - Teemu Ikonen
- Aalto University, Department of Chemical and Metallurgical Engineering, P.O. Box
16100, 00076 Aalto, Finland
| | - Hossein Mostafaei
- Aalto University, Department of Chemical and Metallurgical Engineering, P.O. Box
16100, 00076 Aalto, Finland
| | - Tewodros Deneke
- University of Helsinki, Department of Computer Science, P.O. Box 68, 00014 Helsinki, Finland
| | - Keijo Heljanko
- University of Helsinki, Department of Computer Science, P.O. Box 68, 00014 Helsinki, Finland
- Helsinki Institute for Information Technology (HIIT), 00014 Helsinki, Finland
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