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1
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Gangwar S, Fernández D, Pozo C, Folgado R, Jiménez L, Boer D. Scheduling optimization and risk analysis for energy-intensive industries under uncertain electricity market to facilitate financial planning. Comput Chem Eng 2023. [DOI: 10.1016/j.compchemeng.2023.108234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
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2
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Zhou P, Xu Z, Zhu X, Zhao J, Song C, Shao Z. Safe reinforcement learning method integrating process knowledge for real-time scheduling of gas supply network. Inf Sci (N Y) 2023. [DOI: 10.1016/j.ins.2023.02.084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/09/2023]
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3
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Production scheduling under demand uncertainty in the presence of feedback: Model comparisons, insights, and paradoxes. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.108028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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4
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Energy-aware enterprise-wide optimization and clean energy in the industrial gas industry. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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5
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Mitrai I, Daoutidis P. A multicut generalized benders decomposition approach for the integration of process operations and dynamic optimization for continuous systems. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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6
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Dering D, Swartz CL. A stochastic optimization framework for integrated scheduling and control under demand uncertainty. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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7
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Andrés‐Martínez O, Ricardez‐Sandoval LA. Integration of planning, scheduling, and control: A review and new perspectives. CAN J CHEM ENG 2022. [DOI: 10.1002/cjce.24501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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8
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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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9
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Ikonen TJ, Heljanko K, Harjunkoski I. Surrogate‐based optimization of a periodic rescheduling algorithm. AIChE J 2022. [DOI: 10.1002/aic.17656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Teemu J. Ikonen
- Department of Chemical and Metallurgical Engineering Aalto University Aalto Finland
| | - Keijo Heljanko
- Department of Computer Science University of Helsinki Helsinki Finland
- Helsinki Institute for Information Technology (HIIT) Helsinki Finland
| | - Iiro Harjunkoski
- Department of Chemical and Metallurgical Engineering Aalto University Aalto Finland
- Hitachi Energy Research Mannheim Germany
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10
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Di Pretoro A, Bruns B, Negny S, Grünewald M, Riese J. Demand Response Scheduling Using Derivative-Based Dynamic Surrogate Models. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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11
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Kelley MT, Do TT, Baldea M. Evaluating the demand response potential of ammonia plants. AIChE J 2022. [DOI: 10.1002/aic.17552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Morgan T. Kelley
- McKetta Department of Chemical Engineering The University of Texas at Austin Austin Texas USA
| | - Tam T. Do
- McKetta Department of Chemical Engineering The University of Texas at Austin Austin Texas USA
| | - Michael Baldea
- McKetta Department of Chemical Engineering The University of Texas at Austin Austin Texas USA
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12
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Hoffmann C, Hübner J, Klaucke F, Milojević N, Müller R, Neumann M, Weigert J, Esche E, Hofmann M, Repke JU, Schomäcker R, Strasser P, Tsatsaronis G. Assessing the Realizable Flexibility Potential of Electrochemical Processes. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c01360] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Christian Hoffmann
- Process Dynamics and Operations Group, Technische Universität Berlin, Str. des 17. Juni 135, 10623 Berlin, Germany
| | - Jessica Hübner
- Department of Chemistry, Technische Universität Berlin, Str. des 17. Juni 124, 10623 Berlin, Germany
| | - Franziska Klaucke
- Chair of Energy Engineering and Environmental Protection, Technische Universität Berlin, Marchstr. 18, 10587 Berlin, Germany
| | - Nataša Milojević
- Department of Chemistry, Technische Universität Berlin, Str. des 17. Juni 124, 10623 Berlin, Germany
| | - Robert Müller
- Chair of Energy Engineering and Environmental Protection, Technische Universität Berlin, Marchstr. 18, 10587 Berlin, Germany
| | - Maximilian Neumann
- Department of Chemistry, Technische Universität Berlin, Str. des 17. Juni 124, 10623 Berlin, Germany
| | - Joris Weigert
- Process Dynamics and Operations Group, Technische Universität Berlin, Str. des 17. Juni 135, 10623 Berlin, Germany
| | - Erik Esche
- Process Dynamics and Operations Group, Technische Universität Berlin, Str. des 17. Juni 135, 10623 Berlin, Germany
| | - Mathias Hofmann
- Chair of Energy Engineering and Environmental Protection, Technische Universität Berlin, Marchstr. 18, 10587 Berlin, Germany
| | - Jens-Uwe Repke
- Process Dynamics and Operations Group, Technische Universität Berlin, Str. des 17. Juni 135, 10623 Berlin, Germany
| | - Reinhard Schomäcker
- Department of Chemistry, Technische Universität Berlin, Str. des 17. Juni 124, 10623 Berlin, Germany
| | - Peter Strasser
- Department of Chemistry, Technische Universität Berlin, Str. des 17. Juni 124, 10623 Berlin, Germany
| | - George Tsatsaronis
- Chair of Energy Engineering and Environmental Protection, Technische Universität Berlin, Marchstr. 18, 10587 Berlin, Germany
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13
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Kender R, Kaufmann F, Rößler F, Wunderlich B, Golubev D, Thomas I, Ecker AM, Rehfeldt S, Klein H. Development of a digital twin for a flexible air separation unit using a pressure-driven simulation approach. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107349] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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14
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Sansana J, Joswiak MN, Castillo I, Wang Z, Rendall R, Chiang LH, Reis MS. Recent trends on hybrid modeling for Industry 4.0. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107365] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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15
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Klein H, Fritsch P, Haider P, Kender R, Rößler F, Rehfeldt S, Freko P, Hoffmann R, Thomas I, Wunderlich B. Flexible Operation of Air Separation Units. CHEMBIOENG REVIEWS 2021. [DOI: 10.1002/cben.202100023] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Harald Klein
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
| | - Philipp Fritsch
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
| | - Patrick Haider
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
| | - Robert Kender
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
| | - Felix Rößler
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Strasse 6–14 82049 Pullach Germany
| | - Sebastian Rehfeldt
- Technical University of Munich Faculty of Mechanical Engineering Institute of Plant and Process Technology Boltzmannstrasse 15 85748 Garching bei München Germany
| | - Pascal Freko
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Strasse 6–14 82049 Pullach Germany
| | - Rainer Hoffmann
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Strasse 6–14 82049 Pullach Germany
| | - Ingo Thomas
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Strasse 6–14 82049 Pullach Germany
| | - Bernd Wunderlich
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Strasse 6–14 82049 Pullach Germany
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16
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Pablos C, Merino A, Acebes LF, Pitarch JL, Biegler LT. Dynamic optimization approach to coordinate industrial production and cogeneration operation under electricity price fluctuations. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107292] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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17
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Kumar R, Wenzel MJ, ElBsat MN, Risbeck MJ, Drees KH, Zavala VM. Dual dynamic programming for multi-scale mixed-integer MPC. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107265] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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18
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State estimation in online batch production scheduling: concepts, definitions, algorithms and optimization models. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2020.107209] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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19
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Pataro IM, da Costa MVA, Joseph B. Closed-loop dynamic real-time optimization (CL-DRTO) of a bioethanol distillation process using an advanced multilayer control architecture. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.107075] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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20
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Riese J, Grünewald M. Challenges and Opportunities to Enhance Flexibility in Design and Operation of Chemical Processes. CHEM-ING-TECH 2020. [DOI: 10.1002/cite.202000057] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Julia Riese
- Ruhr-University Bochum Faculty for Mechanical Engineering Laboratory of Fluid Separations Universitätsstraße 150 44801 Bochum Germany
| | - Marcus Grünewald
- Ruhr-University Bochum Faculty for Mechanical Engineering Laboratory of Fluid Separations Universitätsstraße 150 44801 Bochum Germany
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21
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Basán NP, Cóccola ME, Dondo RG, Guarnaschelli A, Schweickardt GA, Méndez CA. A reactive-iterative optimization algorithm for scheduling of air separation units under uncertainty in electricity prices. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.107050] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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22
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Klein H, Fritsch P, Haider P, Kender R, Rößler F, Rehfeldt S, Freko P, Hoffmann R, Thomas I, Wunderlich B. Flexibler Betrieb von Luftzerlegungsanlagen. CHEM-ING-TECH 2020. [DOI: 10.1002/cite.202000054] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Harald Klein
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
| | - Philipp Fritsch
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
| | - Patrick Haider
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
| | - Robert Kender
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
| | - Felix Rößler
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Straße 6–14 82049 Pullach Deutschland
| | - Sebastian Rehfeldt
- Technische Universität München Lehrstuhl für Anlagen- und Prozesstechnik Boltzmannstraße 15 85748 Garching bei München Deutschland
| | - Pascal Freko
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Straße 6–14 82049 Pullach Deutschland
| | - Rainer Hoffmann
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Straße 6–14 82049 Pullach Deutschland
| | - Ingo Thomas
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Straße 6–14 82049 Pullach Deutschland
| | - Bernd Wunderlich
- Linde GmbH Linde Engineering Dr.-Carl-von-Linde-Straße 6–14 82049 Pullach Deutschland
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23
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Ikonen TJ, Heljanko K, Harjunkoski I. Reinforcement learning of adaptive online rescheduling timing and computing time allocation. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106994] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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24
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Schäfer P, Schweidtmann AM, Mitsos A. Nonlinear scheduling with time‐variable electricity prices using sensitivity‐based truncations of wavelet transforms. AIChE J 2020. [DOI: 10.1002/aic.16986] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Pascal Schäfer
- RWTH Aachen University AVT—Aachener Verfahrenstechnik, Process Systems Engineering Aachen Germany
| | - Artur M. Schweidtmann
- RWTH Aachen University AVT—Aachener Verfahrenstechnik, Process Systems Engineering Aachen Germany
| | - Alexander Mitsos
- RWTH Aachen University AVT—Aachener Verfahrenstechnik, Process Systems Engineering Aachen Germany
- JARA‐ENERGY Aachen Germany
- Forschungszentrum Jülich, Energy Systems Engineering (IEK‐10) Jülich Germany
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25
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Kelley MT, Baldick R, Baldea M. Demand response scheduling under uncertainty: Chance‐constrained framework and application to an air separation unit. AIChE J 2020. [DOI: 10.1002/aic.16273] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Morgan T. Kelley
- McKetta Department of Chemical Engineering The University of Texas at Austin Austin Texas USA
| | - Ross Baldick
- Department of Electrical and Computer Engineering The University of Texas at Austin Austin Texas USA
| | - Michael Baldea
- McKetta Department of Chemical Engineering The University of Texas at Austin Austin Texas USA
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26
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Abstract
We review the impact of control systems and strategies on the energy efficiency of chemical processes. We show that, in many ways, good control performance is a necessary but not sufficient condition for energy efficiency. The direct effect of process control on energy efficiency is manyfold: Reducing output variability allows for operating chemical plants closer to their limits, where the energy/economic optima typically lie. Further, good control enables novel, transient operating strategies, such as conversion smoothing and demand response. Indirectly, control systems are key to the implementation and operation of more energy-efficient plant designs, as dictated by the process integration and intensification paradigms. These conclusions are supported with references to numerous examples from the literature.
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Affiliation(s)
- Jodie M Simkoff
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, USA; , , , ,
| | - Fernando Lejarza
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, USA; , , , ,
| | - Morgan T Kelley
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, USA; , , , ,
| | - Calvin Tsay
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, USA; , , , ,
| | - Michael Baldea
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, USA; , , , ,
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27
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Simkoff JM, Baldea M. Stochastic Scheduling and Control Using Data-Driven Nonlinear Dynamic Models: Application to Demand Response Operation of a Chlor-Alkali Plant. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.9b06866] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jodie M. Simkoff
- McKetta Department of Chemical Engineering, The University of Texas at Austin 200 East Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
| | - Michael Baldea
- McKetta Department of Chemical Engineering, The University of Texas at Austin 200 East Dean Keeton Street, Stop C0400, Austin, Texas 78712, United States
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28
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Shao F, Li X, Zhu L, Gong H, Chen X. Optimal Scheduling of the Multigrade Parallel Distillation Column System with a Continuous-Time Formulation. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04258] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Fanglin Shao
- National Center for International Research on Quality-Targeted Process Optimization and Control, College of Control Science & Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China
- Department of Chemical Engineering, Queen’s University, 19 Division Street, Kingston K7L 3N6, Ontario, Canada
| | - Xiang Li
- Department of Chemical Engineering, Queen’s University, 19 Division Street, Kingston K7L 3N6, Ontario, Canada
| | - Lingyu Zhu
- College of Chemical Engineering, Zhejiang University of Technology, Hangzhou 310014, Zhejiang, China
| | - Han Gong
- Zhejiang Amino-Chem Co. Ltd., Shaoxing 312369, Zhejiang, China
| | - Xi Chen
- National Center for International Research on Quality-Targeted Process Optimization and Control, College of Control Science & Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China
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29
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Dias LS, Ierapetritou MG. 110th Anniversary: Integration of Scheduling and Robust Model Predictive Control. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b02545] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Lisia S. Dias
- Department of Chemical and Biochemical Engineering, Rutgers University, 98 Brett Road, Piscataway, New Jersey 08854, United States
| | - Marianthi G. Ierapetritou
- Department of Chemical and Biochemical Engineering, Rutgers University, 98 Brett Road, Piscataway, New Jersey 08854, United States
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30
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Dias LS, Ierapetritou MG. Optimal operation and control of intensified processes — challenges and opportunities. Curr Opin Chem Eng 2019. [DOI: 10.1016/j.coche.2018.12.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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31
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32
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Tsay C, Baldea M. 110th Anniversary: Using Data to Bridge the Time and Length Scales of Process Systems. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b02282] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Calvin Tsay
- McKetta Department of Chemical Engineering The University of Texas at Austin, Austin, Texas 78712, United States
| | - Michael Baldea
- McKetta Department of Chemical Engineering The University of Texas at Austin, Austin, Texas 78712, United States
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33
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Caspari A, Offermanns C, Schäfer P, Mhamdi A, Mitsos A. A flexible air separation process: 1. Design and steady‐state optimizations. AIChE J 2019. [DOI: 10.1002/aic.16705] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Adrian Caspari
- AVT—Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Christoph Offermanns
- AVT—Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Pascal Schäfer
- AVT—Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Adel Mhamdi
- AVT—Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Alexander Mitsos
- AVT—Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
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34
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Caspari A, Offermanns C, Schäfer P, Mhamdi A, Mitsos A. A flexible air separation process: 2. Optimal operation using economic model predictive control. AIChE J 2019. [DOI: 10.1002/aic.16721] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Adrian Caspari
- AVT ‐ Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Christoph Offermanns
- AVT ‐ Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Pascal Schäfer
- AVT ‐ Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Adel Mhamdi
- AVT ‐ Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
| | - Alexander Mitsos
- JARA‐ENERGY 52056 Aachen Germany
- AVT ‐ Aachener Verfahrenstechnik, Process Systems Engineering RWTH Aachen University Aachen Germany
- Energy Systems Engineering (IEK‐10), Forschungszentrum Jülich 52425 Jülich Germany
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35
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Kender R, Wunderlich B, Thomas I, Peschel A, Rehfeldt S, Klein H. Pressure-driven dynamic simulation of start up and shutdown procedures of distillation columns in air separation units. Chem Eng Res Des 2019. [DOI: 10.1016/j.cherd.2019.04.031] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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36
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Tsay C, Kumar A, Flores-Cerrillo J, Baldea M. Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.03.022] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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37
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Rawlings JB, Maravelias CT. Bringing new technologies and approaches to the operation and control of chemical process systems. AIChE J 2019. [DOI: 10.1002/aic.16615] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- James B. Rawlings
- Department of Chemical Engineering University of California, Santa Barbara Santa Barbara California
| | - Christos T. Maravelias
- Department of Chemical and Biological Engineering University of Wisconsin—Madison Madison Wisconsin
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38
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Schäfer P, Caspari A, Kleinhans K, Mhamdi A, Mitsos A. Reduced dynamic modeling approach for rectification columns based on compartmentalization and artificial neural networks. AIChE J 2019. [DOI: 10.1002/aic.16568] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Pascal Schäfer
- AVT ‐ Aachener Verfahrenstechnik, Process Systems EngineeringRWTH Aachen University Aachen Germany
| | - Adrian Caspari
- AVT ‐ Aachener Verfahrenstechnik, Process Systems EngineeringRWTH Aachen University Aachen Germany
| | - Kerstin Kleinhans
- AVT ‐ Aachener Verfahrenstechnik, Process Systems EngineeringRWTH Aachen University Aachen Germany
| | | | - Alexander Mitsos
- AVT ‐ Aachener Verfahrenstechnik, Process Systems EngineeringRWTH Aachen University Aachen Germany
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Allman A, Palys MJ, Daoutidis P. Scheduling‐informed optimal design of systems with time‐varying operation: A wind‐powered ammonia case study. AIChE J 2018. [DOI: 10.1002/aic.16434] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Andrew Allman
- Dept. of Chemical Engineering and Materials Science University of Minnesota Minneapolis MN, 55455
| | - Matthew J. Palys
- Dept. of Chemical Engineering and Materials Science University of Minnesota Minneapolis MN, 55455
| | - Prodromos Daoutidis
- Dept. of Chemical Engineering and Materials Science University of Minnesota Minneapolis MN, 55455
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Reprint of: Optimal decomposition for distributed optimization in nonlinear model predictive control through community detection. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.10.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Brée LC, Perrey K, Bulan A, Mitsos A. Demand side management and operational mode switching in chlorine production. AIChE J 2018. [DOI: 10.1002/aic.16352] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Luisa C. Brée
- RWTH Aachen University, Aachener Verfahrenstechnik – AVT, Process Systems Engineering 52074 Aachen Germany
| | - Karen Perrey
- Covestro Deutschland AG 51373 Leverkusen Germany
| | | | - Alexander Mitsos
- RWTH Aachen University, Aachener Verfahrenstechnik – AVT, Process Systems Engineering 52074 Aachen Germany
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Beal LD, Petersen D, Grimsman D, Warnick S, Hedengren JD. Integrated scheduling and control in discrete-time with dynamic parameters and constraints. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.04.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Daoutidis P, Lee JH, Harjunkoski I, Skogestad S, Baldea M, Georgakis C. Integrating operations and control: A perspective and roadmap for future research. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.04.011] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Dias LS, Pattison RC, Tsay C, Baldea M, Ierapetritou MG. A simulation-based optimization framework for integrating scheduling and model predictive control, and its application to air separation units. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.03.009] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Mitsos A, Asprion N, Floudas CA, Bortz M, Baldea M, Bonvin D, Caspari A, Schäfer P. Challenges in process optimization for new feedstocks and energy sources. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.03.013] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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Tang W, Allman A, Pourkargar DB, Daoutidis P. Optimal decomposition for distributed optimization in nonlinear model predictive control through community detection. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2017.12.010] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Optimal operation of parallel distillation systems with multiple product grades: An industrial case study. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.01.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Walz O, Djelassi H, Caspari A, Mitsos A. Bounded-error optimal experimental design via global solution of constrained min–max program. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2017.12.016] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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