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Pistikopoulos EN, Tian Y. Advanced Modeling and Optimization Strategies for Process Synthesis. Annu Rev Chem Biomol Eng 2024; 15:81-103. [PMID: 38594946 DOI: 10.1146/annurev-chembioeng-100522-112139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2024]
Abstract
This article provides a systematic review of recent progress in optimization-based process synthesis. First, we discuss multiscale modeling frameworks featuring targeting approaches, phenomena-based modeling, unit operation-based modeling, and hybrid modeling. Next, we present the expanded scope of process synthesis objectives, highlighting the considerations of sustainability and operability to assure cost-competitive production in an increasingly dynamic market with growing environmental awareness. Then, we review advances in optimization algorithms and tools, including emerging machine learning-and quantum computing-assisted approaches. We conclude by summarizing the advances in and perspectives for process synthesis strategies.
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Affiliation(s)
- Efstratios N Pistikopoulos
- Texas A&M Energy Institute and Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, Texas, USA;
| | - Yuhe Tian
- Department of Chemical and Biomedical Engineering, West Virginia University, Morgantown, West Virginia, USA;
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2
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Integrated Membrane Material Design and System Synthesis. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2022.118406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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3
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Zhang X, Jin L, Lyu H, He J, Sun J. Optimal Synthesis of Quaternary Zeotropic Distillation Sequences Using an Array Formulation. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c03388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Xiaodong Zhang
- School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, P. R. China
| | - Lu Jin
- School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, P. R. China
| | - Hao Lyu
- School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, P. R. China
| | - Jie He
- School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, P. R. China
| | - Jinsheng Sun
- School of Chemical Engineering and Technology, Tianjin University, Tianjin 300072, P. R. China
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Fleitmann L, Gertig C, Scheffczyk J, Schilling J, Leonhard K, Bardow A. From Molecules to Heat‐Integrated Processes: Computer‐Aided Design of Solvents and Processes Using Quantum Chemistry. CHEM-ING-TECH 2022. [DOI: 10.1002/cite.202200098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Affiliation(s)
- Lorenz Fleitmann
- ETH Zürich Department of Mechanical and Process Engineering, Energy and Process Systems Engineering Tannenstrasse 3 8092 Zürich Switzerland
- RWTH Aachen University Institute of Technical Thermodynamics Schinkelstraße 8 52062 Aachen Germany
| | - Christoph Gertig
- RWTH Aachen University Institute of Technical Thermodynamics Schinkelstraße 8 52062 Aachen Germany
| | - Jan Scheffczyk
- RWTH Aachen University Institute of Technical Thermodynamics Schinkelstraße 8 52062 Aachen Germany
| | - Johannes Schilling
- ETH Zürich Department of Mechanical and Process Engineering, Energy and Process Systems Engineering Tannenstrasse 3 8092 Zürich Switzerland
| | - Kai Leonhard
- RWTH Aachen University Institute of Technical Thermodynamics Schinkelstraße 8 52062 Aachen Germany
| | - André Bardow
- ETH Zürich Department of Mechanical and Process Engineering, Energy and Process Systems Engineering Tannenstrasse 3 8092 Zürich Switzerland
- RWTH Aachen University Institute of Technical Thermodynamics Schinkelstraße 8 52062 Aachen Germany
- Forschungszentrum Jülich GmbH Institute of Energy and Climate Research (IEK-10) Wilhelm-Johnen-Straße 52425 Jülich Germany
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5
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Opportunities and challenges for model utilization in the biopharmaceutical industry: current versus future state. Curr Opin Chem Eng 2022. [DOI: 10.1016/j.coche.2022.100813] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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6
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Optimization of the catalyst service life based on the coupling of reactor and heat exchanger network. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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7
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Generalized optimization-based synthesis of membrane systems for multicomponent gas mixture separation. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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8
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9
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10
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Ma Y, Li J. Homotopy Continuation Enhanced Branch and Bound Algorithms for Strongly Nonconvex
Mixed‐Integer
Nonlinear Optimisation. AIChE J 2022. [DOI: 10.1002/aic.17629] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Yingjie Ma
- Centre for Process Integration, Department of Chemical Engineering, School of Engineering The University of Manchester Manchester United Kingdom
| | - Jie Li
- Centre for Process Integration, Department of Chemical Engineering, School of Engineering The University of Manchester Manchester United Kingdom
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11
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Sustainability Outlook of Thermochemical-Based Second-Generation Biofuel Production: Exergy Assessment. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11198851] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Since the last century, the idea of replacing traditional fossil sources with renewable alternatives has attracted much attention. As a result, auspicious renewable biofuels, such as biohydrogen or bio-oil, have emerged as suitable options. This study provides some knowledge on combining process design, modeling, and exergy analysis as a united framework to support decision making in energy-based projects. The assessment also included a final evaluation, considering sustainability indicators to evaluate process performance. Feedstock selection is crucial for producing bio-oil and hydrogen for process sustainability; this aspect is discussed, considering second-generation sources. Second-generation bio-oil and biohydrogen production are assessed and compared under the proposed framework. Process simulation was performed using ASPEN PLUS. Exergy analysis was developed using data generated in the process simulation stage, containing material and energy balances, thermodynamic properties, chemical reactions, etc. A mathematical formulation for the exergy analysis shows the exergy of utilities, waste, exergy efficiency, and exergy intensity of both processes, based on the same functional unit (1 kg of product). The sustainability evaluation included quantifying side parameters, such as the renewability index, energy efficiency, or global warming potential. The results indicate that pyrolysis obtained the highest resource exergy efficiency (11%), compared to gasification (3%). The exergy intensity shows that more exergy is consumed in the gasification process (4080.21 MJ/kg) than pyrolysis (18.64 MJ/kg). Similar results are obtained for total irreversibility (327.41 vs. 48.75 MJ/kg) and exergy of wastes (51.34 vs. 18.14 MJ/kg).
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12
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Optimal design of ethylene and propylene coproduction plants with generalized disjunctive programming and state equipment network models. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107295] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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13
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Costandy JG, Edgar TF, Baldea M. A Unified Reactor Network Synthesis Framework for Simultaneous Consideration of Batch and Continuous-Flow Reactor Alternatives. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.0c05799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Joseph G. Costandy
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Thomas F. Edgar
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, United States
- Energy Institute, 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
- Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, Texas 78712, United States
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Meramo-Hurtado SI, González-Delgado ÁD. Process Synthesis, Analysis, and Optimization Methodologies toward Chemical Process Sustainability. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.0c05456] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Samir Isaac Meramo-Hurtado
- Bussines Management and Productivity Research Group, Industrial Engineering Program, Fundación Universitaria Colombo International, Av. Pedro Heredia Sector Cuatro Vientos #31-50, Cartagena 130000, Colombia
- Chemical Engineering Department, Universidad EAN, Street 71 #9 - 84, Bogotá 111311, Colombia
| | - Ángel Dario González-Delgado
- Nanomaterials and Computer-Aided Process Engineering, Chemical Engineering Program, Piedra de Bolívar, Street 30 #48-152, Cartagena 130000, Colombia
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Ryu J, Maravelias CT. Computationally efficient optimization models for preliminary distillation column design and separation energy targeting. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.107072] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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16
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Ryu J, Maravelias CT. Efficient generalized shortcut distillation model with improved accuracy for superstructure‐based process synthesis. AIChE J 2020. [DOI: 10.1002/aic.16994] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Joonjae Ryu
- Department of Chemical and Biological Engineering University of Wisconsin‐Madison Madison Wisconsin USA
- DOE Great Lakes Bioenergy Research Center University of Wisconsin‐Madison Madison Wisconsin USA
| | - Christos T. Maravelias
- Department of Chemical and Biological Engineering University of Wisconsin‐Madison Madison Wisconsin USA
- DOE Great Lakes Bioenergy Research Center University of Wisconsin‐Madison Madison Wisconsin USA
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Ye H, Zou X, Zhu W, Yang Y, Dong H, Bi M. Synthesis and Optimization of Reaction–Separation–Recycle Systems with Complex Distillation Sequences. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c00392] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Haotian Ye
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
| | - Xiong Zou
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
- School of Energy and Power Engineering, Dalian University of Technology, Dalian 116024, China
| | - Weixuan Zhu
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
| | - Yang Yang
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
| | - Hongguang Dong
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
| | - Mingshu Bi
- School of Chemical Engineering, Dalian University of Technology, Dalian 116024, China
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Mencarelli L, Chen Q, Pagot A, Grossmann IE. A review on superstructure optimization approaches in process system engineering. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106808] [Citation(s) in RCA: 71] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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