IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v281y2023ics0360544223015694.html
   My bibliography  Save this article

Multi-objective evolutionary optimization for multi-period heat exchanger network retrofit

Author

Listed:
  • Stampfli, Jan A.
  • Ong, Benjamin H.Y.
  • Olsen, Donald G.
  • Wellig, Beat
  • Hofmann, René

Abstract

Increase in energy efficiency and reduction in greenhouse gas (GHG) emissions in industry are important steps towards a more sustainable economy. Due to the growing share of high value-added industries multi-period operation becomes more common in process industry. Therefore, retrofit of existing multi-period production plants is a key aspect towards more sustainable production processes. Hence, in this work, an existing two-level evolutionary algorithm using a genetic algorithm and a differential evolution for multi-period heat exchanger network retrofit is extended to consider GHG emissions as a second objective to the total annual cost (TAC). The multi-objective problem is addressed by incorporating a non-dominated sorting genetic algorithm (NSGA-II) and hypervolume indicators into the algorithm. By analyzing an industrial case study of a potato chips production, the results of the multi-objective optimization shows that GHG emissions can be reduced by 50%. However, compared to the single-objective optimization, TAC is increased by 27%. By selecting capital costs and operating costs as objectives instead, similar results to the single-objective optimization are achieved showing that the results are highly dependent on the selection of the objectives. Further, changes in utility costs and caused emissions have a high impact on the results.

Suggested Citation

  • Stampfli, Jan A. & Ong, Benjamin H.Y. & Olsen, Donald G. & Wellig, Beat & Hofmann, René, 2023. "Multi-objective evolutionary optimization for multi-period heat exchanger network retrofit," Energy, Elsevier, vol. 281(C).
    • Handle: RePEc:eee:energy:v:281:y:2023:i:c:s0360544223015694
    DOI: 10.1016/j.energy.2023.128175
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544223015694
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2023.128175?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Pavão, Leandro V. & Miranda, Camila B. & Costa, Caliane B.B. & Ravagnani, Mauro A.S.S., 2018. "Efficient multiperiod heat exchanger network synthesis using a meta-heuristic approach," Energy, Elsevier, vol. 142(C), pages 356-372.
    2. Sreepathi, Bhargava Krishna & Rangaiah, G.P., 2014. "Improved heat exchanger network retrofitting using exchanger reassignment strategies and multi-objective optimization," Energy, Elsevier, vol. 67(C), pages 584-594.
    3. Aguitoni, Maria Claudia & Pavão, Leandro Vitor & Antonio da Silva Sá Ravagnani, Mauro, 2019. "Heat exchanger network synthesis combining Simulated Annealing and Differential Evolution," Energy, Elsevier, vol. 181(C), pages 654-664.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wang, Bohong & Klemeš, Jiří Jaromír & Li, Nianqi & Zeng, Min & Varbanov, Petar Sabev & Liang, Yongtu, 2021. "Heat exchanger network retrofit with heat exchanger and material type selection: A review and a novel method," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    2. Zhu, Xiaochen & Fuli, Wang, 2023. "Energy savings bottleneck diagnosis and optimization decision method for industrial auxiliary system based on energy efficiency gap analysis," Energy, Elsevier, vol. 263(PE).
    3. Klemeš, Jiří Jaromír & Wang, Qiu-Wang & Varbanov, Petar Sabev & Zeng, Min & Chin, Hon Huin & Lal, Nathan Sanjay & Li, Nian-Qi & Wang, Bohong & Wang, Xue-Chao & Walmsley, Timothy Gordon, 2020. "Heat transfer enhancement, intensification and optimisation in heat exchanger network retrofit and operation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 120(C).
    4. Matthias Rathjens & Georg Fieg, 2019. "Cost-Optimal Heat Exchanger Network Synthesis Based on a Flexible Cost Functions Framework," Energies, MDPI, vol. 12(5), pages 1-18, February.
    5. Wang, Yufei & Zhan, Shihui & Feng, Xiao, 2015. "Optimization of velocity for energy saving and mitigating fouling in a crude oil preheat train with fixed network structure," Energy, Elsevier, vol. 93(P2), pages 1478-1488.
    6. Yin, Linfei & Lu, Yuejiang, 2021. "Expandable deep width learning for voltage control of three-state energy model based smart grids containing flexible energy sources," Energy, Elsevier, vol. 226(C).
    7. Zirngast, Klavdija & Kravanja, Zdravko & Novak Pintarič, Zorka, 2021. "An improved algorithm for synthesis of heat exchanger network with a large number of uncertain parameters," Energy, Elsevier, vol. 233(C).
    8. Bohong Wang & Jiří Jaromír Klemeš & Petar Sabev Varbanov & Min Zeng, 2020. "An Extended Grid Diagram for Heat Exchanger Network Retrofit Considering Heat Exchanger Types," Energies, MDPI, vol. 13(10), pages 1-14, May.
    9. Ipsakis, Dimitris & Kraia, Tzouliana & Konsolakis, Michalis & Marnellos, George, 2018. "Remediation of Black Sea ecosystem and pure H2 generation via H2S-H2O co-electrolysis in a proton-conducting membrane cell stack reactor: A feasibility study of the integrated and autonomous approach," Renewable Energy, Elsevier, vol. 125(C), pages 806-818.
    10. Kang, Lixia & Tang, Jianping & Liu, Yongzhong, 2021. "Optimal design of organic Rankine cycle system for multi-source waste heat recovery involving multi-period operation," Energy, Elsevier, vol. 235(C).
    11. Sun, Wei & Cheng, Qinglin & Li, Zhidong & Wang, Zhihua & Gan, Yifan & Liu, Yang & Shao, Shuai, 2019. "Study on Coil Optimization on the Basis of Heating Effect and Effective Energy Evaluation during Oil Storage Process," Energy, Elsevier, vol. 185(C), pages 505-520.
    12. Çetin, Gürcan & Keçebaş, Ali, 2021. "Optimization of thermodynamic performance with simulated annealing algorithm: A geothermal power plant," Renewable Energy, Elsevier, vol. 172(C), pages 968-982.
    13. Pavão, Leandro V. & Santos, Lucas F. & Oliveira, Cássia M. & Cruz, Antonio J.G. & Ravagnani, Mauro A.S.S. & Costa, Caliane B.B., 2023. "Flexible heat integration system in first-/second-generation ethanol production via screening pinch-based method and multiperiod model," Energy, Elsevier, vol. 271(C).
    14. Jiaxing Chen & Guomin Cui & Mei Cao & Heri Kayange & Jian Li, 2021. "Heat Exchanger Network Optimization Based on the Participatory Evolution Strategy for Streams," Energies, MDPI, vol. 14(24), pages 1-17, December.
    15. Hafizan, Ainur Munirah & Wan Alwi, Sharifah Rafidah & Manan, Zainuddin Abd & Klemeš, Jiří Jaromír & Abd Hamid, Mohd Kamaruddin, 2020. "Design of optimal heat exchanger network with fluctuation probability using break-even analysis," Energy, Elsevier, vol. 212(C).
    16. Ulyev, Leonid & Boldyryev, Stanislav & Kuznetsov, Maxim, 2023. "Investigation of process stream systems for targeting energy-capital trade-offs of a heat recovery network," Energy, Elsevier, vol. 263(PD).
    17. Kayange, Heri Ambonisye & Cui, Guomin & Xu, Yue & Li, Jian & Xiao, Yuan, 2020. "Non-structural model for heat exchanger network synthesis allowing for stream splitting," Energy, Elsevier, vol. 201(C).
    18. Dong, Zhe & Li, Bowen & Li, Junyi & Jiang, Di & Guo, Zhiwu & Huang, Xiaojin & Zhang, Zuoyi, 2021. "Passivity based control of heat exchanger networks with application to nuclear heating," Energy, Elsevier, vol. 223(C).
    19. Xuxu Zhong & Meijun Duan & Peng Cheng, 2021. "Ranking-based hierarchical random mutation in differential evolution," PLOS ONE, Public Library of Science, vol. 16(2), pages 1-23, February.
    20. Tahouni, Nassim & Khoshchehreh, Rezvaneh & Panjeshahi, M. Hassan, 2014. "Debottlenecking of condensate stabilization unit in a gas refinery," Energy, Elsevier, vol. 77(C), pages 742-751.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:281:y:2023:i:c:s0360544223015694. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.