IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v236y2021ics0360544221016601.html
   My bibliography  Save this article

Soft computing analysis of a compressed air energy storage and SOFC system via different artificial neural network architecture and tri-objective grey wolf optimization

Author

Listed:
  • Alirahmi, Seyed Mojtaba
  • Mousavi, Seyedeh Fateme
  • Ahmadi, Pouria
  • Arabkoohsar, Ahmad

Abstract

In the present study, a novel combined system consisting of solid oxide fuel cell (SOFC), organic Rankine cycle (ORC), and compressed air energy storage (CAES) is proposed, investigated, and optimized. The SOFC and CAES models are validated individually to ensure the accuracy of the results. Here, the grey wolf multi-objective optimization (MOGWO) approach is applied to find the optimal system design and performance. For this, a trained neural network is provided to the MOGWO algorithm as a fitted function, and multi-objective optimization is carried out on it. The most significant benefit of the suggested method is time-saving. The proposed system's thermodynamic performance is investigated from the energy, exergy, economic, and environmental (4E) points of view at three periods, including full-time, charging, and discharging periods. The results indicate that the Levenberg-Marquardt training algorithm has the best performance among all of the algorithms. The value of exergetic round trip efficiency (ERTE), total cost rate, and CO2 emission at the best optimum point are obtained as 45.7%, 34.2 $/h, and 0.22 kg/kWh, respectively.

Suggested Citation

  • Alirahmi, Seyed Mojtaba & Mousavi, Seyedeh Fateme & Ahmadi, Pouria & Arabkoohsar, Ahmad, 2021. "Soft computing analysis of a compressed air energy storage and SOFC system via different artificial neural network architecture and tri-objective grey wolf optimization," Energy, Elsevier, vol. 236(C).
    • Handle: RePEc:eee:energy:v:236:y:2021:i:c:s0360544221016601
    DOI: 10.1016/j.energy.2021.121412
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544221016601
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2021.121412?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. Chitsaz, Ata & Hosseinpour, Javad & Assadi, Mohsen, 2017. "Effect of recycling on the thermodynamic and thermoeconomic performances of SOFC based on trigeneration systems; A comparative study," Energy, Elsevier, vol. 124(C), pages 613-624.
    2. Blanco, Herib & Faaij, André, 2018. "A review at the role of storage in energy systems with a focus on Power to Gas and long-term storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1049-1086.
    3. Behzadi, Amirmohammad & Arabkoohsar, Ahmad & Gholamian, Ehsan, 2020. "Multi-criteria optimization of a biomass-fired proton exchange membrane fuel cell integrated with organic rankine cycle/thermoelectric generator using different gasification agents," Energy, Elsevier, vol. 201(C).
    4. Abdulateef, J.M. & Sopian, K. & Alghoul, M.A. & Sulaiman, M.Y., 2009. "Review on solar-driven ejector refrigeration technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1338-1349, August.
    5. Emadi, Mohammad Ali & Chitgar, Nazanin & Oyewunmi, Oyeniyi A. & Markides, Christos N., 2020. "Working-fluid selection and thermoeconomic optimisation of a combined cycle cogeneration dual-loop organic Rankine cycle (ORC) system for solid oxide fuel cell (SOFC) waste-heat recovery," Applied Energy, Elsevier, vol. 261(C).
    6. Krawczyk, Piotr & Szabłowski, Łukasz & Karellas, Sotirios & Kakaras, Emmanuel & Badyda, Krzysztof, 2018. "Comparative thermodynamic analysis of compressed air and liquid air energy storage systems," Energy, Elsevier, vol. 142(C), pages 46-54.
    7. Razmi, Amir Reza & Soltani, M. & Ardehali, Armin & Gharali, Kobra & Dusseault, M.B. & Nathwani, Jatin, 2021. "Design, thermodynamic, and wind assessments of a compressed air energy storage (CAES) integrated with two adjacent wind farms: A case study at Abhar and Kahak sites, Iran," Energy, Elsevier, vol. 221(C).
    8. Besagni, Giorgio & Mereu, Riccardo & Inzoli, Fabio, 2016. "Ejector refrigeration: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 373-407.
    9. Shaikh, Shabana P.S. & Muchtar, Andanastuti & Somalu, Mahendra R., 2015. "A review on the selection of anode materials for solid-oxide fuel cells," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 1-8.
    10. Tashtoush, Bourhan M. & Al-Nimr, Moh'd A. & Khasawneh, Mohammad A., 2019. "A comprehensive review of ejector design, performance, and applications," Applied Energy, Elsevier, vol. 240(C), pages 138-172.
    11. Yan, Yi & Zhang, Chenghui & Li, Ke & Wang, Zhen, 2018. "An integrated design for hybrid combined cooling, heating and power system with compressed air energy storage," Applied Energy, Elsevier, vol. 210(C), pages 1151-1166.
    12. Das, Vipin & Padmanaban, Sanjeevikumar & Venkitusamy, Karthikeyan & Selvamuthukumaran, Rajasekar & Blaabjerg, Frede & Siano, Pierluigi, 2017. "Recent advances and challenges of fuel cell based power system architectures and control – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 73(C), pages 10-18.
    13. Alirahmi, Seyed Mojtaba & Razmi, Amir Reza & Arabkoohsar, Ahmad, 2021. "Comprehensive assessment and multi-objective optimization of a green concept based on a combination of hydrogen and compressed air energy storage (CAES) systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    14. Houssainy, Sammy & Janbozorgi, Mohammad & Ip, Peggy & Kavehpour, Pirouz, 2018. "Thermodynamic analysis of a high temperature hybrid compressed air energy storage (HTH-CAES) system," Renewable Energy, Elsevier, vol. 115(C), pages 1043-1054.
    15. Ahmadi, Samareh & Ghaebi, Hadi & Shokri, Afshar, 2019. "A comprehensive thermodynamic analysis of a novel CHP system based on SOFC and APC cycles," Energy, Elsevier, vol. 186(C).
    16. Ahmadi, Pouria & Dincer, Ibrahim & Rosen, Marc A., 2011. "Exergy, exergoeconomic and environmental analyses and evolutionary algorithm based multi-objective optimization of combined cycle power plants," Energy, Elsevier, vol. 36(10), pages 5886-5898.
    17. Razmi, Amir Reza & Arabkoohsar, Ahmad & Nami, Hossein, 2020. "Thermoeconomic analysis and multi-objective optimization of a novel hybrid absorption/recompression refrigeration system," Energy, Elsevier, vol. 210(C).
    18. Arabkoohsar, A. & Machado, L. & Farzaneh-Gord, M. & Koury, R.N.N., 2015. "The first and second law analysis of a grid connected photovoltaic plant equipped with a compressed air energy storage unit," Energy, Elsevier, vol. 87(C), pages 520-539.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhu, Wanchao & Han, Jitian & Ge, Yi & Yang, Jinwen & Liang, Wenxing, 2024. "Multi-criteria optimization of a combined power and freshwater system using modified NSGA-II and AHP-entropy-topsis," Renewable Energy, Elsevier, vol. 227(C).
    2. Razmi, Amir Reza & Hanifi, Amir Reza & Shahbakhti, Mahdi, 2023. "Design, thermodynamic, and economic analyses of a green hydrogen storage concept based on solid oxide electrolyzer/fuel cells and heliostat solar field," Renewable Energy, Elsevier, vol. 215(C).
    3. Zhang, Hao & Tong, Xiangqian & Yin, Jun & Blaabjerg, Frede, 2023. "Neural network-aided 4-DF global efficiency optimal control for the DAB converter based on the comprehensive loss model," Energy, Elsevier, vol. 262(PA).
    4. Gilani, Hooman Azad & Hoseinzadeh, Siamak & Esmaeilion, Farbod & Memon, Saim & Garcia, Davide Astiaso & Assad, Mamdouh El Haj, 2022. "A solar thermal driven ORC-VFR system employed in subtropical Mediterranean climatic building," Energy, Elsevier, vol. 250(C).
    5. Ping, Xu & Yang, Fubin & Zhang, Hongguang & Xing, Chengda & Pan, Yachao & Zhang, Wujie & Wang, Yan, 2023. "Nonlinear modeling and multi-scale influence characteristics analysis of organic Rankine cycle (ORC) system considering variable driving cycles," Energy, Elsevier, vol. 265(C).
    6. Ping, Xu & Yang, Fubin & Zhang, Hongguang & Xing, Chengda & Zhang, Wujie & Wang, Yan, 2022. "Evaluation of hybrid forecasting methods for organic Rankine cycle: Unsupervised learning-based outlier removal and partial mutual information-based feature selection," Applied Energy, Elsevier, vol. 311(C).
    7. Dai, Xulong & Batool, Kiran, 2024. "Optimizing multi-objective design, planning, and operation for sustainable energy sharing districts considering electrochemical battery longevity," Renewable Energy, Elsevier, vol. 229(C).
    8. Alirahmi, Seyed Mojtaba & Gundersen, Truls & Arabkoohsar, Ahmad & Klemeš, Jiří Jaromír & Sin, Gürkan & Yu, Haoshui, 2024. "Process design, integration, and optimization of a novel compressed air energy storage for the coproduction of electricity, cooling, and water," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    9. Alirahmi, Seyed Meysam & Raisi, Afrasiab & Ghasemi, Behzad & Nadooshan, Afshin Ahmadi, 2023. "Comprehensive techno-economic assessment and tri-objective optimization of an innovative integration of compressed air energy storage system and solid oxide fuel cell," Renewable Energy, Elsevier, vol. 218(C).
    10. Alirahmi, Seyed Mojtaba & Ebrahimi-Moghadam, Amir, 2022. "Comparative study, working fluid selection, and optimal design of three systems for electricity and freshwater based on solid oxide fuel cell mover cycle," Applied Energy, Elsevier, vol. 323(C).
    11. Wang, Jian & Xu, Yi-Peng & She, Chen & Xu, Ping & Bagal, Hamid Asadi, 2022. "Optimal parameter identification of SOFC model using modified gray wolf optimization algorithm," Energy, Elsevier, vol. 240(C).
    12. Su, Dawei, 2022. "Comprehensive thermodynamic and exergoeconomic analyses and multi-objective optimization of a compressed air energy storage hybridized with a parabolic trough solar collectors," Energy, Elsevier, vol. 244(PA).
    13. Zeng, Rong & Gan, Jijuan & Guo, Baoxin & Zhang, Xiaofeng & Li, Hongqiang & Yin, Wei & Zhang, Guoqiang, 2023. "Thermodynamic performance analysis of solid oxide fuel cell - combined cooling, heating and power system with integrated supercritical CO2 power cycle - organic Rankine cycle and absorption refrigerat," Energy, Elsevier, vol. 283(C).
    14. Behzadi, Amirmohammad & Holmberg, Sture & Duwig, Christophe & Haghighat, Fariborz & Ooka, Ryozo & Sadrizadeh, Sasan, 2022. "Smart design and control of thermal energy storage in low-temperature heating and high-temperature cooling systems: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 166(C).
    15. Alirahmi, Seyed Mojtaba & Behzadi, Amirmohammad & Ahmadi, Pouria & Sadrizadeh, Sasan, 2023. "An innovative four-objective dragonfly-inspired optimization algorithm for an efficient, green, and cost-effective waste heat recovery from SOFC," Energy, Elsevier, vol. 263(PA).
    16. Wang, Xusheng & Lv, Xiaojing & Mi, Xicong & Spataru, Catalina & Weng, Yiwu, 2022. "Coordinated control approach for load following operation of SOFC-GT hybrid system," Energy, Elsevier, vol. 248(C).
    17. Xu, Yuhao & Luo, Xiaobing & Tu, Zhengkai & Siew Hwa Chan,, 2022. "Multi-criteria assessment of solid oxide fuel cell–combined cooling, heating, and power system model for residential application," Energy, Elsevier, vol. 259(C).
    18. Wang, Xuan & Mi, Zhenhao & Li, Kang & Huang, Xiaodong & Bao, Wenjie & Song, Jinsong & Wang, Chengkai & Chen, Guoqing & Cao, Peng, 2024. "Design and transient analysis of renewable energy-based residential net-zero energy buildings with energy storage," Renewable Energy, Elsevier, vol. 220(C).
    19. Chen, Longxiang & Zhang, Liugan & Yang, Huipeng & Xie, Meina & Ye, Kai, 2022. "Dynamic simulation of a Re-compressed adiabatic compressed air energy storage (RA-CAES) system," Energy, Elsevier, vol. 261(PB).

    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. Alirahmi, Seyed Meysam & Raisi, Afrasiab & Ghasemi, Behzad & Nadooshan, Afshin Ahmadi, 2023. "Comprehensive techno-economic assessment and tri-objective optimization of an innovative integration of compressed air energy storage system and solid oxide fuel cell," Renewable Energy, Elsevier, vol. 218(C).
    2. Bai, Hao & Luo, ShiHao & Zhao, Xijie & Zhao, Gen & Gao, Yang, 2022. "Comprehensive assessment of a green cogeneration system based on compressed air energy storage (CAES) and zeotropic mixtures," Energy, Elsevier, vol. 254(PA).
    3. Su, Dawei, 2022. "Comprehensive thermodynamic and exergoeconomic analyses and multi-objective optimization of a compressed air energy storage hybridized with a parabolic trough solar collectors," Energy, Elsevier, vol. 244(PA).
    4. Alirahmi, Seyed Mojtaba & Ebrahimi-Moghadam, Amir, 2022. "Comparative study, working fluid selection, and optimal design of three systems for electricity and freshwater based on solid oxide fuel cell mover cycle," Applied Energy, Elsevier, vol. 323(C).
    5. Chen, Yi & Niroumandi, Hossein & Duan, Yinying, 2021. "Thermodynamic and economic analyses of a syngas-fueled high-temperature fuel cell with recycling processes in novel electricity and freshwater cogeneration plant," Energy, Elsevier, vol. 235(C).
    6. Yu, Binbin & Yang, Jingye & Wang, Dandong & Shi, Junye & Chen, Jiangping, 2019. "An updated review of recent advances on modified technologies in transcritical CO2 refrigeration cycle," Energy, Elsevier, vol. 189(C).
    7. Miri, Seyedeh Mohadeseh & Farzaneh-Gord, Mahmood & Kianifar, Ali, 2023. "Triple-objective MPSO of zeotropic-fluid solar ejector cycle integrated with cold storage tank based on techno-economic criteria," Energy, Elsevier, vol. 283(C).
    8. Wang, Zhen & Duan, Liqiang & Zhang, Zuxian, 2022. "Multi-objective optimization of gas turbine combined cycle system considering environmental damage cost of pollution emissions," Energy, Elsevier, vol. 261(PA).
    9. Dib, Ghady & Haberschill, Philippe & Rullière, Romuald & Revellin, Rémi, 2021. "Modelling small-scale trigenerative advanced adiabatic compressed air energy storage for building application," Energy, Elsevier, vol. 237(C).
    10. Chen, Hao & Wang, Huanran & Li, Ruixiong & Sun, Hao & Ge, Gangqiang & Ling, Lanning, 2022. "Experimental and analytical investigation of near-isothermal pumped hydro-compressed air energy storage system," Energy, Elsevier, vol. 249(C).
    11. Teng, Su & Hamrang, Farzad & Ashraf Talesh, Seyed Saman, 2021. "Economic performance assessment of a novel combined power generation cycle," Energy, Elsevier, vol. 231(C).
    12. Behzadi, Amirmohammad & Holmberg, Sture & Duwig, Christophe & Haghighat, Fariborz & Ooka, Ryozo & Sadrizadeh, Sasan, 2022. "Smart design and control of thermal energy storage in low-temperature heating and high-temperature cooling systems: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 166(C).
    13. Han, Qingyang & Liu, Changchao & Xue, Haoyuan & Zhang, Hailun & Sun, Wenhui & Sun, Wenxu & Jia, Lei, 2023. "Working condition expansion and performance optimization of two-stage ejector based on optimal switching strategy," Energy, Elsevier, vol. 282(C).
    14. Ebrahimi-Moghadam, Amir & Farzaneh-Gord, Mahmood, 2022. "Optimal operation of a multi-generation district energy hub based on electrical, heating, and cooling demands and hydrogen production," Applied Energy, Elsevier, vol. 309(C).
    15. Saeid, Omar & Hashem, Gamal & Etaig, Saleh & Belgasim, Basim & Sagade, Atul, 2024. "Performance assessment of ammonia base solar ejector cooling system emphasizing ejector geometries: A detailed CFD analysis," Energy, Elsevier, vol. 301(C).
    16. Mei, Shuxue & Lu, Xiaorui & Zhu, Yu & Wang, Shixue, 2021. "Thermodynamic assessment of a system configuration strategy for a cogeneration system combining SOFC, thermoelectric generator, and absorption heat pump," Applied Energy, Elsevier, vol. 302(C).
    17. Li, Xiaoqiong & Wang, Xiaoyan & Zhang, Yufeng & Fang, Lei & Deng, Na & Zhang, Yan & Jin, Zhendong & Yu, Xiaohui & Yao, Sheng, 2020. "Experimental and economic analysis with a novel ejector-based detection system for thermodynamic measurement of compressors," Applied Energy, Elsevier, vol. 261(C).
    18. Knut Emil Ringstad & Krzysztof Banasiak & Åsmund Ervik & Armin Hafner, 2022. "Swirl-Bypass Nozzle for CO 2 Two-Phase Ejectors: Numerical Design Exploration," Energies, MDPI, vol. 15(18), pages 1-30, September.
    19. Hu, Shuozhuo & Li, Jian & Yang, Fubin & Yang, Zhen & Duan, Yuanyuan, 2020. "Multi-objective optimization of organic Rankine cycle using hydrofluorolefins (HFOs) based on different target preferences," Energy, Elsevier, vol. 203(C).
    20. Shang Chen & Ahmad Arabkoohsar & Guodong Chen & Mads Pagh Nielsen, 2022. "Optimization of a Hybrid Energy System with District Heating and Cooling Considering Off-Design Characteristics of Components, an Effort on Optimal Compressed Air Energy Storage Integration," Energies, MDPI, vol. 15(13), pages 1-21, June.

    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:236:y:2021:i:c:s0360544221016601. 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.