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Leveraging multi-effect energy utilization in a biomass-based system for H2 production and urban energy needs: 4E analysis and ANN-based grey wolf optimization

Author

Listed:
  • Chen, Heng
  • Salih, Sinan Q.
  • Almadhor, Ahmad
  • Khan, Mohammad Nadeem
  • Al Barakeh, Zaher
  • Ghandour, Raymond
  • Alturise, Fahad
  • Alkhalaf, Salem
  • Elhosiny Ali, H.
  • Albalawi, Hind

Abstract

This study presents an innovative biomass-based multi-generation system that simultaneously produces power, freshwater, cooling, and hydrogen, leveraging advanced waste heat recovery and multi-effect energy utilization to maximize efficiency and sustainability. Unlike conventional systems, the proposed design synergistically integrates multiple thermodynamic cycles, including a Brayton cycle, supercritical CO2 cycle, humidification-dehumidification unit, absorption chiller, and proton exchange membrane electrolyzer, enabling highly efficient resource utilization and diversified energy production. A comprehensive energy, exergy, economic, and environmental assessment is conducted to quantify system performance across a range of operating conditions. The results reveal that the gasifier integrated with Bryton cycle has the highest cost rate and exergy destruction among other subsystems. Parametric studies demonstrate that increasing the biomass flow rate from 1 to 2 kg/s boosts grid power by 12.5 % and enhances hydrogen production, although exergy efficiency declines by 14.93 % due to rising irreversibilities. To overcome the computational burden of high-fidelity simulations, a novel hybrid optimization framework is introduced, integrating the multi-objective grey wolf optimizer with an artificial neural network. This approach drastically reduces computational time while preserving accuracy, facilitating efficient multi-objective optimization aimed at maximizing exergy efficiency and minimizing cost. Under optimal conditions, the system achieves an exergy efficiency of 38.67 % and a total cost rate of 157.65 $/h, while significantly reducing CO2 emissions to 0.75 ton/MWh. The findings demonstrate that this innovative multi-generation using biomass offers a scalable and sustainable solution for urban energy demands.

Suggested Citation

  • Chen, Heng & Salih, Sinan Q. & Almadhor, Ahmad & Khan, Mohammad Nadeem & Al Barakeh, Zaher & Ghandour, Raymond & Alturise, Fahad & Alkhalaf, Salem & Elhosiny Ali, H. & Albalawi, Hind, 2025. "Leveraging multi-effect energy utilization in a biomass-based system for H2 production and urban energy needs: 4E analysis and ANN-based grey wolf optimization," Energy, Elsevier, vol. 333(C).
  • Handle: RePEc:eee:energy:v:333:y:2025:i:c:s0360544225029652
    DOI: 10.1016/j.energy.2025.137323
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    1. Korpeh, Mobin & Lotfollahi, Amirhosein & Navid Faraji, S. & Gharehghani, Ayat & Ahmadi, Samareh, 2025. "Machine learning-assisted optimization of a novel hybrid solar-geothermal system supported by proton exchange membrane fuel cell for sustainable and continuous energy supply," Renewable Energy, Elsevier, vol. 247(C).
    2. Xu, Wenwu & Zhang, Jifu & Wu, Qiming & Wang, Yangyang & Zhao, Wenxuan & Zhu, Zhaoyou & Wang, Yinglong & Cui, Peizhe, 2024. "Energy, exergy and economic (3E) analyses of a novel DME-power polygeneration system with CO2 capture based on biomass gasification," Applied Energy, Elsevier, vol. 374(C).
    3. Karagoz, Mustafa & Uysal, Cuneyt & Agbulut, Umit & Saridemir, Suat, 2021. "Exergetic and exergoeconomic analyses of a CI engine fueled with diesel-biodiesel blends containing various metal-oxide nanoparticles," Energy, Elsevier, vol. 214(C).
    4. Wang, Xurong & Yang, Yi & Zheng, Ya & Dai, Yiping, 2017. "Exergy and exergoeconomic analyses of a supercritical CO2 cycle for a cogeneration application," Energy, Elsevier, vol. 119(C), pages 971-982.
    5. Kelem, Ummu Rumeysa & Yilmaz, Fatih, 2024. "An innovative geothermal based multigeneration plant: Thermodynamic and economic assessment for sustainable outputs with compressed hydrogen," Energy, Elsevier, vol. 295(C).
    6. Safder, Usman & Loy-Benitez, Jorge & Yoo, ChangKyoo, 2024. "Techno-economic assessment of a novel integrated multigeneration system to synthesize e-methanol and green hydrogen in a carbon-neutral context," Energy, Elsevier, vol. 290(C).
    7. Jarungthammachote, S. & Dutta, A., 2007. "Thermodynamic equilibrium model and second law analysis of a downdraft waste gasifier," Energy, Elsevier, vol. 32(9), pages 1660-1669.
    8. Ji-chao, Yang & Sobhani, Behrooz, 2021. "Integration of biomass gasification with a supercritical CO2 and Kalina cycles in a combined heating and power system: A thermodynamic and exergoeconomic analysis," Energy, Elsevier, vol. 222(C).
    9. Spyros Giannelos & Xi Zhang & Tai Zhang & Goran Strbac, 2024. "Multi-Objective Optimization for Pareto Frontier Sensitivity Analysis in Power Systems," Sustainability, MDPI, vol. 16(14), pages 1-17, July.
    10. Teng, Su & Hamrang, Farzad & Ashraf Talesh, Seyed Saman, 2021. "Economic performance assessment of a novel combined power generation cycle," Energy, Elsevier, vol. 231(C).
    11. Du, Jingguo & Zou, Yunhe & Dahlak, Aida, 2024. "Process development and multi-criteria optimization of a biomass gasification unit combined with a novel CCHP model using helium gas turbine, kalina cycles, and dual-loop organic flash cycle," Energy, Elsevier, vol. 291(C).
    12. Sabbaghi, Mohammad Ali & Soltani, M. & Rosen, Marc A., 2024. "A comprehensive 6E analysis of a novel multigeneration system powered by solar-biomass energies," Energy, Elsevier, vol. 297(C).
    13. Hai, Tao & Chaturvedi, Rishabh & Marjan, Riyam K. & Almujibah, Hamad & Van Thuong, Ta & Soliman, Naglaa F. & El-Shafai, Walid, 2024. "Tri-objective optimization of electricity, fresh water, and hydrogen production in a biomass-driven trigeneration plant: Thermoeconomic and environmental evaluation," Energy, Elsevier, vol. 294(C).
    14. Farzad Hamrang & Afshar Shokri & S. M. Seyed Mahmoudi & Biuk Ehghaghi & Marc A. Rosen, 2020. "Performance Analysis of a New Electricity and Freshwater Production System Based on an Integrated Gasification Combined Cycle and Multi-Effect Desalination," Sustainability, MDPI, vol. 12(19), pages 1-29, September.
    15. Bayat, Delaram & Sharifian, Mohammad & Khajehpour, Hossein, 2025. "Comprehensive 4E (energy, exergy, exergoeconomic, and exergoenvironmental) analysis and optimization of wastewater sludge gasification: A case study in a resource-constrained area," Energy, Elsevier, vol. 317(C).
    16. Yao, Anshou & Wu, Junhua, 2025. "Efficient biomass utilization for power, cooling, and hydrogen: A multi-generation approach with environmental and economic assessment," Renewable Energy, Elsevier, vol. 244(C).
    17. Liu, Huanan & Tang, Lanfa & Dou, Zhenlan & Wang, Songcen & Yu, Dongmin, 2025. "Optimizing integrated hydrogen liquefaction with LNG cold energy: A thermoeconomic assessment, comparative analysis, and feasibility study with emphasis on composite curves and uncertainty scrutiny," Energy, Elsevier, vol. 315(C).
    18. Xu, Hangwei & Wang, Jiangjiang & Zhou, Yuan & Jiang, Haowen, 2024. "Thermodynamic analysis of trigeneration system with controlled thermal-electric ratio by coupling liquefied natural gas cold energy and biomass partial gasification," Energy, Elsevier, vol. 308(C).
    19. Rahimi, Mohammad Javad & Ghorbani, Bahram & Amidpour, Majid & Hamedi, Mohammad Hossein, 2021. "Configuration optimization of a multi-generation plant based on biomass gasification," Energy, Elsevier, vol. 227(C).
    20. Xiao, Yan & You, Huailiang & Chen, Daifen & Yuan, Ye & Hu, Bin & Li, Guoxiang & Han, Jitian, 2025. "Exergy, exergoeconomic, and exergoenvironmental analyses of a combined cooling, heating, power, and freshwater poly-generation system driven by methane-fueled solid oxide fuel cell," Energy, Elsevier, vol. 314(C).
    21. Niu, Xiaojuan & Ma, Ning & Bu, Zhengkun & Hong, Wenpeng & Li, Haoran, 2022. "Thermodynamic analysis of supercritical Brayton cycles using CO2-based binary mixtures for solar power tower system application," Energy, Elsevier, vol. 254(PA).
    22. Altayib, Khalid & Dincer, Ibrahim, 2024. "Development of a large-scale integrated solar-biomass thermal facility for green production of useful outputs," Energy, Elsevier, vol. 313(C).
    23. Ruiz-Casanova, Eduardo & Rubio-Maya, Carlos & Ambriz-Díaz, Víctor M. & Gutiérrez Martínez, A., 2024. "Energy, exergy and exergoeconomic analyses and ANN-based three-objective optimization of a supercritical CO2 recompression Brayton cycle driven by a high-temperature geothermal reservoir," Energy, Elsevier, vol. 311(C).
    24. Balali, Adel & Asadabadi, Mohammad Javad Raji & Mehrenjani, Javad Rezazadeh & Gharehghani, Ayat & Moghimi, Mahdi, 2023. "Development and neural network optimization of a renewable-based system for hydrogen production and desalination," Renewable Energy, Elsevier, vol. 218(C).
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