IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v201y2022ip2p100-116.html
   My bibliography  Save this article

Multi-objective optimization of operation strategy in snow melting system for airfield runway using genetic algorithm: A case study in Beijing Daxing International Airport

Author

Listed:
  • Shi, Hao
  • Xu, Huining
  • Tan, Yiqiu
  • Li, Qiang
  • Yi, Wei

Abstract

A hydronic snow melting pavement system is an efficient and sustainable snow removal approach. However, the conventional operation method remained unclear and usually led to a waste of energy. This study developed a thermal-economic model to assess this system's economic cost and snow melting effect. The multi-objective optimization (MOO) model and genetic algorithm (GA) were adopted to optimize the operation strategy, which includes fluid temperature (FT) and idling duration (ID). The accuracy of the MOO model was verified by a convergence study. The optimal results were organized in nomograms and implemented at Beijing Daxing International Airport. The results showed that the tournament selection method performs better in MOO solving. The optimal results indicated that it would obtain a better effect to balance the economic benefit and snow melting effect by adjusting FT than ID. And the MOO model can export the appropriate strategy in response to various snowfall conditions. Specifically, the optimal strategy implementation in the case study improved the snow-free duration ratio by 126% and saved the economic cost by 7% compared to the conventional strategies. The investigation provided an alternative operation strategy to minimize the energy cost for this system while ensuring the snow melting effect.

Suggested Citation

  • Shi, Hao & Xu, Huining & Tan, Yiqiu & Li, Qiang & Yi, Wei, 2022. "Multi-objective optimization of operation strategy in snow melting system for airfield runway using genetic algorithm: A case study in Beijing Daxing International Airport," Renewable Energy, Elsevier, vol. 201(P2), pages 100-116.
  • Handle: RePEc:eee:renene:v:201:y:2022:i:p2:p:100-116
    DOI: 10.1016/j.renene.2022.11.070
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148122017104
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2022.11.070?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. Nassef, Ahmed M. & Fathy, Ahmed & Sayed, Enas Taha & Abdelkareem, Mohammad Ali & Rezk, Hegazy & Tanveer, Waqas Hassan & Olabi, A.G., 2019. "Maximizing SOFC performance through optimal parameters identification by modern optimization algorithms," Renewable Energy, Elsevier, vol. 138(C), pages 458-464.
    2. Puppala, Harish & K Jha, Shibani & Singh, Ajit Pratap & Madurai Elavarasan, Rajvikram & Elia Campana, Pietro, 2022. "Identification and analysis of barriers for harnessing geothermal energy in India," Renewable Energy, Elsevier, vol. 186(C), pages 327-340.
    3. Mirzanamadi, Raheb & Hagentoft, Carl-Eric & Johansson, Pär, 2020. "Coupling a Hydronic Heating Pavement to a Horizontal Ground Heat Exchanger for harvesting solar energy and heating road surfaces," Renewable Energy, Elsevier, vol. 147(P1), pages 447-463.
    4. Rashid, Muhammad Usman & Abid, Irfan & Latif, Abid, 2022. "Optimization of hydropower and related benefits through Cascade Reservoirs for sustainable economic growth," Renewable Energy, Elsevier, vol. 185(C), pages 241-254.
    5. Aresti, Lazaros & Christodoulides, Paul & Florides, Georgios A., 2021. "An investigation on the environmental impact of various Ground Heat Exchangers configurations," Renewable Energy, Elsevier, vol. 171(C), pages 592-605.
    6. Ascione, Fabrizio & Bianco, Nicola & Mauro, Gerardo Maria & Vanoli, Giuseppe Peter, 2019. "A new comprehensive framework for the multi-objective optimization of building energy design: Harlequin," Applied Energy, Elsevier, vol. 241(C), pages 331-361.
    7. Pereira, Ricardo & Aelenei, Laura, 2019. "Optimization assessment of the energy performance of a BIPV/T-PCM system using Genetic Algorithms," Renewable Energy, Elsevier, vol. 137(C), pages 157-166.
    8. Motlagh, Tara Yazdani & Azadani, Leila N. & Yazdani, Kaveh, 2020. "Multi-objective optimization of diesel injection parameters in a natural gas/diesel reactivity controlled compression ignition engine," Applied Energy, Elsevier, vol. 279(C).
    9. Naji, Sareh & Aye, Lu & Noguchi, Masa, 2021. "Multi-objective optimisations of envelope components for a prefabricated house in six climate zones," Applied Energy, Elsevier, vol. 282(PA).
    10. Xu, Huining & Spitler, Jeffrey D., 2014. "The relative importance of moisture transfer, soil freezing and snow cover on ground temperature predictions," Renewable Energy, Elsevier, vol. 72(C), pages 1-11.
    11. Breen, M. & Upton, J. & Murphy, M.D., 2020. "Photovoltaic systems on dairy farms: Financial and renewable multi-objective optimization (FARMOO) analysis," Applied Energy, Elsevier, vol. 278(C).
    12. Xu, Huining & Tan, Yiqiu, 2015. "Modeling and operation strategy of pavement snow melting systems utilizing low-temperature heating fluids," Energy, Elsevier, vol. 80(C), pages 666-676.
    13. Liu, Hongwei & Maghoul, Pooneh & Bahari, Ako & Kavgic, Miroslava, 2019. "Feasibility study of snow melting system for bridge decks using geothermal energy piles integrated with heat pump in Canada," Renewable Energy, Elsevier, vol. 136(C), pages 1266-1280.
    14. Arrif, Toufik & Hassani, Samir & Guermoui, Mawloud & Sánchez-González, A. & A.Taylor, Robert & Belaid, Abdelfetah, 2022. "GA-GOA hybrid algorithm and comparative study of different metaheuristic population-based algorithms for solar tower heliostat field design," Renewable Energy, Elsevier, vol. 192(C), pages 745-758.
    15. Ghalandari, Taher & Hasheminejad, Navid & Van den bergh, Wim & Vuye, Cedric, 2021. "A critical review on large-scale research prototypes and actual projects of hydronic asphalt pavement systems," Renewable Energy, Elsevier, vol. 177(C), pages 1421-1437.
    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. Xu, Huining & Shi, Hao & Tan, Yiqiu & Ye, Qing & Liu, Xiujie, 2022. "Modeling and assessment of operation economic benefits for hydronic snow melting pavement system," Applied Energy, Elsevier, vol. 326(C).
    2. Yuanlong Cui & Fan Zhang & Yiming Shao & Ssennoga Twaha & Hui Tong, 2022. "Techno-Economic Comprehensive Review of State-of-the-Art Geothermal and Solar Roadway Energy Systems," Sustainability, MDPI, vol. 14(17), pages 1-50, September.
    3. Ghalandari, Taher & Hasheminejad, Navid & Van den bergh, Wim & Vuye, Cedric, 2021. "A critical review on large-scale research prototypes and actual projects of hydronic asphalt pavement systems," Renewable Energy, Elsevier, vol. 177(C), pages 1421-1437.
    4. Ghalandari, Taher & Baetens, Robin & Verhaert, Ivan & SNM Nasir, Diana & Van den bergh, Wim & Vuye, Cedric, 2022. "Thermal performance of a controllable pavement solar collector prototype with configuration flexibility," Applied Energy, Elsevier, vol. 313(C).
    5. Zhang, Chi & Shi, Hao & Xie, Yongjiang & Li, Shuming & Liu, Jing & Tan, Yiqiu & Xu, Huining, 2024. "Analysis of temperature stress and critical heating temperature for hydronic airport pavement," Renewable Energy, Elsevier, vol. 229(C).
    6. Cao, Xuan & Kong, Gangqiang & Han, Chanjuan, 2024. "Feasibility assessment of implementing energy pile-based snowmelt system on a practical bridge deck in diverse climate conditions across China," Energy, Elsevier, vol. 290(C).
    7. Arkar, C. & Žižak, T. & Domjan, S. & Medved, S., 2020. "Dynamic parametric models for the holistic evaluation of semi-transparent photovoltaic/thermal façade with latent storage inserts," Applied Energy, Elsevier, vol. 280(C).
    8. Saurbayeva, Assemgul & Memon, Shazim Ali & Kim, Jong, 2023. "Integrated multi-stage sensitivity analysis and multi-objective optimization approach for PCM integrated residential buildings in different climate zones," Energy, Elsevier, vol. 278(PB).
    9. Hanze Yu & Wei Yang & Qiyuan Li & Jie Li, 2022. "Optimizing Buildings’ Life Cycle Performance While Allowing Diversity in the Early Design Stage," Sustainability, MDPI, vol. 14(14), pages 1-21, July.
    10. Puppala, Harish & Peddinti, Pranav R.T. & Tamvada, Jagannadha Pawan & Ahuja, Jaya & Kim, Byungmin, 2023. "Barriers to the adoption of new technologies in rural areas: The case of unmanned aerial vehicles for precision agriculture in India," Technology in Society, Elsevier, vol. 74(C).
    11. Pouria Abbasi & Masih Alavy & Pavel Belansky & Marc A. Rosen, 2024. "Assessment of Environmental Impacts of Thermal Caisson Geothermal Systems," Resources, MDPI, vol. 13(3), pages 1-22, March.
    12. Olabi, A.G. & Wilberforce, Tabbi & Abdelkareem, Mohammad Ali, 2021. "Fuel cell application in the automotive industry and future perspective," Energy, Elsevier, vol. 214(C).
    13. Pannee Suanpang & Pattanaphong Pothipassa & Kittisak Jermsittiparsert & Titiya Netwong, 2022. "Integration of Kouprey-Inspired Optimization Algorithms with Smart Energy Nodes for Sustainable Energy Management of Agricultural Orchards," Energies, MDPI, vol. 15(8), pages 1-18, April.
    14. Liu, Lijun & Qian, Jin & Hua, Li & Zhang, Bin, 2022. "System estimation of the SOFCs using fractional-order social network search algorithm," Energy, Elsevier, vol. 255(C).
    15. Sheha, Moataz & Mohammadi, Kasra & Powell, Kody, 2021. "Techno-economic analysis of the impact of dynamic electricity prices on solar penetration in a smart grid environment with distributed energy storage," Applied Energy, Elsevier, vol. 282(PA).
    16. Kim, Sunuk & Oh, Han Jin & Han, Sang Ju & Ko, Han Seo & Shin, Youhwan & Shin, Dong Ho, 2022. "Development of black-ice removal system with latent heat thermal energy storage and solar thermal collectors," Energy, Elsevier, vol. 244(PA).
    17. Taghavifar, Hadi & Mazari, Farhad, 2022. "1D diesel engine cycle modeling integrated with MOPSO optimization for improved NOx control and pressure boost," Energy, Elsevier, vol. 247(C).
    18. Shuo Huang & Xinyu Wu & Yiyang Wu & Zheng Zhang, 2023. "Mid-Term Optimal Scheduling of Low-Head Cascaded Hydropower Stations Considering Inflow Unevenness," Energies, MDPI, vol. 16(17), pages 1-13, September.
    19. Abdul Ghani Olabi & Nabila Shehata & Hussein M. Maghrabie & Lobna A. Heikal & Mohammad Ali Abdelkareem & Shek Mohammod Atiqure Rahman & Sheikh Khaleduzzaman Shah & Enas Taha Sayed, 2022. "Progress in Solar Thermal Systems and Their Role in Achieving the Sustainable Development Goals," Energies, MDPI, vol. 15(24), pages 1-31, December.
    20. Hasim Altan & Bertug Ozarisoy, 2022. "An Analysis of the Development of Modular Building Design Elements to Improve Thermal Performance of a Representative High Rise Residential Estate in the Coastline City of Famagusta, Cyprus," Sustainability, MDPI, vol. 14(7), pages 1-50, March.

    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:renene:v:201:y:2022:i:p2:p:100-116. 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/renewable-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.