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Fuzzy Ensemble of Multi-Criteria Decision Making Methods for Heating Energy Transition in Danish Households

Author

Listed:
  • Qianyun Wen

    (Department of Management and Engineering, Linköping University, SE-581 83 Linköping, Sweden)

  • Qiyao Yan

    (Transportation Engineering College, Dalian Maritime University, Dalian 116026, China)

  • Junjie Qu

    (Department of Management and Engineering, Linköping University, SE-581 83 Linköping, Sweden)

  • Yang Liu

    (Department of Management and Engineering, Linköping University, SE-581 83 Linköping, Sweden)

Abstract
More than 110 countries, including 500 cities worldwide, have set the goal of reaching carbon neutrality. Heating contributes to most of the residential energy consumption and carbon emissions. The green energy transition of fossil-based heating systems is needed to reach the emission goals. However, heating systems vary in energy source, heating technology, equipment location, and these complexities make it challenging for households to compare heating systems and make decisions. Hence, a decision support tool that provides a generalized ranking of individual heating alternatives is proposed for households as decision makers to identify the optimal choice. This paper presents an analysis of 13 heating alternatives and 19 quantitative criteria in technological, environmental, and financial aspects, combines ideal solution-based multi-criteria decision making with 6 weighting methods and 4 normalization methods, and introduces ensemble learning with a fuzzy membership function derived from Cauchy distribution to finalize the ultimate ranking. The robustness of the proposed method is verified by three sensitive analyses from different aspects. Air-to-water heat pump, solar heating and direct district heating are the top three rankings in the final result under Danish national average data. A framework is designed to guide decision makers to apply this ranking guideline with their practical, feasible situations.

Suggested Citation

  • Qianyun Wen & Qiyao Yan & Junjie Qu & Yang Liu, 2021. "Fuzzy Ensemble of Multi-Criteria Decision Making Methods for Heating Energy Transition in Danish Households," Mathematics, MDPI, vol. 9(19), pages 1-22, September.
    • Handle: RePEc:gam:jmathe:v:9:y:2021:i:19:p:2420-:d:646054
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    References listed on IDEAS

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    1. Anu Ramaswami & Kangkang Tong & Josep G. Canadell & Robert B. Jackson & Eleanor (Kellie) Stokes & Shobhakar Dhakal & Mario Finch & Peraphan Jittrapirom & Neelam Singh & Yoshiki Yamagata & Eli Yewdall , 2021. "Carbon analytics for net-zero emissions sustainable cities," Nature Sustainability, Nature, vol. 4(6), pages 460-463, June.
    2. Mäki, Elina & Kannari, Lotta & Hannula, Ilkka & Shemeikka, Jari, 2021. "Decarbonization of a district heating system with a combination of solar heat and bioenergy: A techno-economic case study in the Northern European context," Renewable Energy, Elsevier, vol. 175(C), pages 1174-1199.
    3. Martinopoulos, Georgios & Papakostas, Konstantinos T. & Papadopoulos, Agis M., 2018. "A comparative review of heating systems in EU countries, based on efficiency and fuel cost," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 687-699.
    4. Indre Siksnelyte & Edmundas Kazimieras Zavadskas & Dalia Streimikiene & Deepak Sharma, 2018. "An Overview of Multi-Criteria Decision-Making Methods in Dealing with Sustainable Energy Development Issues," Energies, MDPI, vol. 11(10), pages 1-21, October.
    5. Li, Xianting & Lyu, Weihua & Ran, Siyuan & Wang, Baolong & Wu, Wei & Yang, Zixu & Jiang, Sihang & Cui, Mengdi & Song, Pengyuan & You, Tian & Shi, Wenxing, 2020. "Combination principle of hybrid sources and three typical types of hybrid source heat pumps for year-round efficient operation," Energy, Elsevier, vol. 193(C).
    6. Opricovic, Serafim & Tzeng, Gwo-Hshiung, 2004. "Compromise solution by MCDM methods: A comparative analysis of VIKOR and TOPSIS," European Journal of Operational Research, Elsevier, vol. 156(2), pages 445-455, July.
    7. Indre Siksnelyte-Butkiene & Edmundas Kazimieras Zavadskas & Dalia Streimikiene, 2020. "Multi-Criteria Decision-Making (MCDM) for the Assessment of Renewable Energy Technologies in a Household: A Review," Energies, MDPI, vol. 13(5), pages 1-22, March.
    8. Paula Donaduzzi Rigo & Graciele Rediske & Carmen Brum Rosa & Natália Gava Gastaldo & Leandro Michels & Alvaro Luiz Neuenfeldt Júnior & Julio Cezar Mairesse Siluk, 2020. "Renewable Energy Problems: Exploring the Methods to Support the Decision-Making Process," Sustainability, MDPI, vol. 12(23), pages 1-27, December.
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    Cited by:

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