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A large-scale group decision making method with text mining and probabilistic linguistic complementation for energy transition path assessment

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  • Wang, Yaping
  • Gao, Jianwei
  • Liu, Huihui

Abstract

Selecting a scientific, practical and efficient energy transition path is the key to solving the main contradiction in the energy industry. Considering text mining and probabilistic linguistic information complementation, a large-scale group decision-making method is developed. Firstly, text mining technology is used to extract big data of public behavioral preference, so as to establish the evaluation criteria system of energy transition paths, and a criterion weighting model is proposed according to affinity coefficient and TextRank algorithm. Then, experts are clustered based on the social trust network analysis, so that the missing probabilistic linguistic information of expert are completed. Next, the clusters with overlapping features or isolated nodes are optimized via the principle of minimum deviation, and the expert weights are modified by combining information similarity. Finally, the alternatives are ranked by the S-hyperbolic absolute risk aversion utility function. The proposed method is applied to the practical problem of evaluating China's energy transition paths under the dual-carbon goal, with “enhancing the use of clean energy” as the optimal path. The validity and practicability of the model is demonstrated through the multidimensional sensitivity analysis, and insights and suggestions are given in this field.

Suggested Citation

  • Wang, Yaping & Gao, Jianwei & Liu, Huihui, 2025. "A large-scale group decision making method with text mining and probabilistic linguistic complementation for energy transition path assessment," Renewable Energy, Elsevier, vol. 239(C).
    • Handle: RePEc:eee:renene:v:239:y:2025:i:c:s0960148124022377
    DOI: 10.1016/j.renene.2024.122169
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    References listed on IDEAS

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    1. Gao, Jianwei & Wang, Yaping & Huang, Ningbo & Wei, Lingli & Zhang, Zixuan, 2022. "Optimal site selection study of wind-photovoltaic-shared energy storage power stations based on GIS and multi-criteria decision making: A two-stage framework," Renewable Energy, Elsevier, vol. 201(P1), pages 1139-1162.
    2. Fellner, Gerlinde & Maciejovsky, Boris, 2007. "Risk attitude and market behavior: Evidence from experimental asset markets," Journal of Economic Psychology, Elsevier, vol. 28(3), pages 338-350, June.
    3. Paul Bertheau & Robert Lindner, 2022. "Financing sustainable development? The role of foreign aid in Southeast Asia's energy transition," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(1), pages 96-109, February.
    4. Hottenroth, H. & Sutardhio, C. & Weidlich, A. & Tietze, I. & Simon, S. & Hauser, W. & Naegler, T. & Becker, L. & Buchgeister, J. & Junne, T. & Lehr, U. & Scheel, O. & Schmidt-Scheele, R. & Ulrich, P. , 2022. "Beyond climate change. Multi-attribute decision making for a sustainability assessment of energy system transformation pathways," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    5. Tobias Witt & Matthias Klumpp, 2021. "Multi-Period Multi-Criteria Decision Making under Uncertainty: A Renewable Energy Transition Case from Germany," Sustainability, MDPI, vol. 13(11), pages 1-20, June.
    6. Humaira Yasmeen & Hashim Zameer, 2024. "Dynamics of energy transition and climate actions on sustainable cities: A cross country comparison of East Asia and Pacific," Review of Development Economics, Wiley Blackwell, vol. 28(4), pages 1319-1344, November.
    7. Sendstad, Lars H. & Hagspiel, Verena & Mikkelsen, Wilhelm Jebsen & Ravndal, Ruben & Tveitstøl, Martin, 2022. "The impact of subsidy retraction on European renewable energy investments," Energy Policy, Elsevier, vol. 160(C).
    8. Su, Xiang & Tan, Junlan, 2023. "Regional energy transition path and the role of government support and resource endowment in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 174(C).
    9. Cox, John C. & Huang, Chi-fu, 1989. "Optimal consumption and portfolio policies when asset prices follow a diffusion process," Journal of Economic Theory, Elsevier, vol. 49(1), pages 33-83, October.
    10. Gao, Jianwei & Guo, Fengjia & Ma, Zeyang & Huang, Xin & Li, Xiangzhen, 2020. "Multi-criteria group decision-making framework for offshore wind farm site selection based on the intuitionistic linguistic aggregation operators," Energy, Elsevier, vol. 204(C).
    11. Rivero-Iglesias, Jose M. & Puente, Javier & Fernandez, Isabel & León, Omar, 2023. "Integrated model for the assessment of power generation alternatives through analytic hierarchy process and a fuzzy inference system. Case study of Spain," Renewable Energy, Elsevier, vol. 211(C), pages 563-581.
    12. Gao, Jianwei & Wang, Yaping & Guo, Fengjia & Chen, Jiayi, 2024. "A two-stage decision framework for GIS-based site selection of wind-photovoltaic-hybrid energy storage project using LSGDM method," Renewable Energy, Elsevier, vol. 222(C).
    13. Jia, Zhen & Li, He & Lu, Juan & Zhang, Yalong, 2024. "Can issuing carbon neutral bonds promote low-carbon investment in renewable energy industry？," Renewable Energy, Elsevier, vol. 234(C).
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