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Industrial trade and embodied energy transfer patterns analysis in China: A perspective of multilayer complex networks

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  • Pang, Qinghua
  • Lv, Xueping
  • Zhang, Lina

Abstract

The increasingly complex relationship between industrial trade and energy use challenges energy supply security. Moreover, the intricate links within economic sectors and across provincial boundaries underscore the necessity of employing multilayer network analysis. Based on the environmentally extended multiregional input-output method, the structural characteristics and key nodes of industrial trade and embodied energy multilayer networks in 2012 and 2017 are compared from a systematic and dynamic perspective. The results revealed that industrial trade and embodied energy multilayer networks exhibit structural interconnections driven by regional industrial endowments and sectoral energy intensities. The similarity in centrality patterns underscores the dependency of energy flows on economic trade networks, whereas layer-specific nodal prominences reflect sectoral specialization and spatial resource distributions, indicating that production efficiency and energy policies shape network heterogeneity. Regional analysis revealed that Guangdong, Hebei, Jiangsu, Shanghai, and Zhejiang consistently dominated the centrality rankings. S3, S5, and S7 emerged as critical due to their substantial influence, intermediary roles, and high centrality, playing pivotal parts in both networks. This research contributes to advancing sustainable development across economic, resource, and environmental dimensions while mitigating risks associated with China's energy supply, thereby offering fresh insights into enhancing energy security.

Suggested Citation

  • Pang, Qinghua & Lv, Xueping & Zhang, Lina, 2025. "Industrial trade and embodied energy transfer patterns analysis in China: A perspective of multilayer complex networks," Energy, Elsevier, vol. 332(C).
  • Handle: RePEc:eee:energy:v:332:y:2025:i:c:s0360544225029068
    DOI: 10.1016/j.energy.2025.137264
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    1. Xu, Duo & Liu, Gengyuan & Meng, Fanxin & Yan, Ningyu & Li, Hui & Agostinho, Feni & Almeida, Cecilia MVB & Giannetti, Biagio F, 2023. "Sector aggregation effect on embodied carbon emission based on city-centric global multi-region input-output (CCG-MRIO) model," Ecological Modelling, Elsevier, vol. 484(C).
    2. Jones, Glenn A. & Warner, Kevin J., 2016. "The 21st century population-energy-climate nexus," Energy Policy, Elsevier, vol. 93(C), pages 206-212.
    3. Zhang, Shuai & Yang, Dewei & Ji, Yijia & Meng, Haishan & Zhou, Tian & Zhang, Junmei & Yang, Hang, 2024. "Spatio-temporal patterns and cascading risks of embodied energy flows in China," Energy, Elsevier, vol. 298(C).
    4. Tang, Miaohan & Hong, Jingke & Liu, Guiwen & Shen, Geoffrey Qiping, 2019. "Exploring energy flows embodied in China's economy from the regional and sectoral perspectives via combination of multi-regional input–output analysis and a complex network approach," Energy, Elsevier, vol. 170(C), pages 1191-1201.
    5. Bortolamedi, Markus, 2015. "Accounting for hidden energy dependency: The impact of energy embodied in traded goods on cross-country energy security assessments," Energy, Elsevier, vol. 93(P2), pages 1361-1372.
    6. Zhang, Bo & Chen, Z.M. & Xia, X.H. & Xu, X.Y. & Chen, Y.B., 2013. "The impact of domestic trade on China's regional energy uses: A multi-regional input–output modeling," Energy Policy, Elsevier, vol. 63(C), pages 1169-1181.
    7. Kippenberg, Eva, 2005. "Sectoral linkages of foreign direct investment firms to the Czech economy," Research in International Business and Finance, Elsevier, vol. 19(2), pages 251-265, June.
    8. Wang, Zhaohua & Zhang, Hongzhi & Li, Hao & Wang, Song & Wang, Zhenpo, 2023. "Identifying the key factors to China's unsustainable external circulation through the accounting of the flow of embodied energy and virtual water," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    9. Liu, Hongtao & Polenske, Karen R. & Guilhoto, Joaquim José Martins & Xi, Youmin, 2014. "Direct and indirect energy use in China and the United States," Energy, Elsevier, vol. 71(C), pages 414-420.
    10. Yang, Ranran & Long, Ruyin & Yue, Ting & Shi, Haihong, 2014. "Calculation of embodied energy in Sino-USA trade: 1997–2011," Energy Policy, Elsevier, vol. 72(C), pages 110-119.
    11. Rahman, Mohammad Mafizur & Mamun, Shamsul Arifeen Khan, 2016. "Energy use, international trade and economic growth nexus in Australia: New evidence from an extended growth model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 806-816.
    12. Hong, Jingke & Shen, Geoffrey Qiping & Guo, Shan & Xue, Fan & Zheng, Wei, 2016. "Energy use embodied in China׳s construction industry: A multi-regional input–output analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 1303-1312.
    13. Chen, G.Q. & Wu, X.F., 2017. "Energy overview for globalized world economy: Source, supply chain and sink," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 735-749.
    14. Shi, Jianglan & Li, Huajiao & Guan, Jianhe & Sun, Xiaoqi & Guan, Qing & Liu, Xiaojia, 2017. "Evolutionary features of global embodied energy flow between sectors: A complex network approach," Energy, Elsevier, vol. 140(P1), pages 395-405.
    15. Chen, B. & Li, J.S. & Wu, X.F. & Han, M.Y. & Zeng, L. & Li, Z. & Chen, G.Q., 2018. "Global energy flows embodied in international trade: A combination of environmentally extended input–output analysis and complex network analysis," Applied Energy, Elsevier, vol. 210(C), pages 98-107.
    16. Wen, Mei, 2004. "Relocation and agglomeration of Chinese industry," Journal of Development Economics, Elsevier, vol. 73(1), pages 329-347, February.
    17. Hu, Ying & Yu, Yang & Mardani, Abbas, 2021. "Selection of carbon emissions control industries in China: An approach based on complex networks control perspective," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    18. Zhang, B. & Qiao, H. & Chen, Z.M. & Chen, B., 2016. "Growth in embodied energy transfers via China’s domestic trade: Evidence from multi-regional input–output analysis," Applied Energy, Elsevier, vol. 184(C), pages 1093-1105.
    19. Ren, Bo & Li, Huajiao & Shi, Jianglan & Liu, Yanxin & Qi, Yajie, 2022. "Identifying the key sectors and paths of the embodied energy in BRICS nations: A weighted multilayer network approach," Energy, Elsevier, vol. 239(PB).
    20. Li, Yilin & Chen, Bin & Li, Chaohui & Li, Zhi & Chen, Guoqian, 2020. "Energy perspective of Sino-US trade imbalance in global supply chains," Energy Economics, Elsevier, vol. 92(C).
    21. Kitamura, Toshihiko & Managi, Shunsuke, 2017. "Driving force and resistance: Network feature in oil trade," Applied Energy, Elsevier, vol. 208(C), pages 361-375.
    22. Wu, X.F. & Chen, G.Q., 2018. "Coal use embodied in globalized world economy: From source to sink through supply chain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 978-993.
    23. Sergey V. Buldyrev & Roni Parshani & Gerald Paul & H. Eugene Stanley & Shlomo Havlin, 2010. "Catastrophic cascade of failures in interdependent networks," Nature, Nature, vol. 464(7291), pages 1025-1028, April.
    24. Wang, Xianzhu & Huang, He & Hong, Jingke & Ni, Danfei & He, Rongxiao, 2020. "A spatiotemporal investigation of energy-driven factors in China: A region-based structural decomposition analysis," Energy, Elsevier, vol. 207(C).
    25. Luiz G. A. Alves & Giuseppe Mangioni & Francisco A. Rodrigues & Pietro Panzarasa & Yamir Moreno, 2018. "Unfolding the complexity of the global value chain: Strengths and entropy in the single-layer, multiplex, and multi-layer international trade networks," Papers 1809.07407, arXiv.org, revised Dec 2018.
    26. Zhang, Xiaomei & Su, Bin & Yang, Jun & Cong, Jianhui, 2022. "Analysis of Shanxi Province's energy consumption and intensity using input-output framework (2002–2017)," Energy, Elsevier, vol. 250(C).
    27. Manlio De Domenico & Albert Solé-Ribalta & Elisa Omodei & Sergio Gómez & Alex Arenas, 2015. "Ranking in interconnected multilayer networks reveals versatile nodes," Nature Communications, Nature, vol. 6(1), pages 1-6, November.
    28. Yan, Junna & Su, Bin, 2020. "Spatial differences in energy performance among four municipalities of China: From both the aggregate and final demand perspectives," Energy, Elsevier, vol. 204(C).
    29. Cheng, Mengyao & Wu, Jialu & Li, Chaohui & Jia, Yuanxin & Xia, Xiaohua, 2023. "Tele-connection of global agricultural land network: Incorporating complex network approach with multi-regional input-output analysis," Land Use Policy, Elsevier, vol. 125(C).
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