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Co-evolution of regional integration and green innovation under two-layer network

Author

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  • Xianjia Wang
  • Can Wang
  • Linzhao Xue

Abstract

With global low-carbon development, green innovation has becoming a key factor for countries to obtain and maintain core competitive advantages. However, the division of scientific research resources often fails to meet the requirements of economic development. Therefore, regional integration cooperation has become an inevitable choice for innovation and development. However, the effect of the impact, direction, and interaction of regional integration policies on green innovation decision-making remains uncertain. To study the synergistic development mechanism between the two, this study constructs a two-layer network model that includes the decision and influence layers and uses a graph neural network model to map the relationship between the two-layer networks. With the help of opinion dynamics model and public goods game model, we draw the following conclusions. (1) Limited communication between regions can encourage all parties to adopt active green innovation strategies. However, excessive communication can lead to disunity of opinions among all parties, which may not be conducive to green innovation and result in an increase in free-rider behavior. (2) Regional integration development can effectively prompt all parties to choose active green innovation strategies. (3) Increasing the breadth of regional integration cooperation is more effective in promoting the active participation of all parties in green innovation, compared to increasing the depth of regional integration cooperation. This study provides theoretical support for decision-making in regional integration and green innovation development.

Suggested Citation

  • Xianjia Wang & Can Wang & Linzhao Xue, 2025. "Co-evolution of regional integration and green innovation under two-layer network," Energy & Environment, , vol. 36(2), pages 565-591, March.
    • Handle: RePEc:sae:engenv:v:36:y:2025:i:2:p:565-591
    DOI: 10.1177/0958305X231177730
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    1. Chen, Xudong & Huang, Bihong, 2016. "Club membership and transboundary pollution: Evidence from the European Union enlargement," Energy Economics, Elsevier, vol. 53(C), pages 230-237.
    2. Berkowitz, Daniel & DeJong, David N., 2003. "Regional integration: an empirical assessment of Russia," Journal of Urban Economics, Elsevier, vol. 53(3), pages 541-559, May.
    3. Paramati, Sudharshan Reddy & Mo, Di & Huang, Ruixian, 2021. "The role of financial deepening and green technology on carbon emissions: Evidence from major OECD economies," Finance Research Letters, Elsevier, vol. 41(C).
    4. He, Weijun & Wang, Bo & Danish, & Wang, Zhaohua, 2018. "Will regional economic integration influence carbon dioxide marginal abatement costs? Evidence from Chinese panel data," Energy Economics, Elsevier, vol. 74(C), pages 263-274.
    5. Yu-Shan Chen & Shyh-Bao Lai & Chao-Tung Wen, 2006. "The Influence of Green Innovation Performance on Corporate Advantage in Taiwan," Journal of Business Ethics, Springer, vol. 67(4), pages 331-339, September.
    6. Feng, Yuhao & Wu, Shufan & Wu, Peixin & Su, Shiliang & Weng, Min & Bian, Meng, 2018. "Spatiotemporal characterization of megaregional poly-centrality: Evidence for new urban hypotheses and implications for polycentric policies," Land Use Policy, Elsevier, vol. 77(C), pages 712-731.
    7. JiYoung Park & G. William Page, 2017. "Innovative green economy, urban economic performance and urban environments: an empirical analysis of US cities," European Planning Studies, Taylor & Francis Journals, vol. 25(5), pages 772-789, May.
    8. Yunpeng Sun & Asif Razzaq, 2022. "Composite fiscal decentralisation and green innovation: Imperative strategy for institutional reforms and sustainable development in OECD countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 944-957, October.
    9. Farrell, Mary, 2004. "Regional integration and cohesion--lessons from Spain and Ireland in the EU," Journal of Asian Economics, Elsevier, vol. 14(6), pages 927-946, January.
    10. Wen Chen & Ying Wu & Wei Zhang, 2021. "China’s New Environmental Protection Law and Green Innovation: Evidence from Prefecture-Level Cities," Complexity, Hindawi, vol. 2021, pages 1-13, May.
    11. Wenhao Song & Hongyan Yu, 2018. "Green Innovation Strategy and Green Innovation: The Roles of Green Creativity and Green Organizational Identity," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(2), pages 135-150, March.
    12. Xu, Le & Fan, Meiting & Yang, Lili & Shao, Shuai, 2021. "Heterogeneous green innovations and carbon emission performance: Evidence at China's city level," Energy Economics, Elsevier, vol. 99(C).
    13. Yan, Zheming & Zou, Baoling & Du, Kerui & Li, Ke, 2020. "Do renewable energy technology innovations promote China's green productivity growth? Fresh evidence from partially linear functional-coefficient models," Energy Economics, Elsevier, vol. 90(C).
    14. Shu, Cheng & Xie, Hualin & Jiang, Jinfa & Chen, Qianru, 2018. "Is Urban Land Development Driven by Economic Development or Fiscal Revenue Stimuli in China?," Land Use Policy, Elsevier, vol. 77(C), pages 107-115.
    15. Daron Acemoğlu & Giacomo Como & Fabio Fagnani & Asuman Ozdaglar, 2013. "Opinion Fluctuations and Disagreement in Social Networks," Mathematics of Operations Research, INFORMS, vol. 38(1), pages 1-27, February.
    16. Him Chung, 2015. "Unequal Regionalism: Regional Planning in China and England," Planning Practice & Research, Taylor & Francis Journals, vol. 30(5), pages 570-586, October.
    17. Liu, Yansui, 2018. "Introduction to land use and rural sustainability in China," Land Use Policy, Elsevier, vol. 74(C), pages 1-4.
    18. Li, Jianglong & Lin, Boqiang, 2017. "Does energy and CO2 emissions performance of China benefit from regional integration?," Energy Policy, Elsevier, vol. 101(C), pages 366-378.
    19. Gao, Kang & Yuan, Yijun, 2021. "The effect of innovation-driven development on pollution reduction: Empirical evidence from a quasi-natural experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
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