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Understanding spatial-temporal evolution of renewable energy technology innovation in China: Evidence from convergence analysis

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  • Bai, Caiquan
  • Feng, Chen
  • Du, Kerui
  • Wang, Yuansheng
  • Gong, Yuan

Abstract

This paper constructs a knowledge-stock indicator to explore the trend of renewable energy technology innovation (RETI) levels across China's provinces during 1997–2015. First, the spatial-temporal evolution is analyzed. Second, the convergence characteristics and patterns are identified through the nonlinear time-varying factor model and the relative transition path curves. Third, the drivers of convergence behaviors are examined. The results are as follows: (i) China's RETI experienced a spurt of development. Its spatial pattern has changed significantly, and the average annual growth rate has also shown spatial differences; (ii) China's provincial RETI level was not converged as a whole during the sample period, but exhibited club convergence characteristics. The 30 provinces eventually converged to three clubs with large differences in average RETI level and annual growth rate; (iii) the provinces with a more optimized industrial structure, a greater R&D investment intensity, and a higher environmental regulation intensity tended to converge to the club with a higher innovation level and growth rate.

Suggested Citation

  • Bai, Caiquan & Feng, Chen & Du, Kerui & Wang, Yuansheng & Gong, Yuan, 2020. "Understanding spatial-temporal evolution of renewable energy technology innovation in China: Evidence from convergence analysis," Energy Policy, Elsevier, vol. 143(C).
  • Handle: RePEc:eee:enepol:v:143:y:2020:i:c:s0301421520303128
    DOI: 10.1016/j.enpol.2020.111570
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    References listed on IDEAS

    as
    1. Grafström, Jonas & Lindman, Åsa, 2017. "Invention, innovation and diffusion in the European wind power sector," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 179-191.
    2. Lionel Nesta & Francesco Vona & Francesco Nicolli, 2012. "Environmental Policies, Product Market Regulation and Innovation in Renewable Energy," Working Papers 2012.90, Fondazione Eni Enrico Mattei.
    3. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    4. Wang, Xiaolei & Wen, Xiaohui & Xie, Chunping, 2018. "An evaluation of technical progress and energy rebound effects in China's iron & steel industry," Energy Policy, Elsevier, vol. 123(C), pages 259-265.
    5. Lin, Boqiang & Chen, Yufang, 2019. "Does electricity price matter for innovation in renewable energy technologies in China?," Energy Economics, Elsevier, vol. 78(C), pages 259-266.
    6. Joachim Schnurbus & Harry Haupt & Verena Meier, 2017. "Economic Transition and Growth: A Replication," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(5), pages 1039-1042, August.
    7. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    8. Wang, Shaojian & Fang, Chuanglin & Wang, Yang, 2016. "Spatiotemporal variations of energy-related CO2 emissions in China and its influencing factors: An empirical analysis based on provincial panel data," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 505-515.
    9. Rubashkina, Yana & Galeotti, Marzio & Verdolini, Elena, 2015. "Environmental regulation and competitiveness: Empirical evidence on the Porter Hypothesis from European manufacturing sectors," Energy Policy, Elsevier, vol. 83(C), pages 288-300.
    10. Ben-David, Dan, 1998. "Convergence clubs and subsistence economies," Journal of Development Economics, Elsevier, vol. 55(1), pages 155-171, February.
    11. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic growth and financial development in the Sub Saharan African countries," Energy, Elsevier, vol. 39(1), pages 180-186.
    12. Beise, Marian & Rennings, Klaus, 2005. "Lead markets and regulation: a framework for analyzing the international diffusion of environmental innovations," Ecological Economics, Elsevier, vol. 52(1), pages 5-17, January.
    13. Li, Ke & Lin, Boqiang, 2016. "Impact of energy technology patents in China: Evidence from a panel cointegration and error correction model," Energy Policy, Elsevier, vol. 89(C), pages 214-223.
    14. Andre Jungmittag, 2004. "Innovations, technological specialisation and economic growth in the EU," International Economics and Economic Policy, Springer, vol. 1(2), pages 247-273, January.
    15. Plank, Josef & Doblinger, Claudia, 2018. "The firm-level innovation impact of public R&D funding: Evidence from the German renewable energy sector," Energy Policy, Elsevier, vol. 113(C), pages 430-438.
    16. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    17. Dayong Zhang & David C. Broadstock, 2016. "Club Convergence in the Energy Intensity of China," The Energy Journal, , vol. 37(3), pages 137-158, July.
    18. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    19. Wang, Zheng & Zhu, Yanshuo & Zhu, Yongbin & Shi, Ying, 2016. "Energy structure change and carbon emission trends in China," Energy, Elsevier, vol. 115(P1), pages 369-377.
    20. Martín, Carmela & Mulas-Granados, Carlos & Sanz, Ismael, 2005. "Spatial distribution of R&D expenditure and patent applications across EU regions and its impact on economic cohesion," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 6, pages 41-61.
    21. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    22. Liu, Liwei & Sun, Xiaoru & Chen, Chuxiang & Zhao, Erdong, 2016. "How will auctioning impact on the carbon emission abatement cost of electric power generation sector in China?," Applied Energy, Elsevier, vol. 168(C), pages 594-609.
    23. Sapkota, Alka & Lu, Zhibo & Yang, Haizhen & Wang, Juan, 2014. "Role of renewable energy technologies in rural communities' adaptation to climate change in Nepal," Renewable Energy, Elsevier, vol. 68(C), pages 793-800.
    24. Hua Wang & Nlandu Mamingi & Benoit Laplante & Susmita Dasgupta, 2003. "Incomplete Enforcement of Pollution Regulation: Bargaining Power of Chinese Factories," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 24(3), pages 245-262, March.
    25. Archibugi, Daniele & Pianta, Mario, 1994. "Aggregate Convergence and Sectoral Specialization in Innovation," Journal of Evolutionary Economics, Springer, vol. 4(1), pages 17-33, March.
    26. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    27. Hille, Erik & Althammer, Wilhelm & Diederich, Henning, 2020. "Environmental regulation and innovation in renewable energy technologies: Does the policy instrument matter?," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    28. Sebri, Maamar & Ben-Salha, Ousama, 2014. "On the causal dynamics between economic growth, renewable energy consumption, CO2 emissions and trade openness: Fresh evidence from BRICS countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 14-23.
    29. Jonas Grafström, 2018. "Divergence of renewable energy invention efforts in Europe: an econometric analysis based on patent counts," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 20(4), pages 829-859, October.
    30. Christidou, Maria & Panagiotidis, Theodore & Sharma, Abhijit, 2013. "On the stationarity of per capita carbon dioxide emissions over a century," Economic Modelling, Elsevier, vol. 33(C), pages 918-925.
    31. Agbemabiese, Lawrence & Nyangon, Joseph & Lee, Jae-Seung & Byrne, John, 2018. "Enhancing Climate Finance Readiness: A Review of Selected Investment Frameworks as Tools of Multilevel Governance," MPRA Paper 91488, University Library of Munich, Germany.
    32. Yan, Zheming & Ouyang, Xiaoling & Du, Kerui, 2019. "Economy-wide estimates of energy rebound effect: Evidence from China's provinces," Energy Economics, Elsevier, vol. 83(C), pages 389-401.
    33. Ländner, Eva-Maria & Märtz, Alexandra & Schöpf, Michael & Weibelzahl, Martin, 2019. "From energy legislation to investment determination: Shaping future electricity markets with different flexibility options," Energy Policy, Elsevier, vol. 129(C), pages 1100-1110.
    34. Ewing, Bradley T. & Payne, James E. & Caporin, Massimilano, 2022. "The Asymmetric Impact of Oil Prices and Production on Drilling Rig Trajectory: A correction," Resources Policy, Elsevier, vol. 79(C).
    35. Boqiang Lin & Yufang Chen, 2018. "Carbon Price in China: A CO2 Abatement Cost of Wind Power Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(7), pages 1653-1671, May.
    36. Yang, Dong-xiao & Chen, Zi-yue & Yang, Yong-cong & Nie, Pu-yan, 2019. "Green financial policies and capital flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 522(C), pages 135-146.
    37. Kerui Du, 2017. "Econometric convergence test and club clustering using Stata," Stata Journal, StataCorp LP, vol. 17(4), pages 882-900, December.
    38. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    39. Caiquan Bai & Yuehua Mao & Yuan Gong & Chen Feng, 2019. "Club Convergence and Factors of Per Capita Transportation Carbon Emissions in China," Sustainability, MDPI, vol. 11(2), pages 1-13, January.
    40. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    41. Lin, Boqiang & Chen, Yufang & Zhang, Guoliang, 2017. "Technological progress and rebound effect in China's nonferrous metals industry: An empirical study," Energy Policy, Elsevier, vol. 109(C), pages 520-529.
    42. Scott Stern & Michael E. Porter & Jeffrey L. Furman, 2000. "The Determinants of National Innovative Capacity," NBER Working Papers 7876, National Bureau of Economic Research, Inc.
    43. Zheng-Xia He & Shi-Chun Xu & Qin-Bin Li & Bin Zhao, 2018. "Factors That Influence Renewable Energy Technological Innovation in China: A Dynamic Panel Approach," Sustainability, MDPI, vol. 10(1), pages 1-30, January.
    44. Xu, Bin & Lin, Boqiang, 2018. "Assessing the development of China's new energy industry," Energy Economics, Elsevier, vol. 70(C), pages 116-131.
    45. Baumol, William J, 1986. "Productivity Growth, Convergence, and Welfare: What the Long-run Data Show," American Economic Review, American Economic Association, vol. 76(5), pages 1072-1085, December.
    46. Steve Dowrick & Mark Rogers, 2002. "Classical and technological convergence: beyond the Solow-Swan growth model," Oxford Economic Papers, Oxford University Press, vol. 54(3), pages 369-385, July.
    47. Zhang, Anming & Zhang, Yimin & Zhao, Ronald, 2003. "A study of the R&D efficiency and productivity of Chinese firms," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 444-464, September.
    48. Wang, S.S. & Zhou, D.Q. & Zhou, P. & Wang, Q.W., 2011. "CO2 emissions, energy consumption and economic growth in China: A panel data analysis," Energy Policy, Elsevier, vol. 39(9), pages 4870-4875, September.
    49. Liang, Yuanyuan & Yu, Biying & Wang, Lu, 2019. "Costs and benefits of renewable energy development in China's power industry," Renewable Energy, Elsevier, vol. 131(C), pages 700-712.
    50. Dai, Hancheng & Xie, Xuxuan & Xie, Yang & Liu, Jian & Masui, Toshihiko, 2016. "Green growth: The economic impacts of large-scale renewable energy development in China," Applied Energy, Elsevier, vol. 162(C), pages 435-449.
    51. Pitelis, Alkis & Vasilakos, Nicholas & Chalvatzis, Konstantinos, 2020. "Fostering innovation in renewable energy technologies: Choice of policy instruments and effectiveness," Renewable Energy, Elsevier, vol. 151(C), pages 1163-1172.
    52. Cheong, Tsun Se & Li, Victor Jing & Shi, Xunpeng, 2019. "Regional disparity and convergence of electricity consumption in China: A distribution dynamics approach," China Economic Review, Elsevier, vol. 58(C).
    53. Chan, Hing Kai & Yee, Rachel W.Y. & Dai, Jing & Lim, Ming K., 2016. "The moderating effect of environmental dynamism on green product innovation and performance," International Journal of Production Economics, Elsevier, vol. 181(PB), pages 384-391.
    54. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
    55. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
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