Clean Energy, Carbon Emissions, and Green Economic Transition in China
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Abstract
China’s continued expansion of clean energy makes it important to distinguish realized clean energy use from the physical deployment of renewable energy infrastructure. Within an energy–carbon–economy conceptual framework, this study examined whether greater clean energy development was associated with lower carbon emission intensity and a higher level of green economic transition, and whether physical photovoltaic deployment displayed the same regional pattern as realized clean energy consumption. Balanced panel data from 30 Chinese provinces for 2011–2023 were analyzed using two-way fixed effects models. Green economic transition was measured using the Global Malmquist–Luenberger green total factor productivity index. Potential channels through green technological innovation and industrial structure upgrading and differences across regional economic and resource conditions were also examined. Robustness was evaluated through sample exclusion, propensity score matching, and instrumental variable estimation. An extension combined remotely sensed photovoltaic deployment with surface solar radiation data for 2011–2022 to construct deployment-based and radiation-weighted indicators. The results showed that greater clean energy development was significantly associated with lower carbon emission intensity and a higher level of green economic transition, and these relationships remained robust. Green technological innovation and industrial structure upgrading provided evidence of possible transmission channels, while the estimated relationships differed across regional groups. However, the photovoltaic indicators did not reproduce the same lower-carbon and higher-green-transition pattern observed for consumption-based clean energy development. These results indicate that solar electromagnetic radiation conditions, photovoltaic infrastructure deployment, and realized clean energy utilization represent related but distinct stages of the energy transition. By linking remotely sensed photovoltaic conditions and solar radiation with regional environmental and economic outcomes, this study provides a system-level perspective connecting the physical foundations of photovoltaic energy conversion with low-carbon and green development.
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References
IPCC, “Climate change 2021: The physical science basis,” Cambridge, UK: Cambridge University Press; 2021, doi: 10.1017/9781009157896.
F. V. Bekun, F. Emir, and S. A. Sarkodie, “Another look at the relationship between energy consumption, carbon dioxide emissions, and economic growth in South Africa,” The Science of the Total Environment, vol. 655, pp. 759-765, 2019, doi: 10.1016/j.scitotenv.2018.11.271.
G. Yam, O. P. Tripathi, and D. N. Das, “Modelling of total soil carbon using readily available soil variables in temperate forest of Eastern Himalaya, Northeast India,” Geology, Ecology, and Landscapes, vol. 5, no. 3, pp. 209-216, 2021, doi: 10.1080/24749508.2019.1706295.
J. L. Holechek, H. M. E. Geli, M. N. Sawalhah, and R. Valdez, “A global assessment: Can renewable energy replace fossil fuels by 2050?” Sustainability, vol. 14, no. 8, 4792, 2022, doi: 10.3390/su14084792.
X. Liang, T. Lu, and G. Yishake, “How to promote residents' use of green space: An empirically grounded agent-based modeling approach,” Urban Forestry and Urban Greening, vol. 67, 127435, 2022, doi: 10.1016/j.ufug.2021.127435.
C. Zhao, S. Ju, Y. Xue, T. Ren, Y. Ji, and X. Chen, “China's energy transitions for carbon neutrality: Challenges and opportunities,” Carbon Neutrality, vol. 1, no. 1, 7, 2022, doi: 10.1007/s43979-022-00010-y.
J. Zheng, Z. Mi, D. M. Coffman, S. Milcheva, Y. Shan, D. Guan, et al., “Regional development and carbon emissions in China,” Energy Economics, vol. 81, pp. 25-36, 2019, doi: 10.1016/j.eneco.2019.03.003.
M. Crippa, G. Oreggioni, D. Guizzardi, M. Muntean, E. Schaaf, E. Lo Vullo, et al., “Fossil CO2 and GHG emissions of all world countries – 2021 report,” Luxembourg, Luxembourg: Publications Office of the European Union; 2021, doi: 10.2760/173513.
F. V. Bekun, B. A. Gyamfi, S. T. Onifade, and M. O. Agboola, “Beyond the Environmental Kuznets Curve in E7 economies: Accounting for the combined impacts of institutional quality and renewables,” Journal of Cleaner Production, vol. 314, 127924, 2021, doi: 10.1016/j.jclepro.2021.127924.
D. Gielen, F. Boshell, D. Saygin, M. D. Bazilian, N. Wagner, and R. Gorini, “The role of renewable energy in the global energy transformation,” Energy Strategy Reviews, vol. 24, pp. 38-50, 2019, doi: 10.1016/j.esr.2019.01.006.
Y. Chen, Z. Wang, and Z. Zhong, “CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China,” Renewable Energy, vol. 131, pp. 208-216, 2019, doi: 10.1016/j.renene.2018.07.047.
Z. Zhang, Y. H. Chen, and C. M. Wang, “Can CO2 emission reduction and economic growth be compatible? Evidence from China,” Frontiers in Energy Research, vol. 9, 693767, 2021, doi: 10.3389/fenrg.2021.693767.
K. Ahmed, B. Khan, and M. Shahbaz, “Pathways to China's carbon neutrality and clean energy transition: Evidence from the three decades long stricter environmental regulations,” Sustainable Futures, vol. 8, 100296, 2024, doi: 10.1016/j.sftr.2024.100296.
K. M. Seltzer, D. T. Shindell, P. Kasibhatla, and C. S. Malley, “Magnitude, trends, and impacts of ambient long-term ozone exposure in the United States from 2000 to 2015,” Atmospheric Chemistry and Physics, vol. 20, no. 3, pp. 1757-1775, 2020, doi: 10.5194/acp-20-1757-2020.
W. McDowall, Y. Geng, B. Huang, E. Bartekova, R. Bleischwitz, S. Turkeli, et al., “Circular economy policies in China and Europe,” Journal of Industrial Ecology, vol. 21, no. 3, pp. 651-661, 2017, doi: 10.1111/jiec.12597.
Carbon Brief, “The Carbon Brief profile: China,” Carbon Brief, 2023, [Online]. Available: https://interactive.carbonbrief.org/the-carbon-brief-profile-china/.
National Development and Reform Commission (NDRC), “Action plan for carbon dioxide peaking before 2030,” Government of the People's Republic of China; 2021, [Online]. Available: https://en.ndrc.gov.cn/policies/202110/t20211027_1301020.html.
International Carbon Action Partnership (ICAP), “China: National ETS,” International Carbon Action Partnership, 2024, [Online]. Available: https://icapcarbonaction.com/en/ets/china-national-ets.
Energy Institute, “Statistical review of world energy 2024,” London, UK: Energy Institute; 2024, [Online]. Available: https://www.energyinst.org/statistical-rev.
C. C. Lee, F. Wang, and Y. F. Chang, “Does green finance promote renewable energy? Evidence from China,” Resources Policy, vol. 82, 103439, 2023, doi: 10.1016/j.resourpol.2023.103439.
C. Baccouch, C. Bahar, H. Sakli, and T. Aguili, “Design of a compact solar cell meshed antenna for WLAN/WIMAX application,” Advanced Electromagnetics, vol. 10, no. 1, pp. 46 – 51, 2021, doi: 10.7716/aem.v10i1.1476.
Y. Chen, J. Zhou, Y. Ge, and J. Dong, “Uncovering the rapid expansion of photovoltaic power plants in China from 2010 to 2022 using satellite data and deep learning,” Remote Sensing of Environment, vol. 305, 114100, 2024.
M. A. Gonzalez-Alvarez and A. Montanes, “CO2 emissions, energy consumption, and economic growth: Determining the stability of the 3E relationship,” Economic Modelling, vol. 121, 106195, 2023, doi: 10.1016/j.econmod.2023.106195.
J. Fu, X. Qu, and X. Huang, “Does the reduction of CO2 emissions from renewable energy generation vary depending on economic and industrial structure? Empirical evidence from major CO2 emitting countries,” Energy, vol. 330, 136794, 2025, doi: 10.1016/j.energy.2025.136794.
R. Rafaty, G. Dolphin, and F. Pretis, “Carbon pricing and the elasticity of CO2 emissions [Preprint],” SSRN Electronic Journal, 2022, doi: 10.2139/ssrn.4188459.
A. Lorente-de-Las-Casas and G. A. Marrero, “Impact of renewable energies on CO2 emissions in the OECD,” Energy Sources, Part B: Economics, Planning, and Policy, vol. 20, no. 1, 2517325, 2025, doi: 10.1080/15567249.2025.2517325.
M. Kongkuah and N. Alessa, “Renewable energy and carbon intensity: Global evidence from 184 countries (2000-2020),” Energies (Basel), vol. 18, no. 13, 3236, 2025, doi: 10.3390/en18133236.
S. Mukhtarov, F. Aliyev, J. Aliyev, and R. Ajayi, “Renewable energy consumption and carbon emissions: Evidence from an oil-rich economy,” Sustainability, vol. 15, no. 1, 134, 2023, doi: 10.3390/su15010134.
L. Wang, Y. He, and R. Wu, “The Green Engine of Growth: Assessing the Influence of Renewable Energy Consumption and Environmental Policy on China's Economic Sustainability,” Sustainability, vol. 16, no. 8, 3120, 2024, doi: 10.3390/su16083120.
P. Xie, Z. Zhu, G. Hu, and J. Huang, “Renewable energy and economic growth hypothesis: Evidence from N-11 countries,” Economic Research-Ekonomska Istraživanja, vol. 36, no. 1, pp. 1-21, 2023, doi: 10.1080/1331677X.2022.2121741.
Y. Hao, “The relationship between renewable energy consumption, carbon emissions, output, and export in industrial and agricultural sectors: Evidence from China,” Environmental Science and Pollution Research, vol. 29, no. 42, pp. 63081-63098, 2022, doi: 10.1007/s11356-022-20141-0.
X. Liu, Q. Niu, S. Dong, and S. Zhong, “How does renewable energy consumption affect carbon emission intensity? Temporal-spatial impact analysis in China,” Energy, vol. 284, 128690, 2023, doi: 10.1016/j.energy.2023.128690.
Z. Mirziyoyeva and R. Salahodjaev, “Renewable energy, GDP and CO2 emissions in high-globalized countries,” Frontiers in Energy Research, vol. 11, 1123269, 2023, doi: 10.3389/fenrg.2023.1123269.
I. Appiah-Otoo, X. Chen, and M. B. Kursah, “Modelling the impact of renewable energy investment on global carbon dioxide emissions,” Energy Reports, vol. 10, pp. 3787-3799, 2023, doi: 10.1016/j.egyr.2023.10.043.
OECD, “Green Growth Indicators 2014,” OECD Green Growth Studies. Paris, France: OECD Publishing; 2014, doi: 10.1787/9789264202030-en.
C. Liu, H. Padhan, V. Rekha, and G. Gozgor, “The path to green growth in OECD economies: The role of energy transition and education,” Energy Economics, vol. 145, 108419, 2025, doi: 10.1016/j.eneco.2025.108419.
S. B. Belgacem, N. A. Adam, G. Khatoon, and P. S. Pawar, “Do green finance, low-carbon energy transition, and economic growth help in environmental investment?: Empirical evidence from emerging economies in Asia,” Geological Journal, vol. 58, no. 9, pp. 3259–3267, 2023, doi: 10.1002/gj.4712.
Z. Zhang and H. Chen, “Dynamic interaction of renewable energy technological innovation, environmental regulation intensity, and carbon pressure: Evidence from China,” Renewable Energy, vol. 192, pp. 420-430, 2022, doi: 10.1016/j.renene.2022.04.136.
N. Johnstone, I. Hascic, and D. Popp, “Renewable energy policies and technological innovation: Evidence based on patent counts,” Environmental and Resource Economics, vol. 45, no. 1, pp. 133-155, 2010, doi: 10.1007/s10640-009-9309-1.
X. J. Sun, J. Tang, and S. L. Li, “Promote green innovation in manufacturing enterprises in the aspect of government subsidies in China,” International Journal of Environmental Research and Public Health, vol. 19, no. 13, 7864, 2022, doi: 10.3390/ijerph19137864.
T. Su, Y. Chen, and B. Lin, “Uncovering the role of renewable energy innovation in China's low-carbon transition: Evidence from total-factor carbon productivity,” Environmental Impact Assessment Review, vol. 101, 107128, 2023, doi: 10.1016/j.eiar.2023.107128.
M. Ahmad, G. Jabeen, and Y. Wu, “Heterogeneity of pollution haven/halo hypothesis and environmental Kuznets curve hypothesis across development levels of Chinese provinces,” Journal of Cleaner Production, vol. 285, 124898, 2021, doi: 10.1016/j.jclepro.2020.124898.
L. Dong, G. Miao, and W. Wen, “China's carbon neutrality policy: Objectives, impacts and paths,” East Asian Policy (Singapore), vol. 13, no. 1, pp. 5-18, 2021, doi: 10.1142/S1793930521000015.
W. Jia, X. Jia, L. Wu, Y. Guo, T. Yang, E. Wang, et al., “Research on regional differences of the impact of clean energy development on carbon dioxide emission and economic growth,” Humanities and Social Sciences Communications, vol. 9, no. 1, pp. 1-14, 2022, doi: 10.1057/s41599-021-01030-2.
A. Ansar, B. Flyvbjerg, A. Budzier, and D. Lunn, “Should we build more large dams? The actual costs of hydropower development,” Energy Policy, vol. 69, pp. 43-56, 2014, doi: 10.1016/j.enpol.2013.10.069.
T. Jiang, “Mediating and moderating effects in causal inference empirical research [in Chinese],” China Industrial Economics, vol. 100, no. 5, pp. 120-135, 2022.
L. Chen, C. Liu, Z. Li, and D. Wu, “The impact of clean energy demonstration province policies on carbon intensity in Chinese counties based on the multi-phase PSM-DID method,” Environmental Science and Pollution Research, vol. 31, pp. 12978-12994, 2024, doi: 10.1007/s11356-023-31799-5.
S. Liu, Z. Bie, J. Lin, and X. Wang, “Curtailment of renewable energy in Northwest China and market-based solutions,” Energy Policy, vol. 123, pp. 494-502, 2018, doi: 10.1016/j.enpol.2018.09.007.
S. Yu, X. Hu, L. Li, and H. Chen, “Does the development of renewable energy promote carbon reduction? Evidence from Chinese provinces,” Journal of Environmental Management, vol. 268, 110634, 2020, doi: 10.1016/j.jenvman.2020.110634.
L. Wang, “Research on the dynamic relationship between China's renewable energy consumption and carbon emissions based on ARDL model,” Resources Policy, vol. 77, 102764, 2022, doi: 10.1016/j.resourpol.2022.102764.
M. Li, X. Mu, L. Xie, Z. Zeng, and G. Hu, “Investigating the heterogeneous nonlinear effect of renewable energy development on green total factor productivity: Evidence from provincial-level data in China,” Environment, Development and Sustainability, vol. 26, no. 5, pp. 13429-13453, 2024, doi: 10.1007/s10668-023-04231-8.
F. Xie, B. Zhang, and N. Wang, “Non-linear relationship between energy consumption transition and green total factor productivity: A perspective on different technology paths,” Sustainable Production and Consumption, vol. 28, pp. 91-104, 2021, doi: 10.1016/j.spc.2021.03.036.