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Assessing the dynamic linkage between energy efficiency, renewable energy consumption, and CO2 emissions in China

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Abstract

Efficient energy is crucial in reducing CO2 emissions. The researchers are digging for a new efficient source of energy in the modern era. Therefore, this study explores the dynamic impacts of energy efficiency and renewable energy consumption on CO2 emissions from 1991 to 2019 for China. By using the non-linear ARDL approach, we found that a negative shock in energy efficiency has a positive impact on CO2 emissions in long run. Furthermore, renewable energy consumption with positive shock has a negative significant impact on CO2 emissions, but negative shock in renewable energy consumption leads to increase pollution emissions in long run. Besides, positive shocks to energy efficiency and renewable energy consumption have also a favorable negative effect on CO2 emissions in the short run. While a negative shock in energy efficiency has only unobservable negative impacts on CO2 emissions in the short run. Based on findings, some policy measures are suggested to attain environmental sustainability in China.

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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Abbasi K, Jiao Z, Shahbaz M, Khan A (2020) Asymmetric impact of renewable and non-renewable energy on economic growth in Pakistan: new evidence from a nonlinear analysis. Energy Explor Exploit 38(5):1946–1967

    Google Scholar 

  • Adedoyin FF, Zakari A (2020) Energy consumption, economic expansion, and CO2 emission in the UK: the role of economic policy uncertainty. Sci Total Environ 738:140014

    CAS  Google Scholar 

  • Adedoyin FF, Gumede MI, Bekun FV, Etokakpan MU, Balsalobre-Lorente D (2020) Modelling coal rent, economic growth and CO2 emissions: does regulatory quality matter in BRICS economies? Sci Total Environ 710:136284

    CAS  Google Scholar 

  • Adedoyin FF, Agboola PO, Ozturk I, Bekun FV, Agboola MO (2021a) Environmental consequences of economic complexities in the EU amidst a booming tourism industry: accounting for the role of brexit and other crisis events. J Clean Prod 305:127117

    Google Scholar 

  • Adedoyin FF, Nathaniel S, Adeleye N (2021b) An investigation into the anthropogenic nexus among consumption of energy, tourism, and economic growth: do economic policy uncertainties matter? Environ Sci Pollut Res 28(3):2835–2847

    Google Scholar 

  • Adedoyin FF, Alola AA, Bekun FV (2021c) The alternative energy utilization and common regional trade outlook in EU-27: evidence from common correlated effects. Renew Sust Energ Rev 145:111092

  • Akram R, Chen F, Khalid F, Ye Z, Majeed MT (2020a) Heterogeneous effects of energy efficiency and renewable energy on carbon emissions: evidence from developing countries. J Clean Prod 247:119122

    Google Scholar 

  • Akram R, Majeed MT, Fareed Z, Khalid F, Ye C (2020b) Asymmetric effects of energy efficiency and renewable energy on carbon emissions of BRICS economies: evidence from nonlinear panel autoregressive distributed lag model. Environmental science and pollution research, 1–15

  • Allard A, Takman J, Uddin GS, Ahmed A (2018) The N-shaped environmental Kuznets curve: an empirical evaluation using a panel quantile regression approach. Enviro Sci Pollut Res 25(6):5848–5861

    CAS  Google Scholar 

  • Anderson LW, Ryan DW, Shapiro BJ (eds) (2013) The IEA classroom environment study (Vol. 4). Elsevier

  • Anoruo E (2011) Testing for linear and nonlinear causality between crude oil price changes and stock market returns. International Journal of Economic Sciences and Applied Research 4(3):75–92

    Google Scholar 

  • Apergis N, Payne JE (2010) Renewable energy consumption and economic growth: evidence from a panel of OECD countries. Energy Policy 38(1):656–660

    Google Scholar 

  • Apergis N, Garćıa C (2019) Environmentalism in the EU-28 context: the impact of governance quality on environmental energy efficiency. Environ Sci Pollut Res 26(36):37012–37025

    Google Scholar 

  • Aslam B, Hu J, Majeed MT, Andlib Z, Ullah S (2021) Asymmetric macroeconomic determinants of CO 2 emission in China and policy approaches. Environ Sci Pollut Res:1–14

  • Bayar Y, Gavriletea MD (2019) Energy efficiency, renewable energy, economic growth: evidence from emerging market economies. Qual Quant 53(4):2221–2234

    Google Scholar 

  • Belaid F, Youssef M (2017) Environmental degradation, renewable and non-renewable electricity consumption, and economic growth: assessing the evidence from Algeria. Energy Policy 102:277–287

    Google Scholar 

  • Bilgili F, Koçak E, Bulut Ü (2016) The dynamic impact of renewable energy consumption on CO2 emissions: a revisited environmental Kuznets curve approach. Renew Sust Energ Rev 54:838–845

    Google Scholar 

  • Bishop R. (2015). Raising energy efficiency standards to the global best. New climate economy. http://newclimateeconomy.report/workingpapers/wpcontent/uploads/sites/5/2016/04/NCE_Raising-energy-efficiency-standardsto-the-global-best1.Pdf. Accessed March 2021

  • Broock WA, Scheinkman JA, Dechert WD, LeBaron B (1996) A test for independence based on the correlation dimension. Econ Rev 15(3):197–235

    Google Scholar 

  • Chen Y, Wang Z, Zhong Z (2019) CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China. Renew Energy 131:208–216

    Google Scholar 

  • Chen Y, Wang Z, Zhong Z (2019a) CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China. Renew Energy 131:208–216

    Google Scholar 

  • Chen Y, Zhao J, Lai Z, Wang Z, Xia H (2019b) Exploring the effects of economic growth, and renewable and non-renewable energy consumption on China’s CO2 emissions: evidence from a regional panel analysis. Renew Energy 140:341–353

    Google Scholar 

  • de Castro Camioto F, Moralles HF, Mariano EB, do Nascimento Rebelatto DA (2016) Energy efficiency analysis of G7 and BRICS considering total-factor structure. J Clean Prod 122:67–77

    Google Scholar 

  • Dong K, Sun R, Hochman G, Zeng X, Li H, Jiang H (2017) Impact of natural gas consumption on CO2 emissions: panel data evidence from China’s provinces. J Clean Prod 162:400–410

    Google Scholar 

  • Dong K, Sun R, Dong X (2018) CO2 emissions, natural gas and renewables, economic growth: assessing the evidence from China. Sci Total Environ 640:293–302

    Google Scholar 

  • Espa I, Holzer K (2018) Negotiating 21st century rules on energy: what is at stake for the European Union, the United States and the BRICS? J World Invest Trade 19(3):415–443

    Google Scholar 

  • Fan H, Hossain MI (2018) Technological innovation, trade openness, CO2 emission and economic growth: comparative analysis between China and India. Int J Energy Econ Policy 8(6):240

    Google Scholar 

  • Farhani S, Shahbaz M (2014) What role of renewable and non-renewable electricity consumption and output is needed to initially mitigate CO2 emissions in MENA region? Renew Sust Energ Rev 40:80–90

    Google Scholar 

  • Ghoddusi H, Roy M (2017) Supply elasticity matters for the rebound effect and its impact on policy comparisons. Energy Econ 67:111–120

    Google Scholar 

  • Gillingham K, Rapson D, Wagner G (2016) The rebound effect and energy efficiency policy. Rev Environ Econ Policy 10(1):68–88

    Google Scholar 

  • Gu W, Zhao X, Yan X, Wang C, Li Q (2019) Energy technological progress, energy consumption, and CO2 emissions: empirical evidence from China. J Clean Prod 236:117666

    Google Scholar 

  • Hafeez M, Chunhui Y, Strohmaier D, Ahmed M, Jie L (2018) Does finance affect environmental degradation: evidence from one belt and one road initiative region? Environ Sci Pollut Res 25(10):9579–9592

    Google Scholar 

  • Hafeez, M., Yuan, C., Khelfaoui, I., Sultan Musaad O, A., Waqas Akbar, M., & Jie, L. (2019). Evaluating the energy consumption inequalities in the one belt and one road region: implications for the environment. Energies, 12(7), 1358

  • Hafeez M, Yuan C, Shah WUH, Mahmood MT, Li X, Iqbal K (2020) Evaluating the relationship among agriculture, energy demand, finance and environmental degradation in one belt and one road economies. Carbon Management 11(2):139–154

    CAS  Google Scholar 

  • Hatemi-j A (2012) Asymmetric causality tests with an application. Empir Econ 43(1):447–456

    Google Scholar 

  • He L, Chen Y, Zhao H, Tian P, Xue Y et al (2018a) Game-based analysis of energy-water nexus for identifying environmental impacts during shale gas operations under stochastic input. Sci Total Environ 627:1585–1601. https://doi.org/10.1016/j.scitotenv.2018.02.004

    Article  CAS  Google Scholar 

  • He L, Chen Y, Li J (2018b) A three-level framework for balancing the tradeoffs among the energy, water, and air-emission implications within the life-cycle shale gas supply chains. Resour Conserv Recycl 133:206–228. https://doi.org/10.1016/j.resconrec.2018.02.015

    Article  Google Scholar 

  • Ibrahim AF, Nasr-El-Din HA (2015) Effects of water salinity, CO2 solubility, and gas composition on coal wettability. In: EUROPEC 2015. OnePetro

  • Jalil A, Feridun M (2011) The impact of growth, energy and financial development on the environment in China: a cointegration analysis. Energy Econ 33(2):284–291

    Google Scholar 

  • Jalil A, Mahmud SF (2009) Environment Kuznets curve for CO2 emissions: a cointegration analysis for China. Energy Policy 37(12):5167–5172

    Google Scholar 

  • Jun W, Mahmood H, Zakaria M (2020) Impact of trade openness on the environment in China. J Bus Econ Manag 21(4):1185–1202

    Google Scholar 

  • Kahia M, Jebli MB, Belloumi M (2019) Analysis of the impact of renewable energy consumption and economic growth on carbon dioxide emissions in 12 MENA countries. Clean Techn Environ Policy 21(4):871–885

    CAS  Google Scholar 

  • Kahneman D, Tversky A (2013) Prospect theory: an analysis of decision under risk. In: Handbook of the fundamentals of financial decision making: Part I, pp. 99-127

  • Kumar A, Sah B, Singh AR, Deng Y, He X, Kumar P, Bansal RC (2017) A review of multi criteria decision making (MCDM) towards sustainable renewable energy development. Renew Sust Energ Rev 69:596–609

    Google Scholar 

  • Lan Z, Zhao Y, Zhang J, Jiao R, Khan MN, Sial TA et al (2021) Long-term vegetation restoration increases deep soil carbon storage in the northern loess plateau. Sci Rep. https://doi.org/10.1038/s41598-021-93157-0

  • Le TH, Nguyen CP (2019a) Is energy security a driver for economic growth? Evidence from a global sample. Energy Policy 129:436–451

    Google Scholar 

  • Le TH, Nguyen CP (2019b) Is energy security a driver for economic growth? Evidence from a global sample. Energy Policy 129:436–451

    Google Scholar 

  • Lee S, Oh DW (2015) Economic growth and the environment in China: empirical evidence using prefecture-level data. China Econ Rev 36:73–85

    Google Scholar 

  • Li J, Wang F, He Y (2020) Electric vehicle routing problem with battery swapping considering energy consumption and carbon emissions. Sustainability (Basel, Switzerland), 12(24), 10537. https://doi.org/10.3390/su122410537

  • Li ZZ, Li RYM, Malik MY, Murshed M, Khan Z, Umar M (2021) Determinants of carbon emission in China: how good is green investment? Sustainable Production and Consumption 27:392–401

    Google Scholar 

  • Liu X, Bae J (2018) Urbanization and industrialization impact of CO2 emissions in China. J Clean Prod 172:178–186

    Google Scholar 

  • Liu J, Murshed M, Chen F, Shahbaz M, Kirikkaleli D, Khan Z (2021) An empirical analysis of the household consumption-induced carbon emissions in China. Sustainable Production and Consumption 26:943–957

    Google Scholar 

  • Ma Q, Murshed M, Khan Z (2021) The nexuses between energy investments, technological innovations, emission taxes, and carbon emissions in China. Energy Policy 155:112345

    CAS  Google Scholar 

  • Mahapatra B, Irfan M (2021) Asymmetric impacts of energy efficiency on carbon emissions: a comparative analysis between developed and developing economies. Energy 227:120485

    Google Scholar 

  • Mofijur M, Fattah IR, Alam MA, Islam AS, Ong HC, Rahman SA, Mahlia TMI (2021) Impact of COVID-19 on the social, economic, environmental and energy domains: Lessons learnt from a global pandemic. Sustain Prod Consum 26:343–359

    CAS  Google Scholar 

  • Moutinho V, Robaina M (2016) Is the share of renewable energy sources determining the CO2 kWh and income relation in electricity generation? Renew Sust Energ Rev 65:902–914

    Google Scholar 

  • Murshed M (2021) Can regional trade integration facilitate renewable energy transition to ensure energy sustainability in South Asia? Energy Rep 7:808–821

    Google Scholar 

  • Murshed M, Chadni MH, Ferdaus J (2020) Does ICT trade facilitate renewable energy transition and environmental sustainability? Evidence from Bangladesh, India, Pakistan, Sri Lanka, Nepal and Maldives. Energy, Ecology and Environment 5(6):470–495

    Google Scholar 

  • Murshed M, Tanha MM (2021) Oil price shocks and renewable energy transition: Empirical evidence from net oil-importing South Asian economies. Energy Ecol Environ 6:183–203

    Google Scholar 

  • Murshed M, Rahman MA, Alam MS, Ahmad P, Dagar V (2021a) The nexus between environmental regulations, economic growth, and environmental sustainability: linking environmental patents to ecological footprint reduction in South Asia. Environ Sci Pollut Res:1–22

  • Murshed M, Rahman MA, Alam MS, Ahmad P, Dagar V (2021b) The nexus between environmental regulations, economic growth, and environmental sustainability: linking environmental patents to ecological footprint reduction in South Asia. Environ Sci Pollut Res:1–22

  • Nugent N (ed) (2016) At the heart of the Union: studies of the European Commission. Springer

  • Özbuğday FC, Erbas BC (2015) How effective are energy efficiency and renewable energy in curbing CO2 emissions in the long run? A heterogeneous panel data analysis. Energy 82:734–745

    Google Scholar 

  • Özkan M, Özcan A (2018) Veri zarflama analizi (VZA) ile seçilmiş çevresel göstergeler üzerinden bir değerlendirme: OECD performans incelemesi. Yönetim Bilimleri Dergisi 16(32):485–508

    Google Scholar 

  • Ozturk I, Acaravci A (2013) The long-run and causal analysis of energy, growth, openness and financial development on carbon emissions in Turkey. Energy Econ 36:262–267

    Google Scholar 

  • Ozturk I, Bilgili F (2015) Economic growth and biomass consumption nexus: dynamic panel analysis for sub-Sahara African countries. Appl Energy 137:110–116

    Google Scholar 

  • Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326

    Google Scholar 

  • Po WC, Huang BN (2008) Tourism development and economic growth–a nonlinear approach. Phys A: Stat Mech Appl 387(22):5535–5542

    Google Scholar 

  • Ponce, P., & Khan, S. A. R. (2021). A causal link between renewable energy, energy efficiency, property rights, and CO2 emissions in developed countries: a road map for environmental sustainability. Environmental science and pollution research, 1-14

  • Qi T, Zhang X, Karplus VJ (2014) The energy and CO2 emissions impact of renewable energy development in China. Energy Policy 68:60–69

    Google Scholar 

  • Shakib M, Yumei H, Rauf A, Alam M, Murshed M, Mahmood H (2021) Revisiting the energy-economy-environment relationships for attaining environmental sustainability: evidence from belt and road initiative countries. Environ Sci Pollut Res:1–18

  • Shahbaz M, Raghutla C, Song M, Zameer H, Jiao Z (2020) Public-private partnerships investment in energy as new determinant of CO2 emissions: the role of technological innovations in China. Energy Econ 86:104664

  • Shen, X., Liu, B., Jiang, M., & Lu, X. (2020). Marshland loss warms local land surface temperature in China. Geophysical research letters, 47(6), n/a-n/a. doi: https://doi.org/10.1029/2020GL087648

  • Shen X, Jiang M, Lu X, Liu X, Liu B, Zhang J et al (2021) Aboveground biomass and its spatial distribution pattern of herbaceous marsh vegetation in China. Science China Earth sciences doi. https://doi.org/10.1007/s11430-020-9778-7

  • Shin Y, Yu B, Greenwood-Nimmo M (2014) Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework, In Festschrift in honour of Peter Schmidt (pp. 281–314). Springer, New York, NY

    Google Scholar 

  • Shittu W, Adedoyin FF, Shah MI, Musibau HO (2021) An investigation of the nexus between natural resources, environmental performance, energy security and environmental degradation: evidence from Asia. Resources Policy 73:102227

    Google Scholar 

  • Sinton JE, Fridley DG (2000) What goes up: recent trends in China’s energy consumption. Energy Policy 28(10):671–687

    Google Scholar 

  • Ullah S, Ozturk I, Majeed MT, Ahmad W (2021) Do technological innovations have symmetric or asymmetric effects on environmental quality? Evidence from Pakistan. J Clean Prod 316:128239

    Google Scholar 

  • Ulucak R, Khan SUD (2020) Relationship between energy intensity and CO2 emissions: does economic policy matter? Sustain Dev 28(5):1457–1464

    Google Scholar 

  • Usman O, Iorember PT, Olanipekun IO (2019) Revisiting the environmental Kuznets curve (EKC) hypothesis in India: the effects of energy consumption and democracy. Environ Sci Pollut Res 26(13):13390–13400

    Google Scholar 

  • Usman A, Ullah S, Ozturk I, Chishti MZ, Zafar SM (2020) Analysis of asymmetries in the nexus among clean energy and environmental quality in Pakistan. Environ Sci Pollut Res 27(17):20736–20747

    Google Scholar 

  • Usman A, Ozturk I, Hassan A, Zafar SM, Ullah S (2021a) The effect of ICT on energy consumption and economic growth in south Asian economies: an empirical analysis. Telematics Inform 58:101537

    Google Scholar 

  • Usman A, Ozturk I, Ullah S, Hassan A (2021b) Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies. Technol Soc 67:101692

    Google Scholar 

  • Wang F, Lu Y, Li J, Ni J (2021) Evaluating environmentally sustainable development based on the PSR framework and variable weigh analytic hierarchy process. Int J Environ Res Public Health 18(6):2836. https://doi.org/10.3390/ijerph18062836

    Article  Google Scholar 

  • Wang S, Li Q, Fang C, Zhou C (2016) The relationship between economic growth, energy consumption, and CO2 emissions: empirical evidence from China. Sci Total Environ 542:360–371

    CAS  Google Scholar 

  • World Bank (2019) Global financial development report 2019/2020: bank regulation and supervision a decade after the global financial crisis. The World Bank

  • Wu B, Fang H, Jacoby G, Li G, Wu Z (2021) Environmental regulations and innovation for sustainability? Moderating effect of political connections Emerging markets review 100835. https://doi.org/10.1016/j.ememar.2021.100835

  • Yasmeen R, Padda IUH, Yao X, Shah WUH, Hafeez M (2021) Agriculture, forestry, and environmental sustainability: the role of institutions. Environment, Development and Sustainability, pp 1–25

    Google Scholar 

  • Zafar MW, Shahbaz M, Sinha A, Sengupta T, Qin Q (2020) How renewable energy consumption contribute to environmental quality? The role of education in OECD countries. J Clean Prod 268:122149

    Google Scholar 

  • Zhang XP, Cheng XM (2009) Energy consumption, carbon emissions, and economic growth in China. Ecol Econ 68(10):2706–2712

    Google Scholar 

  • Zhang C, Lin Y (2012) Panel estimation for urbanization, energy consumption and CO2 emissions: a regional analysis in China. Energy Policy 49:488–498

    Google Scholar 

  • Zhang C, Zhou X (2016) Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China. Renew Sust Energ Rev 58:943–951

    Google Scholar 

  • Zhao F, Song L, Peng Z, Yang J, Luan G, Chu C et al (2021a) Night-time light remote sensing mapping: construction and analysis of ethnic minority development index. Remote sensing (Basel, Switzerland), 13(11), 2129. https://doi.org/10.3390/rs13112129

  • Zhao W, Hafeez M, Maqbool A, Ullah S, Sohail S (2021b) Analysis of income inequality and environmental pollution in BRICS using fresh asymmetric approach. Environ Sci Pollut Res:1–11

  • Zoundi Z (2017) CO2 emissions, renewable energy and the environmental Kuznets curve, a panel cointegration approach. Renew Sust Energ Rev 72:1067–1075

    CAS  Google Scholar 

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This idea was given by Wang Lei and Yuantao Xie. Muhammad Hafeez, Wang Lei, Yuantao Xie, and Sana Ullah collected the data, computed data analysis, and wrote the complete paper, while Wang Lei and Yuantao Xie read and approved the final version.

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Correspondence to Yuantao Xie.

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Lei, W., Xie, Y., Hafeez, M. et al. Assessing the dynamic linkage between energy efficiency, renewable energy consumption, and CO2 emissions in China. Environ Sci Pollut Res 29, 19540–19552 (2022). https://doi.org/10.1007/s11356-021-17145-7

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