IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v194y2022icp805-821.html
   My bibliography  Save this article

Renewable, non-renewable energy consumption and income in top ten renewable energy-consuming countries: Advanced Fourier based panel data approaches

Author

Listed:
  • Fareed, Zeeshan
  • Pata, Ugur Korkut

Abstract

This study investigates the impact of renewable and non-renewable energy consumption on economic growth in the top ten renewable energy-consuming countries over the period 1970–2019 using newly developed Fourier panel cointegration and causality tests. The negligence of structural breaks can significantly alter causal relationships, leading to misinterpretation of renewable energy policies. This study eliminates the problem using Fourier-based techniques. The long-run estimates show that non-renewable energy supports economic growth in eight out of the ten countries, while renewable energy has a positive effect on economic growth in Brazil, the United Kingdom, and France. The Fourier causality test indicates that the energy-led growth hypothesis is valid for both types of energy in the United States, India, the United Kingdom, and Spain. While the non-renewable energy-led growth hypothesis is valid for Italy, the conservation hypothesis is valid for both energy variables for Germany and for renewable energy for China. The overall results show that renewable energy can also be an important driver of economic growth, although not as strong as non-renewable energy. Therefore, countries need to closely monitor economic development while pursuing policies to reduce fossil fuels and deploy renewables in a way that enables higher economic growth.

Suggested Citation

  • Fareed, Zeeshan & Pata, Ugur Korkut, 2022. "Renewable, non-renewable energy consumption and income in top ten renewable energy-consuming countries: Advanced Fourier based panel data approaches," Renewable Energy, Elsevier, vol. 194(C), pages 805-821.
  • Handle: RePEc:eee:renene:v:194:y:2022:i:c:p:805-821
    DOI: 10.1016/j.renene.2022.05.156
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148122008163
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2022.05.156?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Payne, James E., 2009. "On the dynamics of energy consumption and output in the US," Applied Energy, Elsevier, vol. 86(4), pages 575-577, April.
    2. Blazejczak, Jürgen & Braun, Frauke G. & Edler, Dietmar & Schill, Wolf-Peter, 2014. "Economic effects of renewable energy expansion: A model-based analysis for Germany," Renewable and Sustainable Energy Reviews, Elsevier, vol. 40(C), pages 1070-1080.
    3. Shahbaz, Muhammad & Loganathan, Nanthakumar & Zeshan, Mohammad & Zaman, Khalid, 2015. "Does renewable energy consumption add in economic growth? An application of auto-regressive distributed lag model in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 576-585.
    4. Nazlioglu, Saban & Gormus, N. Alper & Soytas, Uğur, 2016. "Oil prices and real estate investment trusts (REITs): Gradual-shift causality and volatility transmission analysis," Energy Economics, Elsevier, vol. 60(C), pages 168-175.
    5. Destek, Mehmet Akif, 2016. "Renewable energy consumption and economic growth in newly industrialized countries: Evidence from asymmetric causality test," Renewable Energy, Elsevier, vol. 95(C), pages 478-484.
    6. Cuma Bozkurt & M. Akif Destek, 2015. "Renewable Energy and Sustainable Development Nexus in Selected OECD Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 5(2), pages 507-514.
    7. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    8. Salari, Mahmoud & Kelly, Inas & Doytch, Nadia & Javid, Roxana J., 2021. "Economic growth and renewable and non-renewable energy consumption: Evidence from the U.S. states," Renewable Energy, Elsevier, vol. 178(C), pages 50-65.
    9. Bélaïd, Fateh & Youssef, Meriem, 2017. "Environmental degradation, renewable and non-renewable electricity consumption, and economic growth: Assessing the evidence from Algeria," Energy Policy, Elsevier, vol. 102(C), pages 277-287.
    10. Enders Walter & Jones Paul, 2016. "Grain prices, oil prices, and multiple smooth breaks in a VAR," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 20(4), pages 399-419, September.
    11. Christopoulos, Dimitris K. & León-Ledesma, Miguel A., 2010. "Smooth breaks and non-linear mean reversion: Post-Bretton Woods real exchange rates," Journal of International Money and Finance, Elsevier, vol. 29(6), pages 1076-1093, October.
    12. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    13. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    14. Hamit-Haggar, Mahamat, 2016. "Clean energy-growth nexus in sub-Saharan Africa: Evidence from cross-sectionally dependent heterogeneous panel with structural breaks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1237-1244.
    15. Ito, Katsuya, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, Elsevier, vol. 151(C), pages 1-6.
    16. Prados, María-José, 2010. "Renewable energy policy and landscape management in Andalusia, Spain: The facts," Energy Policy, Elsevier, vol. 38(11), pages 6900-6909, November.
    17. Alper, Aslan & Oguz, Ocal, 2016. "The role of renewable energy consumption in economic growth: Evidence from asymmetric causality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 953-959.
    18. Omri, Anis, 2014. "An international literature survey on energy-economic growth nexus: Evidence from country-specific studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 951-959.
    19. Lehr, Ulrike & Nitsch, Joachim & Kratzat, Marlene & Lutz, Christian & Edler, Dietmar, 2008. "Renewable energy and employment in Germany," Energy Policy, Elsevier, vol. 36(1), pages 108-117, January.
    20. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    21. 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).
    22. Tugcu, Can Tansel & Topcu, Mert, 2018. "Total, renewable and non-renewable energy consumption and economic growth: Revisiting the issue with an asymmetric point of view," Energy, Elsevier, vol. 152(C), pages 64-74.
    23. Emirmahmutoglu, Furkan & Denaux, Zulal & Topcu, Mert, 2021. "Time-varying causality between renewable and non-renewable energy consumption and real output: Sectoral evidence from the United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 149(C).
    24. Pata, Ugur Korkut, 2021. "Linking renewable energy, globalization, agriculture, CO2 emissions and ecological footprint in BRIC countries: A sustainability perspective," Renewable Energy, Elsevier, vol. 173(C), pages 197-208.
    25. Rafindadi, Abdulkadir Abdulrashid & Ozturk, Ilhan, 2017. "Impacts of renewable energy consumption on the German economic growth: Evidence from combined cointegration test," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1130-1141.
    26. Gregory, Allan W. & Hansen, Bruce E., 1996. "Residual-based tests for cointegration in models with regime shifts," Journal of Econometrics, Elsevier, vol. 70(1), pages 99-126, January.
    27. Rahman, Mohammad Mafizur, 2021. "The dynamic nexus of energy consumption, international trade and economic growth in BRICS and ASEAN countries: A panel causality test," Energy, Elsevier, vol. 229(C).
    28. Aviral Kumar Tiwari, 2011. "A structural VAR analysis of renewable energy consumption, real GDP and CO2 emissions: Evidence from India," Economics Bulletin, AccessEcon, vol. 31(2), pages 1793-1806.
    29. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    30. Marques, António Cardoso & Fuinhas, José Alberto & Macedo, Daniela Pereira, 2019. "The impact of feed-in and capacity policies on electricity generation from renewable energy sources in Spain," Utilities Policy, Elsevier, vol. 56(C), pages 159-168.
    31. Harker Steele, Amanda J. & Burnett, J. Wesley & Bergstrom, John C., 2021. "The impact of variable renewable energy resources on power system reliability," Energy Policy, Elsevier, vol. 151(C).
    32. Lehr, Ulrike & Lutz, Christian & Edler, Dietmar, 2012. "Green jobs? Economic impacts of renewable energy in Germany," Energy Policy, Elsevier, vol. 47(C), pages 358-364.
    33. Fuinhas, José Alberto & Marques, António Cardoso, 2012. "Energy consumption and economic growth nexus in Portugal, Italy, Greece, Spain and Turkey: An ARDL bounds test approach (1965–2009)," Energy Economics, Elsevier, vol. 34(2), pages 511-517.
    34. Ching-Chuan Tsong & Cheng-Feng Lee & Li-Ju Tsai & Te-Chung Hu, 2016. "The Fourier approximation and testing for the null of cointegration," Empirical Economics, Springer, vol. 51(3), pages 1085-1113, November.
    35. Menegaki, Angeliki N., 2011. "Growth and renewable energy in Europe: A random effect model with evidence for neutrality hypothesis," Energy Economics, Elsevier, vol. 33(2), pages 257-263, March.
    36. Kang, Sang Hoon & Islam, Faridul & Kumar Tiwari, Aviral, 2019. "The dynamic relationships among CO2 emissions, renewable and non-renewable energy sources, and economic growth in India: Evidence from time-varying Bayesian VAR model," Structural Change and Economic Dynamics, Elsevier, vol. 50(C), pages 90-101.
    37. Frondel, Manuel & Ritter, Nolan & Schmidt, Christoph M. & Vance, Colin, 2010. "Economic impacts from the promotion of renewable energy technologies: The German experience," Energy Policy, Elsevier, vol. 38(8), pages 4048-4056, August.
    38. Emrah Ismail Cevik & Durmuş Çağrı Yıldırım & Sel Dibooglu, 2021. "Renewable and non-renewable energy consumption and economic growth in the US: A Markov-Switching VAR analysis," Energy & Environment, , vol. 32(3), pages 519-541, May.
    39. Wei, Xiaobo & Mohsin, Muhammad & Zhang, Qiongxin, 2022. "Role of foreign direct investment and economic growth in renewable energy development," Renewable Energy, Elsevier, vol. 192(C), pages 828-837.
    40. Ewing, Bradley T. & Sari, Ramazan & Soytas, Ugur, 2007. "Disaggregate energy consumption and industrial output in the United States," Energy Policy, Elsevier, vol. 35(2), pages 1274-1281, February.
    41. Destek, Mehmet Akif & Aslan, Alper, 2017. "Renewable and non-renewable energy consumption and economic growth in emerging economies: Evidence from bootstrap panel causality," Renewable Energy, Elsevier, vol. 111(C), pages 757-763.
    42. Aviral Kumar Tiwari & Richard O. Olayeni & Yu-Cheng Chang & Tsangyao Chang, 2020. "The hydroelectricity consumption and economic growth in Asian countries - evidence using an asymmetric cointegration approach," Applied Economics, Taylor & Francis Journals, vol. 52(37), pages 3999-4017, July.
    43. Adams, Samuel & Klobodu, Edem Kwame Mensah & Apio, Alfred, 2018. "Renewable and non-renewable energy, regime type and economic growth," Renewable Energy, Elsevier, vol. 125(C), pages 755-767.
    44. Namahoro, Jean Pierre & Wu, Qiaosheng & Xiao, Haijun & Zhou, Na, 2021. "The asymmetric nexus of renewable energy consumption and economic growth: New evidence from Rwanda," Renewable Energy, Elsevier, vol. 174(C), pages 336-346.
    45. Ocal, Oguz & Aslan, Alper, 2013. "Renewable energy consumption–economic growth nexus in Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 494-499.
    46. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    47. Apergis, Nicholas & Payne, James E., 2011. "The renewable energy consumption-growth nexus in Central America," Applied Energy, Elsevier, vol. 88(1), pages 343-347, January.
    48. Tugcu, Can Tansel & Ozturk, Ilhan & Aslan, Alper, 2012. "Renewable and non-renewable energy consumption and economic growth relationship revisited: Evidence from G7 countries," Energy Economics, Elsevier, vol. 34(6), pages 1942-1950.
    49. Sari, Ramazan & Ewing, Bradley T. & Soytas, Ugur, 2008. "The relationship between disaggregate energy consumption and industrial production in the United States: An ARDL approach," Energy Economics, Elsevier, vol. 30(5), pages 2302-2313, September.
    50. Aviral Kumar Tiwari & Nicholas Apergis & Olaolu Richard Olayeni, 2015. "Renewable and nonrenewable energy production and economic growth in sub-Saharan Africa: a hidden cointegration analysis," Applied Economics, Taylor & Francis Journals, vol. 47(9), pages 861-882, February.
    51. Connor, Peter M. & Xie, Lei & Lowes, Richard & Britton, Jessica & Richardson, Thomas, 2015. "The development of renewable heating policy in the United Kingdom," Renewable Energy, Elsevier, vol. 75(C), pages 733-744.
    52. Caraiani, Chirața & Lungu, Camelia I. & Dascălu, Cornelia, 2015. "Energy consumption and GDP causality: A three-step analysis for emerging European countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 198-210.
    53. Mahamat Hamit-Haggar, 2016. "Clean energy-growth nexus in sub-Saharan Africa: Evidence from cross-sectionally dependent heterogeneous panel with structural breaks," Post-Print halshs-01370190, HAL.
    54. Shah, Muhammad Ibrahim & Kirikkaleli, Dervis & Adedoyin, Festus Fatai, 2021. "Regime switching effect of COVID-19 pandemic on renewable electricity generation in Denmark," Renewable Energy, Elsevier, vol. 175(C), pages 797-806.
    55. Balcilar, Mehmet & Ozdemir, Zeynel Abidin & Arslanturk, Yalcin, 2010. "Economic growth and energy consumption causal nexus viewed through a bootstrap rolling window," Energy Economics, Elsevier, vol. 32(6), pages 1398-1410, November.
    56. Wang, Juan & Zhang, Sulan & Zhang, Qingjun, 2021. "The relationship of renewable energy consumption to financial development and economic growth in China," Renewable Energy, Elsevier, vol. 170(C), pages 897-904.
    57. Durusu-Ciftci, Dilek & Soytas, Ugur & Nazlioglu, Saban, 2020. "Financial development and energy consumption in emerging markets: Smooth structural shifts and causal linkages," Energy Economics, Elsevier, vol. 87(C).
    58. Alvarado, Rafael & Deng, Qiushi & Tillaguango, Brayan & Méndez, Priscila & Bravo, Diana & Chamba, José & Alvarado-Lopez, María & Ahmad, Munir, 2021. "Do economic development and human capital decrease non-renewable energy consumption? Evidence for OECD countries," Energy, Elsevier, vol. 215(PB).
    59. Mohsen Bahmani-Oskooee & Tsangyao Chang & Tsungpao Wu, 2014. "Revisiting purchasing power parity in African countries: panel stationary test with sharp and smooth breaks," Applied Financial Economics, Taylor & Francis Journals, vol. 24(22), pages 1429-1438, November.
    60. Katsuya Ito, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, CEPII research center, issue 151, pages 1-6.
    61. Richard Olaolu Olayeni & Aviral Kumar Tiwari & Mark E. Wohar, 2021. "Fractional frequency flexible Fourier form (FFFFF) for panel cointegration test," Applied Economics Letters, Taylor & Francis Journals, vol. 28(6), pages 482-486, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Adefarati, T. & Bansal, R.C. & Bettayeb, M. & Naidoo, R., 2022. "Technical, economic, and environmental assessment of the distribution power system with the application of renewable energy technologies," Renewable Energy, Elsevier, vol. 199(C), pages 278-297.
    2. Sanel Halilbegović & Zana Pekmez & Abdul Rehman, 2023. "Modeling the Nexus of Renewable and Non-Renewable Energy Consumption and Economic Progress in Southeastern Europe: A Panel Data Analysis," Sustainability, MDPI, vol. 15(12), pages 1-21, June.
    3. Bai, Xinjian & Tao, Tao & Gao, Linyue & Tao, Cheng & Liu, Yongqian, 2023. "Wind turbine blade icing diagnosis using RFECV-TSVM pseudo-sample processing," Renewable Energy, Elsevier, vol. 211(C), pages 412-419.
    4. Xiao, Feng & Chen, Wei & Zhang, Bin & Zhang, Tong & Xie, Ningning & Wang, Zhitao & Chen, Hui & Xue, Xiaodai, 2023. "A novel constant power operation mode of constant volume expansion process for AA-CAES: Regulation strategy, dynamic simulation, and comparison," Energy, Elsevier, vol. 284(C).
    5. Tang, Xinmeng & Zhou, Xiaoguang, 2023. "Impact of green finance on renewable energy development: A spatiotemporal consistency perspective," Renewable Energy, Elsevier, vol. 204(C), pages 320-337.
    6. Tomiwa Sunday Adebayo & Mehmet Ağa, 2022. "The Race to Zero Emissions in MINT Economies: Can Economic Growth, Renewable Energy and Disintegrated Trade Be the Path to Carbon Neutrality?," Sustainability, MDPI, vol. 14(21), pages 1-20, October.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chang, Chiu-Lan & Fang, Ming, 2022. "Renewable energy-led growth hypothesis: New insights from BRICS and N-11 economies," Renewable Energy, Elsevier, vol. 188(C), pages 788-800.
    2. Marques, António Cardoso & Fuinhas, José Alberto & Neves, Sónia Almeida, 2018. "Ordinary and Special Regimes of electricity generation in Spain: How they interact with economic activity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1226-1240.
    3. Kahia, Montassar & Aïssa, Mohamed Safouane Ben & Lanouar, Charfeddine, 2017. "Renewable and non-renewable energy use - economic growth nexus: The case of MENA Net Oil Importing Countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 127-140.
    4. Aslan, Alper & Ocal, Oguz & Ozsolak, Baki & Ozturk, Ilhan, 2022. "Renewable energy and economic growth relationship under the oil reserve ownership: Evidence from panel VAR approach," Renewable Energy, Elsevier, vol. 188(C), pages 402-410.
    5. Troster, Victor & Shahbaz, Muhammad & Uddin, Gazi Salah, 2018. "Renewable energy, oil prices, and economic activity: A Granger-causality in quantiles analysis," Energy Economics, Elsevier, vol. 70(C), pages 440-452.
    6. Tuna, Gülfen & Tuna, Vedat Ender, 2019. "The asymmetric causal relationship between renewable and NON-RENEWABLE energy consumption and economic growth in the ASEAN-5 countries," Resources Policy, Elsevier, vol. 62(C), pages 114-124.
    7. Li, Raymond & Lee, Hazel, 2022. "The role of energy prices and economic growth in renewable energy capacity expansion – Evidence from OECD Europe," Renewable Energy, Elsevier, vol. 189(C), pages 435-443.
    8. Destek, Mehmet Akif, 2016. "Renewable energy consumption and economic growth in newly industrialized countries: Evidence from asymmetric causality test," Renewable Energy, Elsevier, vol. 95(C), pages 478-484.
    9. Bilgili, Faik & Kuşkaya, Sevda & Toğuç, Nurhan & Muğaloğlu, Erhan & Koçak, Emrah & Bulut, Ümit & Bağlıtaş, H. Hilal, 2019. "A revisited renewable consumption-growth nexus: A continuous wavelet approach through disaggregated data," Renewable and Sustainable Energy Reviews, Elsevier, vol. 107(C), pages 1-19.
    10. Shahbaz, Muhammad & Raghutla, Chandrashekar & Chittedi, Krishna Reddy & Jiao, Zhilun & Vo, Xuan Vinh, 2020. "The effect of renewable energy consumption on economic growth: Evidence from the renewable energy country attractive index," Energy, Elsevier, vol. 207(C).
    11. Doytch, Nadia & Narayan, Seema, 2021. "Does transitioning towards renewable energy accelerate economic growth? An analysis of sectoral growth for a dynamic panel of countries," Energy, Elsevier, vol. 235(C).
    12. Ozcan, Burcu & Ozturk, Ilhan, 2019. "Renewable energy consumption-economic growth nexus in emerging countries: A bootstrap panel causality test," Renewable and Sustainable Energy Reviews, Elsevier, vol. 104(C), pages 30-37.
    13. Rahman, Mohammad Mafizur & Velayutham, Eswaran, 2020. "Renewable and non-renewable energy consumption-economic growth nexus: New evidence from South Asia," Renewable Energy, Elsevier, vol. 147(P1), pages 399-408.
    14. Jia Liu & Jizu Li & Xilong Yao, 2019. "The Economic Effects of the Development of the Renewable Energy Industry in China," Energies, MDPI, vol. 12(9), pages 1-18, May.
    15. Koçak, Emrah & Şarkgüneşi, Aykut, 2017. "The renewable energy and economic growth nexus in Black Sea and Balkan countries," Energy Policy, Elsevier, vol. 100(C), pages 51-57.
    16. Shahbaz, Muhammad & Hussain Shahzad, Syed Jawad & Jammazi, Rania, 2016. "Nexus between U.S Energy Sources and Economic Activity: Time-Frequency and Bootstrap Rolling Window Causality Analysis," MPRA Paper 68724, University Library of Munich, Germany, revised 08 Jan 2016.
    17. Papież, Monika & Śmiech, Sławomir & Frodyma, Katarzyna, 2019. "Effects of renewable energy sector development on electricity consumption – Growth nexus in the European Union," Renewable and Sustainable Energy Reviews, Elsevier, vol. 113(C), pages 1-1.
    18. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Hou, Fujun & Sinha, Avik, 2018. "¬¬¬¬¬¬From Nonrenewable to Renewable Energy and Its Impact on Economic Growth: Silver Line of Research & Development Expenditures in APEC Countries," MPRA Paper 90611, University Library of Munich, Germany, revised 10 Dec 2018.
    19. Shrestha, Anil & Mustafa, Andy Ali & Htike, Myo Myo & You, Vithyea & Kakinaka, Makoto, 2022. "Evolution of energy mix in emerging countries: Modern renewable energy, traditional renewable energy, and non-renewable energy," Renewable Energy, Elsevier, vol. 199(C), pages 419-432.
    20. Sofien, Tiba & Omri, Anis, 2016. "Literature survey on the relationships between energy variables, environment and economic growth," MPRA Paper 82555, University Library of Munich, Germany, revised 14 Sep 2016.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:194:y:2022:i:c:p:805-821. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.