IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v147y2020ip1p399-408.html
   My bibliography  Save this article

Renewable and non-renewable energy consumption-economic growth nexus: New evidence from South Asia

Author

Listed:
  • Rahman, Mohammad Mafizur
  • Velayutham, Eswaran

Abstract

This study explores the relationship between renewable and non-renewable energy consumption and economic growth for a panel of five South Asian countries over the period of 1990–2014. To see the long-run co-integration between the variables, the study applies Pedroni (1999, 2004) and Kao (1999) tests. The long-run equilibrium relationship is determined using panel Fully Modified Ordinary Least Squares and panel Dynamic Ordinary Least Squares estimation techniques. Dumitrescue-Hurlin (2012) panel causality test is used to see the causal links between the variables. The study finds positive impacts of renewable and non-renewable energy consumption and fixed capital formation on economic growth. Ceteris paribus, a 1% increase in renewable energy consumption, non-renewable energy consumption and capital increased economic growth by 0.66%. 0.10% and 0.58%, respectively. It is also revealed that there is a unidirectional causality running from economic growth to renewable energy consumption. As per the obtained results, the conservation hypothesis is valid for the South Asian countries.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:renene:v:147:y:2020:i:p1:p:399-408
    DOI: 10.1016/j.renene.2019.09.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148119313370
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2019.09.007?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. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    3. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    4. Camarero, Mariam & Forte, Anabel & Garcia-Donato, Gonzalo & Mendoza, Yurena & Ordoñez, Javier, 2015. "Variable selection in the analysis of energy consumption–growth nexus," Energy Economics, Elsevier, vol. 52(PA), pages 207-216.
    5. Eggoh, Jude C. & Bangake, Chrysost & Rault, Christophe, 2011. "Energy consumption and economic growth revisited in African countries," Energy Policy, Elsevier, vol. 39(11), pages 7408-7421.
    6. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    7. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    8. Salim, Ruhul A. & Hassan, Kamrul & Shafiei, Sahar, 2014. "Renewable and non-renewable energy consumption and economic activities: Further evidence from OECD countries," Energy Economics, Elsevier, vol. 44(C), pages 350-360.
    9. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    10. Apergis, Nicholas & Payne, James E., 2010. "The emissions, energy consumption, and growth nexus: Evidence from the commonwealth of independent states," Energy Policy, Elsevier, vol. 38(1), pages 650-655, January.
    11. Gozgor, Giray & Lau, Chi Keung Marco & Lu, Zhou, 2018. "Energy consumption and economic growth: New evidence from the OECD countries," Energy, Elsevier, vol. 153(C), pages 27-34.
    12. Al-mulali, Usama & Fereidouni, Hassan Gholipour & Lee, Janice Y.M., 2014. "Electricity consumption from renewable and non-renewable sources and economic growth: Evidence from Latin American countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 30(C), pages 290-298.
    13. Apergis, Nicholas & Payne, James E., 2009. "Energy consumption and economic growth: Evidence from the Commonwealth of Independent States," Energy Economics, Elsevier, vol. 31(5), pages 641-647, September.
    14. Huang, Bwo-Nung & Hwang, M.J. & Yang, C.W., 2008. "Causal relationship between energy consumption and GDP growth revisited: A dynamic panel data approach," Ecological Economics, Elsevier, vol. 67(1), pages 41-54, August.
    15. Thai-Ha Le, 2016. "Dynamics between energy, output, openness and financial development in sub-Saharan African countries," Applied Economics, Taylor & Francis Journals, vol. 48(10), pages 914-933, February.
    16. Sharif Hossain, Md., 2011. "Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries," Energy Policy, Elsevier, vol. 39(11), pages 6991-6999.
    17. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    18. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    19. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    20. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    21. Ozcan, Burcu, 2013. "The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: A panel data analysis," Energy Policy, Elsevier, vol. 62(C), pages 1138-1147.
    22. Hamit-Haggar, Mahamat, 2012. "Greenhouse gas emissions, energy consumption and economic growth: A panel cointegration analysis from Canadian industrial sector perspective," Energy Economics, Elsevier, vol. 34(1), pages 358-364.
    23. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    24. 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).
    25. 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.
    26. 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.
    27. Chontanawat, Jaruwan & Hunt, Lester C. & Pierse, Richard, 2008. "Does energy consumption cause economic growth?: Evidence from a systematic study of over 100 countries," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 209-220.
    28. Soytas, Ugur & Sari, Ramazan, 2006. "Energy consumption and income in G-7 countries," Journal of Policy Modeling, Elsevier, vol. 28(7), pages 739-750, October.
    29. Akinlo, A.E., 2008. "Energy consumption and economic growth: Evidence from 11 Sub-Sahara African countries," Energy Economics, Elsevier, vol. 30(5), pages 2391-2400, September.
    30. 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.
    31. Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-248, April.
    32. Rahman, Mohammad Mafizur, 2017. "Do population density, economic growth, energy use and exports adversely affect environmental quality in Asian populous countries?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 506-514.
    33. Tang, Chor Foon & Tan, Bee Wah & Ozturk, Ilhan, 2016. "Energy consumption and economic growth in Vietnam," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1506-1514.
    34. 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.
    35. Inglesi-Lotz, Roula, 2016. "The impact of renewable energy consumption to economic growth: A panel data application," Energy Economics, Elsevier, vol. 53(C), pages 58-63.
    36. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    37. Apergis, Nicholas & Payne, James E., 2011. "Renewable and non-renewable electricity consumption–growth nexus: Evidence from emerging market economies," Applied Energy, Elsevier, vol. 88(12), pages 5226-5230.
    38. Ouyang, Yaofu & Li, Peng, 2018. "On the nexus of financial development, economic growth, and energy consumption in China: New perspective from a GMM panel VAR approach," Energy Economics, Elsevier, vol. 71(C), pages 238-252.
    39. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    40. Kaplan, Muhittin & Ozturk, Ilhan & Kalyoncu, Huseyin, 2011. "Energy Consumption and Economic Growth in Turkey: Cointegration and Causality Analysis," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 31-41, June.
    41. Kahia, Montassar & Ben Aïssa, Mohamed Safouane & Charfeddine, Lanouar, 2016. "Impact of renewable and non-renewable energy consumption on economic growth: New evidence from the MENA Net Oil Exporting Countries (NOECs)," Energy, Elsevier, vol. 116(P1), pages 102-115.
    42. 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.
    43. Ozturk, Ilhan & Aslan, Alper & Kalyoncu, Huseyin, 2010. "Energy consumption and economic growth relationship: Evidence from panel data for low and middle income countries," Energy Policy, Elsevier, vol. 38(8), pages 4422-4428, August.
    44. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and growth in Eurasia," Energy Economics, Elsevier, vol. 32(6), pages 1392-1397, November.
    45. Sadorsky, Perry, 2009. "Renewable energy consumption and income in emerging economies," Energy Policy, Elsevier, vol. 37(10), pages 4021-4028, October.
    46. Belke, Ansgar & Dobnik, Frauke & Dreger, Christian, 2011. "Energy consumption and economic growth: New insights into the cointegration relationship," Energy Economics, Elsevier, vol. 33(5), pages 782-789, September.
    47. 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.
    48. Lise, Wietze & Van Montfort, Kees, 2007. "Energy consumption and GDP in Turkey: Is there a co[hyphen (true graphic)]integration relationship?," Energy Economics, Elsevier, vol. 29(6), pages 1166-1178, November.
    49. 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.
    50. Rahman, Mohammad Mafizur & Mamun, Shamsul Arifeen Khan, 2016. "Energy use, international trade and economic growth nexus in Australia: New evidence from an extended growth model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 806-816.
    51. Fang, Yiping, 2011. "Economic welfare impacts from renewable energy consumption: The China experience," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 5120-5128.
    52. 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.
    53. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    54. 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.
    55. 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.
    56. Aydin, Mucahit, 2019. "Renewable and non-renewable electricity consumption–economic growth nexus: Evidence from OECD countries," Renewable Energy, Elsevier, vol. 136(C), pages 599-606.
    57. Hasanov, Fakhri & Bulut, Cihan & Suleymanov, Elchin, 2017. "Review of energy-growth nexus: A panel analysis for ten Eurasian oil exporting countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 73(C), pages 369-386.
    58. Lee, Chien-Chiang, 2006. "The causality relationship between energy consumption and GDP in G-11 countries revisited," Energy Policy, Elsevier, vol. 34(9), pages 1086-1093, June.
    59. 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.
    60. Kahouli, Bassem, 2017. "The short and long run causality relationship among economic growth, energy consumption and financial development: Evidence from South Mediterranean Countries (SMCs)," Energy Economics, Elsevier, vol. 68(C), pages 19-30.
    61. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Unemployment hysteresis in OECD countries: Centurial time series evidence with structural breaks," Economic Modelling, Elsevier, vol. 25(2), pages 312-325, March.
    62. Bhattacharya, Mita & Paramati, Sudharshan Reddy & Ozturk, Ilhan & Bhattacharya, Sankar, 2016. "The effect of renewable energy consumption on economic growth: Evidence from top 38 countries," Applied Energy, Elsevier, vol. 162(C), pages 733-741.
    63. 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.
    64. Bowden, Nicholas & Payne, James E., 2009. "The causal relationship between U.S. energy consumption and real output: A disaggregated analysis," Journal of Policy Modeling, Elsevier, vol. 31(2), pages 180-188.
    65. Kasman, Adnan & Duman, Yavuz Selman, 2015. "CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis," Economic Modelling, Elsevier, vol. 44(C), pages 97-103.
    66. Belloumi, Mounir, 2009. "Energy consumption and GDP in Tunisia: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 37(7), pages 2745-2753, July.
    67. Rossana Galli, 1998. "The Relationship Between Energy Intensity and Income Levels: Forecasting Long Term Energy Demand in Asian Emerging Countries," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 85-105.
    68. Chien, Taichen & Hu, Jin-Li, 2007. "Renewable energy and macroeconomic efficiency of OECD and non-OECD economies," Energy Policy, Elsevier, vol. 35(7), pages 3606-3615, July.
    69. Fan, Weiyang & Hao, Yu, 2020. "An empirical research on the relationship amongst renewable energy consumption, economic growth and foreign direct investment in China," Renewable Energy, Elsevier, vol. 146(C), pages 598-609.
    70. Dogan, Eyup & Seker, Fahri, 2016. "Determinants of CO2 emissions in the European Union: The role of renewable and non-renewable energy," Renewable Energy, Elsevier, vol. 94(C), pages 429-439.
    71. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    72. Apergis, Nicholas & Payne, James E. & Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "On the causal dynamics between emissions, nuclear energy, renewable energy, and economic growth," Ecological Economics, Elsevier, vol. 69(11), pages 2255-2260, September.
    Full references (including those not matched with items on IDEAS)

    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. Kahia, Montassar & Ben Aissa, Mohamed Safouane, 2014. "Renewable and non-renewable energy consumption and economic growth: Evidence from MENA Net Oil Exporting Countries," MPRA Paper 80776, University Library of Munich, Germany.
    2. 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.
    3. Salim, Ruhul A. & Hassan, Kamrul & Shafiei, Sahar, 2014. "Renewable and non-renewable energy consumption and economic activities: Further evidence from OECD countries," Energy Economics, Elsevier, vol. 44(C), pages 350-360.
    4. 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.
    5. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    6. 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.
    7. Tugcu, Can Tansel & Tiwari, Aviral Kumar, 2016. "Does renewable and/or non-renewable energy consumption matter for total factor productivity (TFP) growth? Evidence from the BRICS," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 610-616.
    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. Can Tansel TUGCU, 2013. "Disaggregate Energy Consumption and Total Factor Productivity: A Cointegration and Causality Analysis for the Turkish Economy," International Journal of Energy Economics and Policy, Econjournals, vol. 3(3), pages 307-314.
    10. 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.
    11. Tiba, Sofien & Frikha, Mohamed, 2018. "Income, trade openness and energy interactions: Evidence from simultaneous equation modeling," Energy, Elsevier, vol. 147(C), pages 799-811.
    12. Hasanov, Fakhri & Bulut, Cihan & Suleymanov, Elchin, 2017. "Review of energy-growth nexus: A panel analysis for ten Eurasian oil exporting countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 73(C), pages 369-386.
    13. Daniel Armeanu & Georgeta Vintilă & Jean Vasile Andrei & Ştefan Cristian Gherghina & Mihaela Cristina Drăgoi & Cristian Teodor, 2018. "Exploring the link between environmental pollution and economic growth in EU-28 countries: Is there an environmental Kuznets curve?," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-28, May.
    14. 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).
    15. 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.
    16. Qamruzzaman, Md & Jianguo, Wei, 2020. "The asymmetric relationship between financial development, trade openness, foreign capital flows, and renewable energy consumption: Fresh evidence from panel NARDL investigation," Renewable Energy, Elsevier, vol. 159(C), pages 827-842.
    17. Saida Zaidi & Samia Gmiden & Kais Saidi, 2018. "How energy consumption affects economic development in select African countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 501-513, January.
    18. Mohammad Mafizur Rahman & Xuan-Binh (Benjamin) Vu & Son Nghiem, 2022. "Economic Growth in Six ASEAN Countries: Are Energy, Human Capital and Financial Development Playing Major Roles?," Sustainability, MDPI, vol. 14(8), pages 1-17, April.
    19. Wang, Shaojian & Li, Guangdong & Fang, Chuanglin, 2018. "Urbanization, economic growth, energy consumption, and CO2 emissions: Empirical evidence from countries with different income levels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2144-2159.
    20. Farhani, Sahbi & Shahbaz, Muhammad & Sbia, Rashid, 2013. "What is MENA Region Initially Needed: Grow Output or Mitigate CO2 Emissions?," MPRA Paper 48859, University Library of Munich, Germany, revised 05 Aug 2013.

    More about this item

    Keywords

    Renewable energy; Non-renewable energy; Economic growth; South Asia; Panel data; Fully modified ordinary least squares;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

    Statistics

    Access and download statistics

    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:147:y:2020:i:p1:p:399-408. 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.