IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v169y2019icp1064-1078.html
   My bibliography  Save this article

Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: A panel causality analysis

Author

Listed:
  • Dehghan Shabani, Zahra
  • Shahnazi, Rouhollah

Abstract

Information and communications technology (ICT) has different effects on energy consumption and carbon dioxide (CO2) emissions in economic sectors, nevertheless, sectoral analysis of ICT effects is not addressed in the previous literature, the novelty of this article is filling this gap. This study investigated the short- and long-run causality between energy consumption, gross domestic product (GDP), CO2 emissions, and ICT in Iranian economic sectors over 2002–2013. Dynamic ordinary least squares (DOLS) estimator was used to estimate the long-run relationships among the aforementioned variables. The empirical findings confirmed the presence of an environmental Kuznets curve in all the sectors, the positive effect of ICT on CO2 in the industrial sector, and the negative effect of ICT on CO2 emissions in the transportation and services sectors. The panel error correction model was employed to examine Granger causality between each pair of variables. ICT is the cause of energy consumption in the industry. Furthermore, the results suggested the existence of bidirectional short-run causality between ICT and CO2 in the industrial and transportation sectors and a unidirectional causal relationship between ICT and CO2 in the services sector. Finally, there is unidirectional long-run causality running from ICT, GDP, and energy consumption to CO2 emissions.

Suggested Citation

  • Dehghan Shabani, Zahra & Shahnazi, Rouhollah, 2019. "Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: A panel causality analysis," Energy, Elsevier, vol. 169(C), pages 1064-1078.
  • Handle: RePEc:eee:energy:v:169:y:2019:i:c:p:1064-1078
    DOI: 10.1016/j.energy.2018.11.062
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544218322734
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2018.11.062?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. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Esso, Loesse Jacques & Keho, Yaya, 2016. "Energy consumption, economic growth and carbon emissions: Cointegration and causality evidence from selected African countries," Energy, Elsevier, vol. 114(C), pages 492-497.
    4. Shahbaz, Muhammad & Mahalik, Mantu Kumar & Shah, Syed Hasanat & Sato, João Ricardo, 2016. "Time-varying analysis of CO2 emissions, energy consumption, and economic growth nexus: Statistical experience in next 11 countries," Energy Policy, Elsevier, vol. 98(C), pages 33-48.
    5. 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.
    6. Westerlund, Joakim & Edgerton, David L., 2007. "A panel bootstrap cointegration test," Economics Letters, Elsevier, vol. 97(3), pages 185-190, December.
    7. 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.
    8. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    9. Salahuddin, Mohammad & Gow, Jeff & Ozturk, Ilhan, 2015. "Is the long-run relationship between economic growth, electricity consumption, carbon dioxide emissions and financial development in Gulf Cooperation Council Countries robust?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 317-326.
    10. Pradhan, Rudra P. & Arvin, Mak B. & Norman, Neville R. & Bele, Samadhan K., 2014. "Economic growth and the development of telecommunications infrastructure in the G-20 countries: A panel-VAR approach," Telecommunications Policy, Elsevier, vol. 38(7), pages 634-649.
    11. Dale W. Jorgenson, 2001. "Information Technology and the U.S. Economy," Higher School of Economics Economic Journal Экономический журнал Высшей школы экономики, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 5(1), pages 3-34.
    12. 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.
    13. 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.
    14. Lam, Pun-Lee & Shiu, Alice, 2010. "Economic growth, telecommunications development and productivity growth of the telecommunications sector: Evidence around the world," Telecommunications Policy, Elsevier, vol. 34(4), pages 185-199, May.
    15. Cho, Youngsang & Lee, Jongsu & Kim, Tai-Yoo, 2007. "The impact of ICT investment and energy price on industrial electricity demand: Dynamic growth model approach," Energy Policy, Elsevier, vol. 35(9), pages 4730-4738, September.
    16. Richard Beil & George Ford & John Jackson, 2005. "On the relationship between telecommunications investment and economic growth in the United States," International Economic Journal, Taylor & Francis Journals, vol. 19(1), pages 3-9.
    17. Marcelo Soto, 2009. "System GMM Estimation With A Small Sample," UFAE and IAE Working Papers 780.09, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    18. 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.
    19. Chakraborty, Chandana & Nandi, Banani, 2011. "'Mainline' telecommunications infrastructure, levels of development and economic growth: Evidence from a panel of developing countries," Telecommunications Policy, Elsevier, vol. 35(5), pages 441-449, June.
    20. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    21. 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.
    22. Jorah Ramlan & Elsadig Musa Ahmed, 2009. "Information and Communication Technology (ICT) and human capital management trend in Malaysia's economic development," Applied Economics Letters, Taylor & Francis Journals, vol. 16(18), pages 1881-1886.
    23. Kumar, Ronald Ravinesh & Kumar, Radika Devi & Patel, Arvind, 2015. "Accounting for telecommunications contribution to economic growth: A study of Small Pacific Island States," Telecommunications Policy, Elsevier, vol. 39(3), pages 284-295.
    24. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    25. Chen, Ping-Yu & Chen, Sheng-Tung & Hsu, Chia-Sheng & Chen, Chi-Chung, 2016. "Modeling the global relationships among economic growth, energy consumption and CO2 emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 420-431.
    26. Takase, Kae & Murota, Yasuhiro, 2004. "The impact of IT investment on energy: Japan and US comparison in 2010," Energy Policy, Elsevier, vol. 32(11), pages 1291-1301, July.
    27. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    28. Pablo-Romero, M.P. & Cruz, L. & Barata, E., 2017. "Testing the transport energy-environmental Kuznets curve hypothesis in the EU27 countries," Energy Economics, Elsevier, vol. 62(C), pages 257-269.
    29. Sang H. Lee & John Levendis & Luis Gutierrez, 2012. "Telecommunications and economic growth: an empirical analysis of sub-Saharan Africa," Applied Economics, Taylor & Francis Journals, vol. 44(4), pages 461-469, February.
    30. Adewuyi, Adeolu O. & Awodumi, Olabanji B., 2017. "Biomass energy consumption, economic growth and carbon emissions: Fresh evidence from West Africa using a simultaneous equation model," Energy, Elsevier, vol. 119(C), pages 453-471.
    31. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    32. 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.
    33. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    34. Alice Shiu & Pun-Lee Lam, 2008. "Causal Relationship between Telecommunications and Economic Growth in China and its Regions," Regional Studies, Taylor & Francis Journals, vol. 42(5), pages 705-718.
    35. Ajmi, Ahdi Noomen & Hammoudeh, Shawkat & Nguyen, Duc Khuong & Sato, João Ricardo, 2015. "On the relationships between CO2 emissions, energy consumption and income: The importance of time variation," Energy Economics, Elsevier, vol. 49(C), pages 629-638.
    36. Jung Wan Lee & Tantatape Brahmasrene, 2014. "ICT, CO 2 Emissions and Economic Growth: Evidence from a Panel of ASEAN," Global Economic Review, Taylor & Francis Journals, vol. 43(2), pages 93-109, June.
    37. Concetta Castiglione & Davide Infante, 2013. "ICT as general purpose technologies: a micro-econometric investigation on Italian firms," International Journal of Trade and Global Markets, Inderscience Enterprises Ltd, vol. 6(3), pages 225-241.
    38. Apergis, Nicholas & Payne, James E., 2009. "CO2 emissions, energy usage, and output in Central America," Energy Policy, Elsevier, vol. 37(8), pages 3282-3286, August.
    39. Røpke, Inge & Haunstrup Christensen, Toke & Ole Jensen, Jesper, 2010. "Information and communication technologies - A new round of household electrification," Energy Policy, Elsevier, vol. 38(4), pages 1764-1773, April.
    40. Liao, Hailin & Wang, Bin & Li, Baibing & Weyman-Jones, Tom, 2016. "ICT as a general-purpose technology: The productivity of ICT in the United States revisited," Information Economics and Policy, Elsevier, vol. 36(C), pages 10-25.
    41. Funk, Jeffrey L., 2015. "IT and sustainability: New strategies for reducing carbon emissions and resource usage in transportation," Telecommunications Policy, Elsevier, vol. 39(10), pages 861-874.
    42. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    43. Sadorsky, Perry, 2012. "Information communication technology and electricity consumption in emerging economies," Energy Policy, Elsevier, vol. 48(C), pages 130-136.
    44. Pradhan, Rudra P. & Arvin, Mak B. & Hall, John H., 2016. "Economic growth, development of telecommunications infrastructure, and financial development in Asia, 1991–2012," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 25-38.
    45. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    46. Dogan, Eyup & Aslan, Alper, 2017. "Exploring the relationship among CO2 emissions, real GDP, energy consumption and tourism in the EU and candidate countries: Evidence from panel models robust to heterogeneity and cross-sectional depen," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 239-245.
    47. Cronin, Francis J. & Parker, Edwin B. & Colleran, Elisabeth K. & Gold, Mark A., 1991. "Telecommunications infrastructure and economic growth : An analysis of causality," Telecommunications Policy, Elsevier, vol. 15(6), pages 529-535, December.
    48. Alshehry, Atef Saad & Belloumi, Mounir, 2017. "Study of the environmental Kuznets curve for transport carbon dioxide emissions in Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1339-1347.
    49. Chiu, Yi-Bin, 2017. "Carbon dioxide, income and energy: Evidence from a non-linear model," Energy Economics, Elsevier, vol. 61(C), pages 279-288.
    50. Ahmad, Najid & Du, Liangsheng, 2017. "Effects of energy production and CO2 emissions on economic growth in Iran: ARDL approach," Energy, Elsevier, vol. 123(C), pages 521-537.
    51. Long, Xingle & Naminse, Eric Yaw & Du, Jianguo & Zhuang, Jincai, 2015. "Nonrenewable energy, renewable energy, carbon dioxide emissions and economic growth in China from 1952 to 2012," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 680-688.
    52. Ahmad, Ashfaq & Zhao, Yuhuan & Shahbaz, Muhammad & Bano, Sadia & Zhang, Zhonghua & Wang, Song & Liu, Ya, 2016. "Carbon emissions, energy consumption and economic growth: An aggregate and disaggregate analysis of the Indian economy," Energy Policy, Elsevier, vol. 96(C), pages 131-143.
    53. 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.
    54. Bilal Mehmood & Wasif Siddiqui, 2013. "What Causes What? Panel Cointegration Approach on Investment in Telecommunication and Economic Growth: Case of Asian Countries," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 16(47), pages 3-16, March.
    55. Hong, Jae-pyo, 2017. "Causal relationship between ICT R&D investment and economic growth in Korea," Technological Forecasting and Social Change, Elsevier, vol. 116(C), pages 70-75.
    56. 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.
    57. Zhang, Chuanguo & Liu, Cong, 2015. "The impact of ICT industry on CO2 emissions: A regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 12-19.
    58. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    59. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    60. Begum, Rawshan Ara & Sohag, Kazi & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "CO2 emissions, energy consumption, economic and population growth in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 594-601.
    61. Collard, Fabrice & Feve, Patrick & Portier, Franck, 2005. "Electricity consumption and ICT in the French service sector," Energy Economics, Elsevier, vol. 27(3), pages 541-550, May.
    62. 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.
    63. 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.
    64. Mirza, Faisal Mehmood & Kanwal, Afra, 2017. "Energy consumption, carbon emissions and economic growth in Pakistan: Dynamic causality analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 1233-1240.
    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. Chen, Ping-Yu & Chen, Sheng-Tung & Hsu, Chia-Sheng & Chen, Chi-Chung, 2016. "Modeling the global relationships among economic growth, energy consumption and CO2 emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 420-431.
    2. 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.
    3. Pradhan, Rudra P. & Arvin, Mak B. & Norman, Neville R., 2015. "The dynamics of information and communications technologies infrastructure, economic growth, and financial development: Evidence from Asian countries," Technology in Society, Elsevier, vol. 42(C), pages 135-149.
    4. Pradhan, Rudra P. & Arvin, Mak B. & Hall, John H., 2016. "Economic growth, development of telecommunications infrastructure, and financial development in Asia, 1991–2012," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 25-38.
    5. Rudra P. Pradhan, Mak B. Arvin, & Mahendhiran Nair, Jay Mittal, & Neville R. Norman, 2017. "Telecommunications infrastructure and usage and the FDI–growth nexus: evidence from Asian-21 countries "Abstract: This paper examines causal relationships between telecommunications infrastructur," Department of Economics - Working Papers Series 2032, The University of Melbourne.
    6. Tarik Dogru & Umit Bulut & Ercan Sirakaya-Turk, 2021. "Modeling tourism demand: Theoretical and empirical considerations for future research," Tourism Economics, , vol. 27(4), pages 874-889, June.
    7. 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.
    8. Md. Qamruzzaman & Jianguo Wei, 2019. "Financial Innovation and Financial Inclusion Nexus in South Asian Countries: Evidence from Symmetric and Asymmetric Panel Investigation," IJFS, MDPI, vol. 7(4), pages 1-27, October.
    9. Xuejiao Ma & Qichuan Jiang, 2019. "How to Balance the Trade-off between Economic Development and Climate Change?," Sustainability, MDPI, vol. 11(6), pages 1-30, March.
    10. Qamruzzaman, Md, 2022. "Nexus between renewable energy, foreign direct investment, and agro-productivity: The mediating role of carbon emission," Renewable Energy, Elsevier, vol. 184(C), pages 526-540.
    11. Ferreira, Cândida, 2020. "Globalisation and Economic Growth: A Panel Data Approach," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 73(2), pages 187-236.
    12. Pradhan, Rudra P. & Arvin, Mak B. & Norman, Neville R. & Bele, Samadhan K., 2014. "Economic growth and the development of telecommunications infrastructure in the G-20 countries: A panel-VAR approach," Telecommunications Policy, Elsevier, vol. 38(7), pages 634-649.
    13. Gharehgozli, Orkideh, 2021. "An empirical comparison between a regression framework and the Synthetic Control Method," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 70-81.
    14. Sung, Bongsuk & Song, Woo-Yong & Park, Sang-Do, 2018. "How foreign direct investment affects CO2 emission levels in the Chinese manufacturing industry: Evidence from panel data," Economic Systems, Elsevier, vol. 42(2), pages 320-331.
    15. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    16. Jaunky, Vishal Chandr, 2011. "The CO2 emissions-income nexus: Evidence from rich countries," Energy Policy, Elsevier, vol. 39(3), pages 1228-1240, March.
    17. Maria Elena Bontempi & Roberto Golinelli, 2012. "The effect of neglecting the slope parameters’ heterogeneity on dynamic models of corporate capital structure," Quantitative Finance, Taylor & Francis Journals, vol. 12(11), pages 1733-1751, November.
    18. Ronald MacDonald & Flávio Vieira, "undated". "A panel data investigation of real exchange rate misalignment and growth," Working Papers 2010_13, Business School - Economics, University of Glasgow.
    19. 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.
    20. Charles Shaaba Saba & Nicholas Ngepah, 2022. "ICT Diffusion, Industrialisation and Economic Growth Nexus: an International Cross-country Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2030-2069, September.

    More about this item

    Keywords

    Granger causality; Panel data; CO2 emissions; Energy consumption; GDP; ICT;
    All these keywords.

    JEL classification:

    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    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:energy:v:169:y:2019:i:c:p:1064-1078. 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/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.