IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v113y2022ics0140988322003541.html
   My bibliography  Save this article

Minerals import demands and clean energy transitions: A disaggregated analysis

Author

Listed:
  • Islam, Md. Monirul
  • Sohag, Kazi
  • Hammoudeh, Shawkat
  • Mariev, Oleg
  • Samargandi, Nahla

Abstract

Global energy transitions entangled with a paradigm shift from fossil fuel to renewable energy consumption elevates the demand for clean energy technologies, such as solar photovoltaics (PV), wind turbines, electric vehicles (EV) and power storage systems etc., which require significant volumes of minerals as raw materials. We measure the import-demand function of minerals by incorporating the role of renewable energy production capacity for selected OECD countries. We apply the cross-sectional autoregressive distributed lag (CS-ARDL) approach to analyse the panel time-series data due to common correlation, country heterogeneity, non-stationarity and potential endogeneity over the period 1990–2020. Our findings confirm that the overall renewable energy production, including installed solar and wind capacities, fosters the import demands for both the aggregate and disaggregate minerals (copper and nickel) in the long run. We also observe that the copper price elasticity of demand holds the Marshallian demand hypothesis, while the nickel price violates it in the long run. Besides, we find a heterogeneous effect of the income factor on the mineral import demand. Therefore, our findings recommend optimizing mineral resources to reinforce the global agenda of energy transitions toward a decarbonized or a net-zero emissions trajectory by the 21st century.

Suggested Citation

  • Islam, Md. Monirul & Sohag, Kazi & Hammoudeh, Shawkat & Mariev, Oleg & Samargandi, Nahla, 2022. "Minerals import demands and clean energy transitions: A disaggregated analysis," Energy Economics, Elsevier, vol. 113(C).
  • Handle: RePEc:eee:eneeco:v:113:y:2022:i:c:s0140988322003541
    DOI: 10.1016/j.eneco.2022.106205
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988322003541
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2022.106205?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. Lin, Boqiang & Omoju, Oluwasola E., 2017. "Focusing on the right targets: Economic factors driving non-hydro renewable energy transition," Renewable Energy, Elsevier, vol. 113(C), pages 52-63.
    2. Palacios, Jose-Luis & Calvo, Guiomar & Valero, Alicia & Valero, Antonio, 2018. "The cost of mineral depletion in Latin America: An exergoecology view," Resources Policy, Elsevier, vol. 59(C), pages 117-124.
    3. Stuermer, Martin, 2017. "Industrialization and the demand for mineral commodities," Journal of International Money and Finance, Elsevier, vol. 76(C), pages 16-27.
    4. Valero, Alicia & Valero, Antonio & Calvo, Guiomar & Ortego, Abel, 2018. "Material bottlenecks in the future development of green technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 178-200.
    5. Månberger, André & Stenqvist, Björn, 2018. "Global metal flows in the renewable energy transition: Exploring the effects of substitutes, technological mix and development," Energy Policy, Elsevier, vol. 119(C), pages 226-241.
    6. Ibarra-Gutiérrez, Sebastián & Bouchard, Jocelyn & Laflamme, Marcel & Fytas, Konstantinos, 2021. "Assessing the potential of quebec lithium industry: Mineral reserves, lithium-ion batteries production and greenhouse gas emissions," Resources Policy, Elsevier, vol. 74(C).
    7. Swamy, P A V B, 1970. "Efficient Inference in a Random Coefficient Regression Model," Econometrica, Econometric Society, vol. 38(2), pages 311-323, March.
    8. Islam, Md. Monirul & Sohag, Kazi & Alam, Md. Mahmudul, 2022. "Mineral import demand and clean energy transitions in the top mineral-importing countries," Resources Policy, Elsevier, vol. 78(C).
    9. Harmsen, J.H.M. & Roes, A.L. & Patel, M.K., 2013. "The impact of copper scarcity on the efficiency of 2050 global renewable energy scenarios," Energy, Elsevier, vol. 50(C), pages 62-73.
    10. 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.
    11. Fang, Zheng & Chang, Youngho, 2016. "Energy, human capital and economic growth in Asia Pacific countries — Evidence from a panel cointegration and causality analysis," Energy Economics, Elsevier, vol. 56(C), pages 177-184.
    12. Sadiqa, Ayesha & Gulagi, Ashish & Breyer, Christian, 2018. "Energy transition roadmap towards 100% renewable energy and role of storage technologies for Pakistan by 2050," Energy, Elsevier, vol. 147(C), pages 518-533.
    13. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    14. 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.
    15. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    16. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    17. Aldakhil, Abdullah Mohammed & Nassani, Abdelmohsen A. & Zaman, Khalid, 2020. "The role of technical cooperation grants in mineral resource extraction: Evidence from a panel of 12 abundant resource economies," Resources Policy, Elsevier, vol. 69(C).
    18. Nassani, Abdelmohsen A. & Aldakhil, Abdullah Mohammed & Zaman, Khalid, 2021. "Ecological footprints jeopardy for mineral resource extraction: Efficient use of energy, financial development and insurance services to conserve natural resources," Resources Policy, Elsevier, vol. 74(C).
    19. Tokimatsu, Koji & Wachtmeister, Henrik & McLellan, Benjamin & Davidsson, Simon & Murakami, Shinsuke & Höök, Mikael & Yasuoka, Rieko & Nishio, Masahiro, 2017. "Energy modeling approach to the global energy-mineral nexus: A first look at metal requirements and the 2°C target," Applied Energy, Elsevier, vol. 207(C), pages 494-509.
    20. Hansen, Kenneth & Mathiesen, Brian Vad & Skov, Iva Ridjan, 2019. "Full energy system transition towards 100% renewable energy in Germany in 2050," Renewable and Sustainable Energy Reviews, Elsevier, vol. 102(C), pages 1-13.
    21. Al-Maamary, Hilal M.S. & Kazem, Hussein A. & Chaichan, Miqdam T., 2017. "The impact of oil price fluctuations on common renewable energies in GCC countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 989-1007.
    22. Till Zimmermann & Max Rehberger & Stefan Gößling-Reisemann, 2013. "Material Flows Resulting from Large Scale Deployment of Wind Energy in Germany," Resources, MDPI, vol. 2(3), pages 1-32, August.
    23. Abdelrahman Azzuni & Arman Aghahosseini & Manish Ram & Dmitrii Bogdanov & Upeksha Caldera & Christian Breyer, 2020. "Energy Security Analysis for a 100% Renewable Energy Transition in Jordan by 2050," Sustainability, MDPI, vol. 12(12), pages 1-26, June.
    24. Ryan Hanna & David G. Victor, 2021. "Publisher Correction: Marking the decarbonization revolutions," Nature Energy, Nature, vol. 6(9), pages 936-936, September.
    25. 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.
    26. Panwar, N.L. & Kaushik, S.C. & Kothari, Surendra, 2011. "Role of renewable energy sources in environmental protection: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1513-1524, April.
    27. Coudert, Virginie & Couharde, Cecile, 2007. "Real equilibrium exchange rate in China is the renminbi undervalued?," Journal of Asian Economics, Elsevier, vol. 18(4), pages 568-594, August.
    28. Hadavinia, Homan & Singh, Harjit, 2019. "Modelling and experimental analysis of low concentrating solar panels for use in building integrated and applied photovoltaic (BIPV/BAPV) systems," Renewable Energy, Elsevier, vol. 139(C), pages 815-829.
    29. Nicholas Bainton & Deanna Kemp & Eleonore Lèbre & John R. Owen & Greg Marston, 2021. "The energy‐extractives nexus and the just transition," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(4), pages 624-634, July.
    30. Sohag, Kazi & Riad Shams, S.M. & Darusalam, Darusalam & Devalle, Alain, 2021. "Information digitalisation and local institutional agility: evidence from ASEAN countries," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    31. Zeqiraj, Veton & Sohag, Kazi & Soytas, Ugur, 2020. "Stock market development and low-carbon economy: The role of innovation and renewable energy," Energy Economics, Elsevier, vol. 91(C).
    32. Serap Bedir & Vildan Merve Yilmaz, 2016. "CO2 emissions and human development in OECD countries: granger causality analysis with a panel data approach," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 6(1), pages 97-110, April.
    33. Dong, Kangyin & Hochman, Gal & Zhang, Yaqing & Sun, Renjin & Li, Hui & Liao, Hua, 2018. "CO2 emissions, economic and population growth, and renewable energy: Empirical evidence across regions," Energy Economics, Elsevier, vol. 75(C), pages 180-192.
    34. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    35. Al Mamun, Md & Sohag, Kazi & Shahbaz, Muhammad & Hammoudeh, Shawkat, 2018. "Financial markets, innovations and cleaner energy production in OECD countries," Energy Economics, Elsevier, vol. 72(C), pages 236-254.
    36. Blomquist, Johan & Westerlund, Joakim, 2013. "Testing slope homogeneity in large panels with serial correlation," Economics Letters, Elsevier, vol. 121(3), pages 374-378.
    37. Valero, Alicia & Valero, Antonio & Calvo, Guiomar & Ortego, Abel & Ascaso, Sonia & Palacios, Jose-Luis, 2018. "Global material requirements for the energy transition. An exergy flow analysis of decarbonisation pathways," Energy, Elsevier, vol. 159(C), pages 1175-1184.
    38. Ryan Hanna & David G. Victor, 2021. "Marking the decarbonization revolutions," Nature Energy, Nature, vol. 6(6), pages 568-571, June.
    39. Grandell, Leena & Lehtilä, Antti & Kivinen, Mari & Koljonen, Tiina & Kihlman, Susanna & Lauri, Laura S., 2016. "Role of critical metals in the future markets of clean energy technologies," Renewable Energy, Elsevier, vol. 95(C), pages 53-62.
    40. Khan, Samiha & Murshed, Muntasir & Ozturk, Ilhan & Khudoykulov, Khurshid, 2022. "The roles of energy efficiency improvement, renewable electricity production, and financial inclusion in stimulating environmental sustainability in the Next Eleven countries," Renewable Energy, Elsevier, vol. 193(C), pages 1164-1176.
    41. Ronald Steenblik, 2005. "Liberalisation of Trade in Renewable-Energy Products and Associated Goods: Charcoal, Solar Photovoltaic Systems, and Wind Pumps and Turbines," OECD Trade and Environment Working Papers 2005/7, OECD Publishing.
    42. Koyamparambath, Anish & Santillán-Saldivar, Jair & McLellan, Benjamin & Sonnemann, Guido, 2022. "Supply risk evolution of raw materials for batteries and fossil fuels for selected OECD countries (2000–2018)," Resources Policy, Elsevier, vol. 75(C).
    43. Fedoseeva, Svetlana & Zeidan, Rodrigo, 2018. "How (a)symmetric is the response of import demand to changes in its determinants? Evidence from European energy imports," Energy Economics, Elsevier, vol. 69(C), pages 379-394.
    44. Jonathan Doh & Pawan Budhwar & Geoffrey Wood, 2021. "Long-term energy transitions and international business: Concepts, theory, methods, and a research agenda," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 52(5), pages 951-970, July.
    45. Strunz, Sebastian, 2014. "The German energy transition as a regime shift," Ecological Economics, Elsevier, vol. 100(C), pages 150-158.
    46. Paulo Vaz & Werner Baer, 2014. "Real exchange rate and manufacturing growth in Latin America," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 23(1), pages 1-17, December.
    47. Ram, Manish & Aghahosseini, Arman & Breyer, Christian, 2020. "Job creation during the global energy transition towards 100% renewable power system by 2050," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    48. Viebahn, Peter & Soukup, Ole & Samadi, Sascha & Teubler, Jens & Wiesen, Klaus & Ritthoff, Michael, 2015. "Assessing the need for critical minerals to shift the German energy system towards a high proportion of renewables," Renewable and Sustainable Energy Reviews, Elsevier, vol. 49(C), pages 655-671.
    49. Collier, Jennifer & Wu, Susie & Apul, Defne, 2014. "Life cycle environmental impacts from CZTS (copper zinc tin sulfide) and Zn3P2 (zinc phosphide) thin film PV (photovoltaic) cells," Energy, Elsevier, vol. 74(C), pages 314-321.
    50. Di Dong & Arnold Tukker & Ester Van der Voet, 2019. "Modeling copper demand in China up to 2050: A business‐as‐usual scenario based on dynamic stock and flow analysis," Journal of Industrial Ecology, Yale University, vol. 23(6), pages 1363-1380, December.
    51. Antoine Boubault & Nadia Maïzi, 2019. "Devising Mineral Resource Supply Pathways to a Low-Carbon Electricity Generation by 2100," Resources, MDPI, vol. 8(1), pages 1-13, February.
    52. Fernandez, Viviana, 2018. "Price and income elasticity of demand for mineral commodities," Resources Policy, Elsevier, vol. 59(C), pages 160-183.
    53. 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.
    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. Jianfeng Guo & Kai Zhang & Kecheng Liu, 2022. "Exploring the Mechanism of the Impact of Green Finance and Digital Economy on China’s Green Total Factor Productivity," IJERPH, MDPI, vol. 19(23), pages 1-18, December.
    2. Zhang, Hongwei & Li, Zongzhen & Song, Huiling & Gao, Wang, 2024. "Insight into clean energy market’s role in the connectedness between joint-consumption metals," Energy, Elsevier, vol. 302(C).
    3. Islam, Md. Monirul & Sohag, Kazi & Mariev, Oleg, 2023. "Geopolitical risks and mineral-driven renewable energy generation in China: A decomposed analysis," Resources Policy, Elsevier, vol. 80(C).
    4. Ghosh, Bikramaditya & Pham, Linh & Teplova, Tamara & Umar, Zaghum, 2023. "COVID-19 and the quantile connectedness between energy and metal markets," Energy Economics, Elsevier, vol. 117(C).
    5. Qu, Chunzi & Bang, Rasmus Noss, 2023. "Comparative Investment Analysis of Wind and Nuclear Energy: Assessing the Impact of Changes in the Electricity Mix and Required Government Support for Investment Parity," Discussion Papers 2023/8, Norwegian School of Economics, Department of Business and Management Science.
    6. Irfan, Muhammad & Rehman, Mubeen Abdur & Razzaq, Asif & Hao, Yu, 2023. "What derives renewable energy transition in G-7 and E-7 countries? The role of financial development and mineral markets," Energy Economics, Elsevier, vol. 121(C).
    7. Md. Monirul Islam & Kazi Sohag & Faheem ur Rehman, 2022. "Do Geopolitical Tensions and Economic Policy Uncertainties Reorient Mineral Imports in the USA? A Fat-Tailed Data Analysis Using Novel Quantile Approaches," Mathematics, MDPI, vol. 11(1), pages 1-25, December.
    8. Xuanwei Ning & Peipei Dong & Chengliang Wu & Yongliang Wang & Yang Zhang, 2022. "Influence Mechanisms of Dynamic Changes in Temperature, Precipitation, Sunshine Duration and Active Accumulated Temperature on Soybean Resources: A Case Study of Hulunbuir, China, from 1951 to 2019," Energies, MDPI, vol. 15(22), pages 1-19, November.

    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. Islam, Md. Monirul & Sohag, Kazi & Alam, Md. Mahmudul, 2022. "Mineral import demand and clean energy transitions in the top mineral-importing countries," Resources Policy, Elsevier, vol. 78(C).
    2. Islam, Md. Monirul & Sohag, Kazi & Mariev, Oleg, 2024. "Mineral import demand-driven solar energy generation in China: A threshold estimation using the counterfactual shock approach," Renewable Energy, Elsevier, vol. 221(C).
    3. Md. Monirul Islam, 2024. "A Cross-Country Examination of Mineral Import Demand and Wind Energy Generation: Empirical Insights from Leading Mineral Importers," Journal of Applied Economic Research, Graduate School of Economics and Management, Ural Federal University, vol. 23(1), pages 6-32.
    4. Hussein Moghaddam & Robert M. Kunst, 2023. "The Role of Natural Gas in Mitigating Greenhouse Gas Emissions: The Environmental Kuznets Curve Hypothesis for Major Gas-Producing Countries," Sustainability, MDPI, vol. 15(5), pages 1-20, February.
    5. Hu, Xueyue & Wang, Chunying & Elshkaki, Ayman, 2024. "Material-energy Nexus: A systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
    6. Schneider, Nicolas & Strielkowski, Wadim, 2023. "Modelling the unit root properties of electricity data—A general note on time-domain applications," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 618(C).
    7. Tiwari, Sunil & Si Mohammed, Kamel & Guesmi, Khaled, 2023. "A way forward to end energy poverty in China: Role of carbon-cutting targets and net-zero commitments," Energy Policy, Elsevier, vol. 180(C).
    8. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2022. "Which are the long-run determinants of US outward FDI? Evidence using large long-memory panels," Working Papers 2022.08, International Network for Economic Research - INFER.
    9. Bakry, Walid & Mallik, Girijasankar & Nghiem, Xuan-Hoa & Sinha, Avik & Vo, Xuan Vinh, 2023. "Is green finance really “green”? Examining the long-run relationship between green finance, renewable energy and environmental performance in developing countries," Renewable Energy, Elsevier, vol. 208(C), pages 341-355.
    10. Dimitrios Bakas & Theodore Panagiotidis & Gianluigi Pelloni, 2017. "Regional And Sectoral Evidence Of The Macroeconomic Effects Of Labor Reallocation: A Panel Data Analysis," Economic Inquiry, Western Economic Association International, vol. 55(1), pages 501-526, January.
    11. Wang, Zhaohua & Bui, Quocviet & Zhang, Bin, 2020. "The relationship between biomass energy consumption and human development: Empirical evidence from BRICS countries," Energy, Elsevier, vol. 194(C).
    12. Olasehinde-Williams, Godwin & Balcilar, Mehmet, 2020. "Examining the Effect of Globalization on Insurance Activities in Large Emerging Market Economies," Research in International Business and Finance, Elsevier, vol. 53(C).
    13. Yadav, Aneet & Mahalik, Mantu Kumar, 2024. "Does renewable energy development reduce energy import dependency in emerging economies? Evidence from CS-ARDL and panel causality approach," Energy Economics, Elsevier, vol. 131(C).
    14. Nikolaos Giannellis & Minoas Koukouritakis, 2018. "Currency Misalignments in the BRIICS Countries: Fixed Vs. Floating Exchange Rates," Open Economies Review, Springer, vol. 29(5), pages 1123-1151, November.
    15. Murshed, Muntasir, 2024. "The role of Fintech financing in correcting ecological problems caused by mineral resources: Testing the novel ecological deficit hypothesis," Resources Policy, Elsevier, vol. 88(C).
    16. Ren, Kaipeng & Tang, Xu & Wang, Peng & Willerström, Jakob & Höök, Mikael, 2021. "Bridging energy and metal sustainability: Insights from China’s wind power development up to 2050," Energy, Elsevier, vol. 227(C).
    17. Gangopadhyay, Partha & Jain, Siddharth & Bakry, Walid, 2022. "In search of a rational foundation for the massive IT boom in the Australian banking industry: Can the IT boom really drive relationship banking?," International Review of Financial Analysis, Elsevier, vol. 82(C).
    18. Ma, Yechi & Chen, Zhiguo & Shinwari, Riazullah & Khan, Zeeshan, 2021. "Financialization, globalization, and Dutch disease: Is Dutch disease exist for resources rich countries?," Resources Policy, Elsevier, vol. 72(C).
    19. Kangyin Dong & Xiucheng Dong & Qingzhe Jiang, 2020. "How renewable energy consumption lower global CO2 emissions? Evidence from countries with different income levels," The World Economy, Wiley Blackwell, vol. 43(6), pages 1665-1698, June.
    20. Angeliki N. Menegaki, 2019. "The ARDL Method in the Energy-Growth Nexus Field; Best Implementation Strategies," Economies, MDPI, vol. 7(4), pages 1-16, October.

    More about this item

    Keywords

    Mineral imports; Clean energy transitions; Wind and solar capacities; Renewable electricity; CS-ARDL approach; OECD countries;
    All these keywords.

    JEL classification:

    • B27 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - International Trade and Finance
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • L61 - Industrial Organization - - Industry Studies: Manufacturing - - - Metals and Metal Products; Cement; Glass; Ceramics
    • P18 - Political Economy and Comparative Economic Systems - - Capitalist Economies - - - Energy; Environment
    • P28 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - Natural Resources; Environment
    • Q2 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation

    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:eneeco:v:113:y:2022:i:c:s0140988322003541. 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.elsevier.com/locate/eneco .

    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.