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Estimation of inter-fuel substitution possibilities in China's transport industry using ridge regression

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  • Xie, Chunping
  • Hawkes, Adam D.

Abstract

The transport industry is a key driver of the rapid growth of oil demand in China. It accounted for 38.2% of total Chinese oil consumption in 2010, and is consequently a major contributor to greenhouse gas emissions and other pollutants. In order to estimate the potential to lower Chinese dependence on oil and reduce carbon dioxide emission, this study has investigated the potential for inter-fuel substitution between coal, oil, natural gas and electricity in China's transport industry over the period 1980–2010, by employing a log linear translog production and cost function. A ridge regression procedure was adopted to estimate the parameters of the function. Estimation results show that all energy inputs are substitutes, and indicate higher substitution possibilities between oil and natural gas relative to other energy input pairs. Furthermore, the substitution elasticity between oil and electricity in the transport sector is increasing significantly over time. Understanding of the substitution relationship among different fuels is crucial for making relevant policies for optimizing the development mode of Chinese transport industry.

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  • Xie, Chunping & Hawkes, Adam D., 2015. "Estimation of inter-fuel substitution possibilities in China's transport industry using ridge regression," Energy, Elsevier, vol. 88(C), pages 260-267.
    • Handle: RePEc:eee:energy:v:88:y:2015:i:c:p:260-267
    DOI: 10.1016/j.energy.2015.05.034
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    as
    1. Liu, Wen & Lund, Henrik & Mathiesen, Brian Vad, 2013. "Modelling the transport system in China and evaluating the current strategies towards the sustainable transport development," Energy Policy, Elsevier, vol. 58(C), pages 347-357.
    2. Girod, Bastien & van Vuuren, Detlef P. & de Vries, Bert, 2013. "Influence of travel behavior on global CO2 emissions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 50(C), pages 183-197.
    3. Pucher, John & Korattyswaropam, Nisha & Mittal, Neha & Ittyerah, Neenu, 2005. "Urban transport crisis in India," Transport Policy, Elsevier, vol. 12(3), pages 185-198, May.
    4. Pindyck, Robert S, 1979. "Interfuel Substitution and the Industrial Demand for Energy: An International Comparison," The Review of Economics and Statistics, MIT Press, vol. 61(2), pages 169-179, May.
    5. Apostolos Serletis, 2012. "Interfuel Substitution in the United States," World Scientific Book Chapters, in: Interfuel Substitution, chapter 2, pages 11-35, World Scientific Publishing Co. Pte. Ltd..
    6. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    7. David I. Stern, 2012. "Interfuel Substitution: A Meta‐Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 26(2), pages 307-331, April.
    8. Koetse, Mark J. & de Groot, Henri L.F. & Florax, Raymond J.G.M., 2008. "Capital-energy substitution and shifts in factor demand: A meta-analysis," Energy Economics, Elsevier, vol. 30(5), pages 2236-2251, September.
    9. Florin-Marius PAVELESCU, 2011. "Some aspects of the translog production function estimation," Romanian Journal of Economics, Institute of National Economy, vol. 32(1(41)), pages 131-150, June.
    10. Gregory C. Chow, 1993. "Capital Formation and Economic Growth in China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 809-842.
    11. Smyth, Russell & Narayan, Paresh Kumar & Shi, Hongliang, 2011. "Substitution between energy and classical factor inputs in the Chinese steel sector," Applied Energy, Elsevier, vol. 88(1), pages 361-367, January.
    12. Kelly, K.A. & McManus, M.C. & Hammond, G.P., 2014. "An energy and carbon life cycle assessment of industrial CHP (combined heat and power) in the context of a low carbon UK," Energy, Elsevier, vol. 77(C), pages 812-821.
    13. Yan, Xiaoyu & Crookes, Roy J., 2009. "Reduction potentials of energy demand and GHG emissions in China's road transport sector," Energy Policy, Elsevier, vol. 37(2), pages 658-668, February.
    14. Li, Yan & DaCosta, Maria N., 2013. "Transportation and income inequality in China: 1978–2007," Transportation Research Part A: Policy and Practice, Elsevier, vol. 55(C), pages 56-71.
    15. Serletis, Apostolos & Shahmoradi, Asghar, 2008. "Semi-nonparametric estimates of interfuel substitution in U.S. energy demand," Energy Economics, Elsevier, vol. 30(5), pages 2123-2133, September.
    16. Han, Zhi-Yong & Fan, Ying & Jiao, Jian-Ling & Yan, Ji-Sheng & Wei, Yi-Ming, 2007. "Energy structure, marginal efficiency and substitution rate: An empirical study of China," Energy, Elsevier, vol. 32(6), pages 935-942.
    17. Abada, Ibrahim & Briat, Vincent & Massol, Olivier, 2013. "Construction of a fuel demand function portraying interfuel substitution, a system dynamics approach," Energy, Elsevier, vol. 49(C), pages 240-251.
    18. Serletis, Apostolos & Timilsina, Govinda & Vasetsky, Olexandr, 2011. "International evidence on aggregate short-run and long-run interfuel substitution," Energy Economics, Elsevier, vol. 33(2), pages 209-216, March.
    19. Gao, Jing & Nelson, Robert & Zhang, Lei, 2013. "Substitution in the electric power industry: An interregional comparison in the eastern US," Energy Economics, Elsevier, vol. 40(C), pages 316-325.
    20. Serletis, Apostolos & Timilsina, Govinda & Vasetsky, Olexandr, 2009. "On interfuel substitution : some international evidence," Policy Research Working Paper Series 5026, The World Bank.
    21. Ong, H.C. & Mahlia, T.M.I. & Masjuki, H.H., 2011. "A review on emissions and mitigation strategies for road transport in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(8), pages 3516-3522.
    22. Lin, Boqiang & Xie, Chunping, 2014. "Energy substitution effect on transport industry of China-based on trans-log production function," Energy, Elsevier, vol. 67(C), pages 213-222.
    23. Ma, Hengyun & Oxley, Les & Gibson, John, 2009. "Substitution possibilities and determinants of energy intensity for China," Energy Policy, Elsevier, vol. 37(5), pages 1793-1804, May.
    24. Lin, Boqiang & Wesseh, Presley K., 2013. "Estimates of inter-fuel substitution possibilities in Chinese chemical industry," Energy Economics, Elsevier, vol. 40(C), pages 560-568.
    25. Al-Ghandoor, Ahmed & Jaber, Jamal & Al-Hinti, Ismael & Abdallat, Yousef, 2013. "Statistical assessment and analyses of the determinants of transportation sector gasoline demand in Jordan," Transportation Research Part A: Policy and Practice, Elsevier, vol. 50(C), pages 129-138.
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