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A functional index model for dynamically evaluating China's energy security

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  • Wang, Deqing
  • Tian, Sihua
  • Fang, Lei
  • Xu, Yan

Abstract

With the aim of overcoming the shortcomings of the conventional energy security index (ESI) used in dynamic assessment of energy security, the present study introduces the functional data analysis method into ESI construction and establishes a dynamic energy security index (DESI) model. The DESI is a generalization of the conventional ESI with a dynamic weighting mechanism in a continuous time domain. In the DESI model, every normalized indicator within three dimensions — energy supply, energy consumption and environmental — is smoothed into a continuous curve, and the changes in its importance are reflected objectively by functional information entropy weights with dynamic information updating. Whereas the three sub-index curves with different importance are distinguished via assigning different weights according to the special national circumstances. The methods of generating a curve for single indicator, sub-index curves, and dyna mic weighting curves are discussed in detail, and the robustness of weighting and aggregation choice in DESI is tested using sensitive analysis. Results of applying DESI to evaluate China's energy security show that the overall changes of China's energy security have undergone a W-shaped fluctuation. To ensure consistently high levels of energy security, the government should focus on oil supply and renewable energy technologies.

Suggested Citation

  • Wang, Deqing & Tian, Sihua & Fang, Lei & Xu, Yan, 2020. "A functional index model for dynamically evaluating China's energy security," Energy Policy, Elsevier, vol. 147(C).
  • Handle: RePEc:eee:enepol:v:147:y:2020:i:c:s030142152030433x
    DOI: 10.1016/j.enpol.2020.111706
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    as
    1. Müller, Hans-Georg & Sen, Rituparna & Stadtmüller, Ulrich, 2011. "Functional data analysis for volatility," Journal of Econometrics, Elsevier, vol. 165(2), pages 233-245.
    2. Sovacool, Benjamin K. & Mukherjee, Ishani & Drupady, Ira Martina & D’Agostino, Anthony L., 2011. "Evaluating energy security performance from 1990 to 2010 for eighteen countries," Energy, Elsevier, vol. 36(10), pages 5846-5853.
    3. Lu, Hongfang & Xu, FengYing & Liu, Hongxiao & Wang, Jun & Campbell, Daniel E. & Ren, Hai, 2019. "Emergy-based analysis of the energy security of China," Energy, Elsevier, vol. 181(C), pages 123-135.
    4. Martchamadol, Jutamanee & Kumar, S., 2013. "An aggregated energy security performance indicator," Applied Energy, Elsevier, vol. 103(C), pages 653-670.
    5. Li, Yanfei & Chang, Youngho, 2019. "Road transport electrification and energy security in the Association of Southeast Asian Nations: Quantitative analysis and policy implications," Energy Policy, Elsevier, vol. 129(C), pages 805-815.
    6. Sexton, Steven & Eyer, Jonathan, 2016. "Leveling the playing field of transportation fuels: Accounting for indirect emissions of natural gas," Energy Policy, Elsevier, vol. 95(C), pages 21-31.
    7. Yao, Lixia & Chang, Youngho, 2015. "Shaping China's energy security: The impact of domestic reforms," Energy Policy, Elsevier, vol. 77(C), pages 131-139.
    8. Kisel, Einari & Hamburg, Arvi & Härm, Mihkel & Leppiman, Ando & Ots, Märt, 2016. "Concept for Energy Security Matrix," Energy Policy, Elsevier, vol. 95(C), pages 1-9.
    9. David R. Fox, 2014. "Probability weighted indices for improved ecosystem report card scoring," Environmetrics, John Wiley & Sons, Ltd., vol. 25(5), pages 351-360, August.
    10. Cohen, Gail & Joutz, Frederick & Loungani, Prakash, 2011. "Measuring energy security: Trends in the diversification of oil and natural gas supplies," Energy Policy, Elsevier, vol. 39(9), pages 4860-4869, September.
    11. Li, Yingzhu & Shi, Xunpeng & Yao, Lixia, 2016. "Evaluating energy security of resource-poor economies: A modified principle component analysis approach," Energy Economics, Elsevier, vol. 58(C), pages 211-221.
    12. Nepal, Rabindra & Paija, Nirash, 2019. "Energy security, electricity, population and economic growth: The case of a developing South Asian resource-rich economy," Energy Policy, Elsevier, vol. 132(C), pages 771-781.
    13. Augutis, Juozas & Krikštolaitis, Ričardas & Martišauskas, Linas & Pečiulytė, Sigita & Žutautaitė, Inga, 2017. "Integrated energy security assessment," Energy, Elsevier, vol. 138(C), pages 890-901.
    14. Narula, Kapil & Sudhakara Reddy, B. & Pachauri, Shonali, 2017. "Sustainable Energy Security for India: An assessment of energy demand sub-system," Applied Energy, Elsevier, vol. 186(P2), pages 126-139.
    15. Narula, Kapil & Sudhakara Reddy, B. & Pachauri, Shonali & Mahendra Dev, S., 2017. "Sustainable energy security for India: An assessment of the energy supply sub-system," Energy Policy, Elsevier, vol. 103(C), pages 127-144.
    16. Cox, Emily, 2018. "Assessing long-term energy security: The case of electricity in the United Kingdom," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2287-2299.
    17. Grubb, Michael & Butler, Lucy & Twomey, Paul, 2006. "Diversity and security in UK electricity generation: The influence of low-carbon objectives," Energy Policy, Elsevier, vol. 34(18), pages 4050-4062, December.
    18. Ding, Zhihua & Liu, Zhenhua & Zhang, Yuejun & Long, Ruyin, 2017. "The contagion effect of international crude oil price fluctuations on Chinese stock market investor sentiment," Applied Energy, Elsevier, vol. 187(C), pages 27-36.
    19. Yao, Lixia & Chang, Youngho, 2014. "Energy security in China: A quantitative analysis and policy implications," Energy Policy, Elsevier, vol. 67(C), pages 595-604.
    20. Piotr Kokoszka & Hong Miao & Matthew Reimherr & Bahaeddine Taoufik, 2018. "Dynamic Functional Regression with Application to the Cross-section of Returns," Journal of Financial Econometrics, Oxford University Press, vol. 16(3), pages 461-485.
    21. Wang, Qiang & Zhou, Kan, 2017. "A framework for evaluating global national energy security," Applied Energy, Elsevier, vol. 188(C), pages 19-31.
    22. Costantini, Valeria & Gracceva, Francesco & Markandya, Anil & Vicini, Giorgio, 2007. "Security of energy supply: Comparing scenarios from a European perspective," Energy Policy, Elsevier, vol. 35(1), pages 210-226, January.
    23. Geng, Jiang-Bo & Ji, Qiang, 2014. "Multi-perspective analysis of China's energy supply security," Energy, Elsevier, vol. 64(C), pages 541-550.
    24. Wang, Hongye & Su, Bin & Mu, Hailin & Li, Nan & Jiang, Bo & Kong, Xue, 2019. "Optimization of electricity generation and interprovincial trading strategies in Southern China," Energy, Elsevier, vol. 174(C), pages 696-707.
    25. Liu, Liu & Wang, Dan & Hou, Kai & Jia, Hong-jie & Li, Si-yuan, 2020. "Region model and application of regional integrated energy system security analysis," Applied Energy, Elsevier, vol. 260(C).
    26. Leung, Guy C.K., 2011. "China's energy security: Perception and reality," Energy Policy, Elsevier, vol. 39(3), pages 1330-1337, March.
    27. Qadan, Mahmoud & Nama, Hazar, 2018. "Investor sentiment and the price of oil," Energy Economics, Elsevier, vol. 69(C), pages 42-58.
    28. Bhattacharyya, Subhes C., 2009. "Fossil-fuel dependence and vulnerability of electricity generation: Case of selected European countries," Energy Policy, Elsevier, vol. 37(6), pages 2411-2420, June.
    29. Streimikiene, Dalia & Ciegis, Remigijus & Grundey, Dainora, 2007. "Energy indicators for sustainable development in Baltic States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(5), pages 877-893, June.
    30. Sharifuddin, Shahnaz, 2014. "Methodology for quantitatively assessing the energy security of Malaysia and other southeast Asian countries," Energy Policy, Elsevier, vol. 65(C), pages 574-582.
    31. Löschel, Andreas & Moslener, Ulf & Rübbelke, Dirk T.G., 2010. "Indicators of energy security in industrialised countries," Energy Policy, Elsevier, vol. 38(4), pages 1665-1671, April.
    32. Sovacool, Benjamin K., 2013. "An international assessment of energy security performance," Ecological Economics, Elsevier, vol. 88(C), pages 148-158.
    33. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    34. Portugal-Pereira, Joana & Esteban, Miguel, 2014. "Implications of paradigm shift in Japan’s electricity security of supply: A multi-dimensional indicator assessment," Applied Energy, Elsevier, vol. 123(C), pages 424-434.
    35. Odgaard, Ole & Delman, Jørgen, 2014. "China׳s energy security and its challenges towards 2035," Energy Policy, Elsevier, vol. 71(C), pages 107-117.
    36. Wu, Gang & Liu, Lan-Cui & Han, Zhi-Yong & Wei, Yi-Ming, 2012. "Climate protection and China’s energy security: Win–win or tradeoff," Applied Energy, Elsevier, vol. 97(C), pages 157-163.
    37. Månsson, André & Johansson, Bengt & Nilsson, Lars J., 2014. "Assessing energy security: An overview of commonly used methodologies," Energy, Elsevier, vol. 73(C), pages 1-14.
    38. Klevas, Valentinas & Streimikiene, Dalia & Grikstaite, Ramute, 2007. "Sustainable energy in Baltic States," Energy Policy, Elsevier, vol. 35(1), pages 76-90, January.
    39. Zhang, ZhongXiang, 2011. "China's energy security, the Malacca dilemma and responses," Energy Policy, Elsevier, vol. 39(12), pages 7612-7615.
    40. Holley, Cameron & Lecavalier, Emma, 2017. "Energy governance, energy security and environmental sustainability: A case study from Hong Kong," Energy Policy, Elsevier, vol. 108(C), pages 379-389.
    41. Kruyt, Bert & van Vuuren, D.P. & de Vries, H.J.M. & Groenenberg, H., 2009. "Indicators for energy security," Energy Policy, Elsevier, vol. 37(6), pages 2166-2181, June.
    42. Yao, Lixia & Shi, Xunpeng & Andrews-Speed, Philip, 2018. "Conceptualization of energy security in resource-poor economies: The role of the nature of economy," Energy Policy, Elsevier, vol. 114(C), pages 394-402.
    43. Tongsopit, Sopitsuda & Kittner, Noah & Chang, Youngho & Aksornkij, Apinya & Wangjiraniran, Weerin, 2016. "Energy security in ASEAN: A quantitative approach for sustainable energy policy," Energy Policy, Elsevier, vol. 90(C), pages 60-72.
    44. Yuan, Meng & Zhang, Haoran & Wang, Bohong & Huang, Liqiao & Fang, Kai & Liang, Yongtu, 2020. "Downstream oil supply security in China: Policy implications from quantifying the impact of oil import disruption," Energy Policy, Elsevier, vol. 136(C).
    45. Song, Yan & Zhang, Ming & Sun, Ruifeng, 2019. "Using a new aggregated indicator to evaluate China's energy security," Energy Policy, Elsevier, vol. 132(C), pages 167-174.
    46. Chuang, Ming Chih & Ma, Hwong Wen, 2013. "An assessment of Taiwan’s energy policy using multi-dimensional energy security indicators," Renewable and Sustainable Energy Reviews, Elsevier, vol. 17(C), pages 301-311.
    47. Robert F. Engle & Eric Ghysels & Bumjean Sohn, 2013. "Stock Market Volatility and Macroeconomic Fundamentals," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 776-797, July.
    48. von Hippel, David & Suzuki, Tatsujiro & Williams, James H. & Savage, Timothy & Hayes, Peter, 2011. "Energy security and sustainability in Northeast Asia," Energy Policy, Elsevier, vol. 39(11), pages 6719-6730.
    49. Gracceva, Francesco & Zeniewski, Peter, 2014. "A systemic approach to assessing energy security in a low-carbon EU energy system," Applied Energy, Elsevier, vol. 123(C), pages 335-348.
    50. Vivoda, Vlado, 2010. "Evaluating energy security in the Asia-Pacific region: A novel methodological approach," Energy Policy, Elsevier, vol. 38(9), pages 5258-5263, September.
    51. Ang, B.W. & Choong, W.L. & Ng, T.S., 2015. "A framework for evaluating Singapore’s energy security," Applied Energy, Elsevier, vol. 148(C), pages 314-325.
    52. Ji, Qiang & Zhang, Hai-Ying & Zhang, Dayong, 2019. "The impact of OPEC on East Asian oil import security: A multidimensional analysis," Energy Policy, Elsevier, vol. 126(C), pages 99-107.
    53. Ediger, Volkan S. & Berk, Istemi, 2011. "Crude oil import policy of Turkey: Historical analysis of determinants and implications since 1968," Energy Policy, Elsevier, vol. 39(4), pages 2132-2142, April.
    54. Matsumoto, Ken'ichi & Doumpos, Michalis & Andriosopoulos, Kostas, 2018. "Historical energy security performance in EU countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P2), pages 1737-1748.
    55. Lu, Weiwei & Su, Meirong & Zhang, Yan & Yang, Zhifeng & Chen, Bin & Liu, Gengyuan, 2014. "Assessment of energy security in China based on ecological network analysis: A perspective from the security of crude oil supply," Energy Policy, Elsevier, vol. 74(C), pages 406-413.
    56. Ang, B.W. & Choong, W.L. & Ng, T.S., 2015. "Energy security: Definitions, dimensions and indexes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 1077-1093.
    57. Kitamura, Toshihiko & Managi, Shunsuke, 2017. "Energy security and potential supply disruption: A case study in Japan," Energy Policy, Elsevier, vol. 110(C), pages 90-104.
    58. Zhang, Ming & Su, Bin, 2016. "Assessing China's rural household energy sustainable development using improved grouped principal component method," Energy, Elsevier, vol. 113(C), pages 509-514.
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