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Examining the multi-timescales of European carbon market with grey relational analysis and empirical mode decomposition

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  • Zhu, Bangzhu
  • Yuan, Lili
  • Ye, Shunxin

Abstract

An in-depth understanding and modeling of the multi-timescales structure of carbon market can help understand the carbon pricing mechanism and provide the decision-making support for market supervisions and investment decisions. This study aims at identifying the multi-timescales of carbon market by a novel integrated model of grey relational analysis and empirical mode decomposition (EMD). Firstly, grey relational analysis is used to examine whether carbon price has multi-timescales; Secondly, EMD is used to decompose carbon price into a number of simpler components; and thirdly, the A. Schuster random probability method is used to test the multi-timescales of each component. Finally, the empirical results show that European futures market has six different timescales of 5.42 months, 11.75 months, 23.5 months, 35.25 months, 70.5 months, and 141 months.

Suggested Citation

  • Zhu, Bangzhu & Yuan, Lili & Ye, Shunxin, 2019. "Examining the multi-timescales of European carbon market with grey relational analysis and empirical mode decomposition," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 517(C), pages 392-399.
    • Handle: RePEc:eee:phsmap:v:517:y:2019:i:c:p:392-399
    DOI: 10.1016/j.physa.2018.11.016
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    References listed on IDEAS

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    1. Alberola, Emilie & Chevallier, Julien & Chèze, Benoît, 2009. "Emissions Compliances and Carbon Prices under the EU ETS: A Country Specific Analysis of Industrial Sectors," Journal of Policy Modeling, Elsevier, vol. 31(3), pages 446-462, May.
    2. Hintermann, Beat, 2010. "Allowance price drivers in the first phase of the EU ETS," Journal of Environmental Economics and Management, Elsevier, vol. 59(1), pages 43-56, January.
    3. repec:dau:papers:123456789/4222 is not listed on IDEAS
    4. Keppler, Jan Horst & Mansanet-Bataller, Maria, 2010. "Causalities between CO2, electricity, and other energy variables during phase I and phase II of the EU ETS," Energy Policy, Elsevier, vol. 38(7), pages 3329-3341, July.
    5. He, Kaijian & Chen, Yanhui & Tso, Geoffrey K.F., 2018. "Forecasting exchange rate using Variational Mode Decomposition and entropy theory," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 510(C), pages 15-25.
    6. repec:dau:papers:123456789/6515 is not listed on IDEAS
    7. Benz, Eva & Trück, Stefan, 2009. "Modeling the price dynamics of CO2 emission allowances," Energy Economics, Elsevier, vol. 31(1), pages 4-15, January.
    8. Lutz, Benjamin Johannes & Pigorsch, Uta & Rotfuß, Waldemar, 2013. "Nonlinearity in cap-and-trade systems: The EUA price and its fundamentals," Energy Economics, Elsevier, vol. 40(C), pages 222-232.
    9. Böhringer, Christoph & Fischer, Carolyn & Rosendahl, Knut Einar, 2014. "Cost-effective unilateral climate policy design: Size matters," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 318-339.
    10. Zhang, Xun & Yu, Lean & Wang, Shouyang & Lai, Kin Keung, 2009. "Estimating the impact of extreme events on crude oil price: An EMD-based event analysis method," Energy Economics, Elsevier, vol. 31(5), pages 768-778, September.
    11. Zhu, Bangzhu & Han, Dong & Chevallier, Julien & Wei, Yi-Ming, 2017. "Dynamic multiscale interactions between European carbon and electricity markets during 2005–2016," Energy Policy, Elsevier, vol. 107(C), pages 309-322.
    12. Koch, Nicolas & Fuss, Sabine & Grosjean, Godefroy & Edenhofer, Ottmar, 2014. "Causes of the EU ETS price drop: Recession, CDM, renewable policies or a bit of everything?—New evidence," Energy Policy, Elsevier, vol. 73(C), pages 676-685.
    13. Freitas, Carlos J. Pereira & Silva, Patrícia Pereira da, 2015. "European Union emissions trading scheme impact on the Spanish electricity price during phase II and phase III implementation," Utilities Policy, Elsevier, vol. 33(C), pages 54-62.
    14. Conrad, Christian & Rittler, Daniel & Rotfuß, Waldemar, 2012. "Modeling and explaining the dynamics of European Union Allowance prices at high-frequency," Energy Economics, Elsevier, vol. 34(1), pages 316-326.
    15. Emilie Alberola & Julien Chevallier & Benoît Chèze, 2009. "Emissions Compliances and Carbon Prices under the EU ETS: A Country Specific Analysis of Industrial SectorsEmissions Compliances and Carbon Price," Post-Print hal-00649925, HAL.
    16. Aatola, Piia & Ollikainen, Markku & Toppinen, Anne, 2013. "Price determination in the EU ETS market: Theory and econometric analysis with market fundamentals," Energy Economics, Elsevier, vol. 36(C), pages 380-395.
    17. Alberola, Emilie & Chevallier, Julien & Cheze, Benoi^t, 2008. "Price drivers and structural breaks in European carbon prices 2005-2007," Energy Policy, Elsevier, vol. 36(2), pages 787-797, February.
    18. Yu, Lean & Li, Jingjing & Tang, Ling & Wang, Shuai, 2015. "Linear and nonlinear Granger causality investigation between carbon market and crude oil market: A multi-scale approach," Energy Economics, Elsevier, vol. 51(C), pages 300-311.
    19. Deeney, Peter & Cummins, Mark & Dowling, Michael & Smeaton, Alan F., 2016. "Influences from the European Parliament on EU emissions prices," Energy Policy, Elsevier, vol. 88(C), pages 561-572.
    20. repec:dau:papers:123456789/5269 is not listed on IDEAS
    21. Zhu, Bangzhu & Ye, Shunxin & Wang, Ping & He, Kaijian & Zhang, Tao & Wei, Yi-Ming, 2018. "A novel multiscale nonlinear ensemble leaning paradigm for carbon price forecasting," Energy Economics, Elsevier, vol. 70(C), pages 143-157.
    22. Julien Chevallier, 2011. "Wavelet packet transforms analysis applied to carbon prices," Economics Bulletin, AccessEcon, vol. 31(2), pages 1731-1747.
    23. repec:dau:papers:123456789/4224 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

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