Hilbert Spectra and Empirical Mode Decomposition: A Multiscale Event Analysis Method to Detect the Impact of Economic Crises on the European Carbon Market

Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is propo...

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Published inComputational economics Vol. 52; no. 1; pp. 105 - 121
Main Authors Zhu, Bangzhu, Ma, Shujiao, Xie, Rui, Chevallier, Julien, Wei, Yi-Ming
Format Journal Article
LanguageEnglish
Published New York Springer US 01.06.2018
Springer Nature B.V
Springer Verlag
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Abstract Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is proposed for exploring the effect of an economic crisis on the European carbon market. Firstly, we determine the appropriate carbon price data of the estimation and event windows to embody the impact of the interested economic crisis on carbon market. Secondly, we use the EEMD to decompose the carbon price into simple modes. Hilbert spectra are adopted to identify the main mode, which is then used to estimate the strength of an extreme event on the carbon price. Thirdly, we perform a multiscale analysis that the composition of the low-frequency modes and residue is identifying as the main mode to capture the strength of the interested economic crisis on the carbon market, and the high-frequency modes are identifying as the normal market fluctuations with a little short-term effect on the carbon market. Finally, taking the 2007–2009 global financial crisis and 2009–2013 European debt crisis as two cases, the empirical results show that contrasted with the traditional intervention analysis and event analysis with the principle of “one divides into two”, the proposed method can capture the influences of an economic crisis on the carbon market at various timescales in a nonlinear framework.
AbstractList Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is proposed for exploring the effect of an economic crisis on the European carbon market. Firstly, we determine the appropriate carbon price data of the estimation and event windows to embody the impact of the interested economic crisis on carbon market. Secondly, we use the EEMD to decompose the carbon price into simple modes. Hilbert spectra are adopted to identify the main mode, which is then used to estimate the strength of an extreme event on the carbon price. Thirdly, we perform a multiscale analysis that the composition of the low-frequency modes and residue is identifying as the main mode to capture the strength of the interested economic crisis on the carbon market, and the high-frequency modes are identifying as the normal market fluctuations with a little short-term effect on the carbon market. Finally, taking the 2007–2009 global financial crisis and 2009–2013 European debt crisis as two cases, the empirical results show that contrasted with the traditional intervention analysis and event analysis with the principle of “one divides into two”, the proposed method can capture the influences of an economic crisis on the carbon market at various timescales in a nonlinear framework.
Author Zhu, Bangzhu
Ma, Shujiao
Wei, Yi-Ming
Xie, Rui
Chevallier, Julien
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  surname: Zhu
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  surname: Ma
  fullname: Ma, Shujiao
  organization: School of Business and Management, Hunan University
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  fullname: Xie, Rui
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  givenname: Julien
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  givenname: Yi-Ming
  surname: Wei
  fullname: Wei, Yi-Ming
  organization: Center for Energy and Environmental Policy Research, Beijing Institute of Technology
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Keywords Hilbert transform
C6
Q4
C8
European carbon market
Ensemble empirical mode decomposition
Event analysis
Economic crisis
Language English
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BZ Zhu (9664_CR18) 2015; 45
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Snippet Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the...
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SubjectTerms Analysis
Behavioral/Experimental Economics
Carbon
Computer Appl. in Social and Behavioral Sciences
Economic analysis
Economic crisis
Economic Theory/Quantitative Economics/Mathematical Methods
Economics
Economics and Finance
Empirical analysis
Humanities and Social Sciences
Impact analysis
Markets
Math Applications in Computer Science
Multiscale analysis
Operations Research/Decision Theory
Variation
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Title Hilbert Spectra and Empirical Mode Decomposition: A Multiscale Event Analysis Method to Detect the Impact of Economic Crises on the European Carbon Market
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