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Decoupling and Decomposition Analysis of Carbon Emissions from Electric Output in the United States

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  • Xue-Ting Jiang

    (State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Urumqi 830011, China
    College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)

  • Rongrong Li

    (School of Economic & Management, China University of Petroleum (Huadong), No. 66 West Changjiang Road, Qingdao 266580, China)

Abstract

The rapid growth of the electricity sector in the United States has been accompanied by a dramatic rise in CO 2 emissions. To understand the driving effects that contribute to the increase in CO 2 emissions during electricity generation, as well as the relationship between the emissions and electricity output, a novel decoupling index on the basis of the multilevel logarithmic mean divisia index (LMDI) method is presented in this paper. The results of our study indicate that, on the one hand, the electricity output effect played a crucial role in increasing CO 2 emissions. On the other hand, the energy mix effect and the conversion efficiency effect made a contribution to curbing the related CO 2 emissions in most of the years covered by our study. The power production structure effect and emission factor effect each played a negative role in the decoupling process. No decoupling was the main status during most of the years covered in our study, with a strong decoupling status being the least common state.

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  • Xue-Ting Jiang & Rongrong Li, 2017. "Decoupling and Decomposition Analysis of Carbon Emissions from Electric Output in the United States," Sustainability, MDPI, vol. 9(6), pages 1-13, May.
  • Handle: RePEc:gam:jsusta:v:9:y:2017:i:6:p:886-:d:99649
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    References listed on IDEAS

    as
    1. Ang, B. W. & Pandiyan, G., 1997. "Decomposition of energy-induced CO2 emissions in manufacturing," Energy Economics, Elsevier, vol. 19(3), pages 363-374, July.
    2. Cosimo Magazzino, 2014. "A Panel VAR Approach of the Relationship among Economic Growth, CO2 Emissions, and Energy Use in the ASEAN-6 Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 4(4), pages 546-553.
    3. Campiglio, Emanuele, 2016. "Beyond carbon pricing: The role of banking and monetary policy in financing the transition to a low-carbon economy," Ecological Economics, Elsevier, vol. 121(C), pages 220-230.
    4. Wang, Qiang & Li, Rongrong, 2017. "Research status of shale gas: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 715-720.
    5. da Silva, Patrícia Pereira & Cerqueira, Pedro A., 2017. "Assessing the determinants of household electricity prices in the EU: a system-GMM panel data approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 73(C), pages 1131-1137.
    6. Hondo, Hiroki, 2005. "Life cycle GHG emission analysis of power generation systems: Japanese case," Energy, Elsevier, vol. 30(11), pages 2042-2056.
    7. van de Vate, Joop F., 1997. "Comparison of energy sources in terms of their full energy chain emission factors of greenhouse gases," Energy Policy, Elsevier, vol. 25(1), pages 1-6, January.
    8. Wang, Qiang & Chen, Yong, 2010. "Energy saving and emission reduction revolutionizing China's environmental protection," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(1), pages 535-539, January.
    9. Qiang Wang, 2013. "Nuclear safety lies in greater transparency," Nature, Nature, vol. 494(7438), pages 403-403, February.
    10. Wang, Qiang & Chen, Xi, 2015. "Energy policies for managing China’s carbon emission," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 470-479.
    11. Jie-Fang Dong & Chun Deng & Xing-Min Wang & Xiao-Lei Zhang, 2016. "Multilevel Index Decomposition of Energy-Related Carbon Emissions and Their Decoupling from Economic Growth in Northwest China," Energies, MDPI, vol. 9(9), pages 1-17, August.
    12. Ciarreta, Aitor & Espinosa, Maria Paz & Pizarro-Irizar, Cristina, 2017. "Has renewable energy induced competitive behavior in the Spanish electricity market?," Energy Policy, Elsevier, vol. 104(C), pages 171-182.
    13. Xue-Ting Jiang & Jie-Fang Dong & Xing-Min Wang & Rong-Rong Li, 2016. "The Multilevel Index Decomposition of Energy-Related Carbon Emission and Its Decoupling with Economic Growth in USA," Sustainability, MDPI, vol. 8(9), pages 1-16, August.
    14. Diakoulaki, D. & Mandaraka, M., 2007. "Decomposition analysis for assessing the progress in decoupling industrial growth from CO2 emissions in the EU manufacturing sector," Energy Economics, Elsevier, vol. 29(4), pages 636-664, July.
    15. Jabbour, Charbel José Chiappetta & Neto, Angelo Saturnino & Gobbo, José Alcides & Ribeiro, Maisa de Souza & Jabbour, Ana Beatriz Lopes de Sousa, 2015. "“Eco-innovations in more sustainable supply chains for a low-carbon economy: A multiple case study of human critical success factors in Brazilian leading companies”," International Journal of Production Economics, Elsevier, vol. 164(C), pages 245-257.
    16. Searchinger, Timothy & Heimlich, Ralph & Houghton, R. A. & Dong, Fengxia & Elobeid, Amani & Fabiosa, Jacinto F. & Tokgoz, Simla & Hayes, Dermot J. & Yu, Hun-Hsiang, 2008. "Use of U.S. Croplands for Biofuels Increases Greenhouse Gases Through Emissions from Land-Use Change," Staff General Research Papers Archive 12881, Iowa State University, Department of Economics.
    17. Lutsey, Nicholas & Sperling, Daniel, 2008. "America's bottom-up climate change mitigation policy," Energy Policy, Elsevier, vol. 36(2), pages 673-685, February.
    18. Bayrak, Fatih & Abu-Hamdeh, Nidal & Alnefaie, Khaled A. & Öztop, Hakan F., 2017. "A review on exergy analysis of solar electricity production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 755-770.
    19. Joseph Aldy, 2006. "Per Capita Carbon Dioxide Emissions: Convergence or Divergence?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 33(4), pages 533-555, April.
    20. Lutsey, Nicholas P. & Sperling, Dan, 2008. "America's Bottom-Up Climate Change Mitigation Policy," Institute of Transportation Studies, Working Paper Series qt8jj755d4, Institute of Transportation Studies, UC Davis.
    21. Wang, Qiang & Chen, Xi, 2012. "China's electricity market-oriented reform: From an absolute to a relative monopoly," Energy Policy, Elsevier, vol. 51(C), pages 143-148.
    22. Shahiduzzaman, Md. & Layton, Allan, 2015. "Changes in CO2 emissions over business cycle recessions and expansions in the United States: A decomposition analysis," Applied Energy, Elsevier, vol. 150(C), pages 25-35.
    23. Wang, Qiang & Li, Rongrong, 2016. "Natural gas from shale formation: A research profile," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1-6.
    24. Shahiduzzaman, Md & Layton, Allan, 2017. "Decomposition analysis for assessing the United States 2025 emissions target: How big is the challenge?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 372-383.
    25. Wang, Qiang & Chen, Yong, 2010. "Barriers and opportunities of using the clean development mechanism to advance renewable energy development in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(7), pages 1989-1998, September.
    26. Qiang Wang, 2014. "China should aim for a total cap on emissions," Nature, Nature, vol. 512(7513), pages 115-115, August.
    27. Aquila, Giancarlo & Pamplona, Edson de Oliveira & Queiroz, Anderson Rodrigo de & Rotela Junior, Paulo & Fonseca, Marcelo Nunes, 2017. "An overview of incentive policies for the expansion of renewable energy generation in electricity power systems and the Brazilian experience," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 1090-1098.
    28. Véliz, Karina D. & Kaufmann, Robert K. & Cleveland, Cutler J. & Stoner, Anne M.K., 2017. "The effect of climate change on electricity expenditures in Massachusetts," Energy Policy, Elsevier, vol. 106(C), pages 1-11.
    29. Byun, Hyunsuk & Lee, Chul-Yong, 2017. "Analyzing Korean consumers’ latent preferences for electricity generation sources with a hierarchical Bayesian logit model in a discrete choice experiment," Energy Policy, Elsevier, vol. 105(C), pages 294-302.
    30. Joseph E. Aldy, 2007. "Divergence in State-Level Per Capita Carbon Dioxide Emissions," Land Economics, University of Wisconsin Press, vol. 83(3), pages 353-369.
    31. Cosimo Magazzino, 2016. "The relationship between real GDP, CO2 emissions, and energy use in the GCC countries: A time series approach," Cogent Economics & Finance, Taylor & Francis Journals, vol. 4(1), pages 1152729-115, December.
    32. Wang, Qiang & Chen, Xi & Jha, Awadhesh N. & Rogers, Howard, 2014. "Natural gas from shale formation – The evolution, evidences and challenges of shale gas revolution in United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 30(C), pages 1-28.
    33. Ali, H. & Sanjaya, S. & Suryadi, B. & Weller, S.R., 2017. "Analysing CO2 emissions from Singapore's electricity generation sector: Strategies for 2020 and beyond," Energy, Elsevier, vol. 124(C), pages 553-564.
    34. Maximilian Auffhammer & Ralf Steinhauser, 2012. "Forecasting The Path of U.S. CO_2 Emissions Using State-Level Information," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 172-185, February.
    35. Varun & Bhat, I.K. & Prakash, Ravi, 2009. "LCA of renewable energy for electricity generation systems--A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(5), pages 1067-1073, June.
    36. Turconi, Roberto & Boldrin, Alessio & Astrup, Thomas, 2013. "Life cycle assessment (LCA) of electricity generation technologies: Overview, comparability and limitations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 555-565.
    37. Bin Su & B. W. Ang, 2012. "Structural Decomposition Analysis Applied To Energy And Emissions: Aggregation Issues," Economic Systems Research, Taylor & Francis Journals, vol. 24(3), pages 299-317, March.
    38. Qiang Wang & Rongrong Li & Rui Jiang, 2016. "Decoupling and Decomposition Analysis of Carbon Emissions from Industry: A Case Study from China," Sustainability, MDPI, vol. 8(10), pages 1-17, October.
    39. Wang, Qiang & Jiang, Xue-ting & Li, Rongrong, 2017. "Comparative decoupling analysis of energy-related carbon emission from electric output of electricity sector in Shandong Province, China," Energy, Elsevier, vol. 127(C), pages 78-88.
    40. J. David Hughes, 2013. "A reality check on the shale revolution," Nature, Nature, vol. 494(7437), pages 307-308, February.
    41. Furuoka, Fumitaka, 2017. "Renewable electricity consumption and economic development: New findings from the Baltic countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 450-463.
    42. Su, Bin & Ang, B.W., 2012. "Structural decomposition analysis applied to energy and emissions: Some methodological developments," Energy Economics, Elsevier, vol. 34(1), pages 177-188.
    43. Andreoni, Valeria & Galmarini, Stefano, 2016. "Drivers in CO2 emissions variation: A decomposition analysis for 33 world countries," Energy, Elsevier, vol. 103(C), pages 27-37.
    44. Weisser, Daniel, 2007. "A guide to life-cycle greenhouse gas (GHG) emissions from electric supply technologies," Energy, Elsevier, vol. 32(9), pages 1543-1559.
    45. James G. Baldwin & Ian Sue Wing, 2013. "The Spatiotemporal Evolution Of U.S. Carbon Dioxide Emissions: Stylized Facts And Implications For Climate Policy," Journal of Regional Science, Wiley Blackwell, vol. 53(4), pages 672-689, October.
    46. Roinioti, Argiro & Koroneos, Christopher, 2017. "The decomposition of CO2 emissions from energy use in Greece before and during the economic crisis and their decoupling from economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 448-459.
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