Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development

To achieve sustainable social development, the Chinese government conducts electric power substitution strategy as a green move. Traditional fuels such as coal and oil could be replaced by electric power to achieve fundamental transformation of energy consumption structure. In order to forecast and...

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Main Authors: Jing Wu, Zhongfu Tan, Gejirifu De, Lei Pu, Keke Wang, Qingkun Tan, Liwei Ju
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Processes
Subjects:
Online Access:https://www.mdpi.com/2227-9717/7/9/584
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spelling doaj-a760a0eb9f804cedb37f94eb5be7fc262020-11-25T01:46:07ZengMDPI AGProcesses2227-97172019-09-017958410.3390/pr7090584pr7090584Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable DevelopmentJing Wu0Zhongfu Tan1Gejirifu De2Lei Pu3Keke Wang4Qingkun Tan5Liwei Ju6School of Economics and Management, North China Electric Power University, Beijing 102206, ChinaSchool of Economics and Management, North China Electric Power University, Beijing 102206, ChinaSchool of Economics and Management, North China Electric Power University, Beijing 102206, ChinaSchool of Economics and Management, North China Electric Power University, Beijing 102206, ChinaSchool of Economics and Management, North China Electric Power University, Beijing 102206, ChinaState Grid Energy Research Institute Co., Ltd., Changping District, Beijing 102209, ChinaSchool of Economics and Management, North China Electric Power University, Beijing 102206, ChinaTo achieve sustainable social development, the Chinese government conducts electric power substitution strategy as a green move. Traditional fuels such as coal and oil could be replaced by electric power to achieve fundamental transformation of energy consumption structure. In order to forecast and analyze the developing potential of electric power substitution, a forecasting model based on a correlation test, the cuckoo search optimization (CSO) algorithm and extreme learning machine (ELM) method is constructed. Besides, China’s present situation of electric power substitution is analyzed as well and important influencing factors are selected and transmitted to the CSO-ELM model to carry out the fitting analysis. The results showed that the CSO-ELM model has great forecasting accuracy. Finally, combining with the cost, policy supports, subsidy mechanism and China’s power consumption data in the past 21 years, four forecasting scenarios are designed and the forecasting results of 2019−2030 are calculated, respectively. Results under multiple scenarios may give suggestions for future sustainable development.https://www.mdpi.com/2227-9717/7/9/584electric power substitutionpotential forecastingCSO-ELMgreen sustainable development
collection DOAJ
language English
format Article
sources DOAJ
author Jing Wu
Zhongfu Tan
Gejirifu De
Lei Pu
Keke Wang
Qingkun Tan
Liwei Ju
spellingShingle Jing Wu
Zhongfu Tan
Gejirifu De
Lei Pu
Keke Wang
Qingkun Tan
Liwei Ju
Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
Processes
electric power substitution
potential forecasting
CSO-ELM
green sustainable development
author_facet Jing Wu
Zhongfu Tan
Gejirifu De
Lei Pu
Keke Wang
Qingkun Tan
Liwei Ju
author_sort Jing Wu
title Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
title_short Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
title_full Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
title_fullStr Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
title_full_unstemmed Multiple Scenarios Forecast of Electric Power Substitution Potential in China: From Perspective of Green and Sustainable Development
title_sort multiple scenarios forecast of electric power substitution potential in china: from perspective of green and sustainable development
publisher MDPI AG
series Processes
issn 2227-9717
publishDate 2019-09-01
description To achieve sustainable social development, the Chinese government conducts electric power substitution strategy as a green move. Traditional fuels such as coal and oil could be replaced by electric power to achieve fundamental transformation of energy consumption structure. In order to forecast and analyze the developing potential of electric power substitution, a forecasting model based on a correlation test, the cuckoo search optimization (CSO) algorithm and extreme learning machine (ELM) method is constructed. Besides, China’s present situation of electric power substitution is analyzed as well and important influencing factors are selected and transmitted to the CSO-ELM model to carry out the fitting analysis. The results showed that the CSO-ELM model has great forecasting accuracy. Finally, combining with the cost, policy supports, subsidy mechanism and China’s power consumption data in the past 21 years, four forecasting scenarios are designed and the forecasting results of 2019−2030 are calculated, respectively. Results under multiple scenarios may give suggestions for future sustainable development.
topic electric power substitution
potential forecasting
CSO-ELM
green sustainable development
url https://www.mdpi.com/2227-9717/7/9/584
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