Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability
With the rapid development of renewable energy, power supply structure is changing. However, thermal power is still dominant. With the background in low carbon economy, reasonable adjustment and optimization of the power supply structure is the trend of future development in the power industry. It i...
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doaj-72ab5ad0b78e4bef92523e7284d83cad2020-11-24T22:49:59ZengMDPI AGSustainability2071-10502016-07-018763410.3390/su8070634su8070634Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of SustainabilityXiaomin Xu0Dongxiao Niu1Jinpeng Qiu2Peng Wang3Yanchao Chen4Research Institute of Technology Economics Forecasting and Assessment, School of Economics and Management, North China Electric Power University, Beijing 102206, ChinaResearch Institute of Technology Economics Forecasting and Assessment, School of Economics and Management, North China Electric Power University, Beijing 102206, ChinaResearch Institute of Technology Economics Forecasting and Assessment, School of Economics and Management, North China Electric Power University, Beijing 102206, ChinaEconomic Research Office, Shaanxi Electric Power Design Institute Co., Ltd., China Energy Construction Group, Xi’an 710054, ChinaNanning Power Supply Company, Guangxi Power Grid, Nanning 530000, ChinaWith the rapid development of renewable energy, power supply structure is changing. However, thermal power is still dominant. With the background in low carbon economy, reasonable adjustment and optimization of the power supply structure is the trend of future development in the power industry. It is also a reliable guarantee of a fast, healthy and stable development of national economy. In this paper, the sustainable development of renewable energy sources is analyzed from the perspective of power supply. Through the research on the development of power supply structure, we find that regional power supply structure development mode conforms to dynamic characteristics and there must exist a Markov chain in the final equilibrium state. Combined with the characteristics of no aftereffect and small samples, this paper applies a Markov model to the power supply structure prediction. The optimization model is established to ensure that the model can fit the historical data as much as possible. Taking actual data of a certain area of Ningxia Province as an example, the models proposed in this paper are applied to the practice and results verify the validity and robustness of the model, which can provide decision basis for enterprise managers.http://www.mdpi.com/2071-1050/8/7/634renewable energypower supply structure predictionMarkov analysiserror optimizationoptimal adjustment strategy |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xiaomin Xu Dongxiao Niu Jinpeng Qiu Peng Wang Yanchao Chen |
spellingShingle |
Xiaomin Xu Dongxiao Niu Jinpeng Qiu Peng Wang Yanchao Chen Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability Sustainability renewable energy power supply structure prediction Markov analysis error optimization optimal adjustment strategy |
author_facet |
Xiaomin Xu Dongxiao Niu Jinpeng Qiu Peng Wang Yanchao Chen |
author_sort |
Xiaomin Xu |
title |
Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability |
title_short |
Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability |
title_full |
Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability |
title_fullStr |
Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability |
title_full_unstemmed |
Analysis and Optimization of Power Supply Structure Based on Markov Chain and Error Optimization for Renewable Energy from the Perspective of Sustainability |
title_sort |
analysis and optimization of power supply structure based on markov chain and error optimization for renewable energy from the perspective of sustainability |
publisher |
MDPI AG |
series |
Sustainability |
issn |
2071-1050 |
publishDate |
2016-07-01 |
description |
With the rapid development of renewable energy, power supply structure is changing. However, thermal power is still dominant. With the background in low carbon economy, reasonable adjustment and optimization of the power supply structure is the trend of future development in the power industry. It is also a reliable guarantee of a fast, healthy and stable development of national economy. In this paper, the sustainable development of renewable energy sources is analyzed from the perspective of power supply. Through the research on the development of power supply structure, we find that regional power supply structure development mode conforms to dynamic characteristics and there must exist a Markov chain in the final equilibrium state. Combined with the characteristics of no aftereffect and small samples, this paper applies a Markov model to the power supply structure prediction. The optimization model is established to ensure that the model can fit the historical data as much as possible. Taking actual data of a certain area of Ningxia Province as an example, the models proposed in this paper are applied to the practice and results verify the validity and robustness of the model, which can provide decision basis for enterprise managers. |
topic |
renewable energy power supply structure prediction Markov analysis error optimization optimal adjustment strategy |
url |
http://www.mdpi.com/2071-1050/8/7/634 |
work_keys_str_mv |
AT xiaominxu analysisandoptimizationofpowersupplystructurebasedonmarkovchainanderroroptimizationforrenewableenergyfromtheperspectiveofsustainability AT dongxiaoniu analysisandoptimizationofpowersupplystructurebasedonmarkovchainanderroroptimizationforrenewableenergyfromtheperspectiveofsustainability AT jinpengqiu analysisandoptimizationofpowersupplystructurebasedonmarkovchainanderroroptimizationforrenewableenergyfromtheperspectiveofsustainability AT pengwang analysisandoptimizationofpowersupplystructurebasedonmarkovchainanderroroptimizationforrenewableenergyfromtheperspectiveofsustainability AT yanchaochen analysisandoptimizationofpowersupplystructurebasedonmarkovchainanderroroptimizationforrenewableenergyfromtheperspectiveofsustainability |
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