LAPSE:2023.31918
Published Article
LAPSE:2023.31918
An Interval Optimization-Based Approach for Electric−Heat−Gas Coupled Energy System Planning Considering the Correlation between Uncertainties
Wenshi Wang, Houqi Dong, Yangfan Luo, Changhao Zhang, Bo Zeng, Fuqiang Xu, Ming Zeng
April 19, 2023
In this paper, a novel methodological framework for energy hub (EH) planning, considering the correlation between renewable energy source (RES) and demand response (DR) uncertainties, is proposed. Unlike other existing works, our study explicitly considers the potential correlation between the uncertainty of integrated energy system operations (i.e., wind speed, light intensity, and demand response). Firstly, an EH single-objective interval optimization model is established, which aims at minimizing investment and operation costs. The model fully considers the correlation between various uncertain parameters. Secondly, the correlation between uncertainties is dealt with by the interval models of multidimensional parallelism and affine coordinate transformation, which are transformed into a deterministic optimization problem by the interval order relationship and probability algorithm, and then solved by a genetic algorithm. Finally, an experimental case is analyzed, and the results show that the research method in this paper has good engineering practicability. At the same time, different correlations among uncertainties have different influences on integrated energy system planning. Correlation and influence are positively correlated.
Keywords
affine coordinate transformation, correlations model, EH multi-objective interval optimization, Genetic Algorithm, uncertainties
Suggested Citation
Wang W, Dong H, Luo Y, Zhang C, Zeng B, Xu F, Zeng M. An Interval Optimization-Based Approach for Electric−Heat−Gas Coupled Energy System Planning Considering the Correlation between Uncertainties. (2023). LAPSE:2023.31918
Author Affiliations
Wang W: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Dong H: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Luo Y: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Zhang C: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Zeng B: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Xu F: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Zeng M: State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing 102206, China
Journal Name
Energies
Volume
14
Issue
9
First Page
2457
Year
2021
Publication Date
2021-04-26
Published Version
ISSN
1996-1073
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PII: en14092457, Publication Type: Journal Article
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LAPSE:2023.31918
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doi:10.3390/en14092457
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Apr 19, 2023
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