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Multi-objective distributed generation hierarchical optimal planning in distribution network: Improved beluga whale optimization algorithm

delete2024-03-01
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李玲玲 封面图
李玲玲 (Ling-Ling Li)
K
Kuo‐Jui Wu
K
Kanchana Sethanan
M
Ming‐Lang Tseng *
DOI:10.1016/j.eswa.2023.121406delete
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摘要

摘要

En 中文
This study constructs a distributed generation (DG) multi-objective hierarchical optimal planning model. A solution method is proposed based on an improved beluga whale optimization algorithm (IBWO). Reasonable planning of the location and capacity of DG access to the distribution network plays an important role in minimizing actual power losses, reducing grid operating costs, and improving voltage distribution. The output power of DG has uncertainties and the demand response on the load side can also affect the DG planning; however, previous studies have ignored these two critical factors. This study aims to determine the optimal location and capacity of DG access to distribution network considering the demand response and the uncertainty of DG output power to improve the economic benefit, power quality and energy utilization efficiency. This study proposes an IBWO algorithm with better performance, aiming at the multi-objective, multi-constrained and nonlinear DG planning problem and a DG multi-objective hierarchical optimal planning model is established. The results show that proposed method can reduce the annual comprehensive cost, total voltage deviation and power loss of system by 11.66%, 40.55% and 38.61%.
Keyword:
Distribution network
Distributed generation
Demand respond
Improved beluga whale optimization algorithm
Multi-objective hierarchical optimal planning model

期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

A
asia university taiwan
学者数:
2.0K
论文数: 2.8K
被引数: 5
K
Khon Kaen University
学者数:
7.9K
论文数: 5.7K
被引数: 5.2K
H
hebei university of technology
学者数:
1.8W
论文数: 1.2W
被引数: 10
H
Hainan University
学者数:
2.0W
论文数: 1.2W
被引数: 1.9W
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