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Bayesian Learning-Based Multi-Objective Distribution Power Network Reconfiguration

delete2020-01-01
delete22
PRE
AI
H
Hai‐Tao Zhang *
Y
Yuanzheng Li
L
Lan Liu
R
Renzhi Lu
DOI:10.1109/TSG.2020.3027290delete
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摘要

摘要

En 中文
This article proposes a scheme aiming at solving the reconfiguration problem of distribution power network (DPN) with high wind power penetrations. The virtue of the presented scheme lies in balancing the voltage stability and the absorption rate of wind energy. First, the DPN reconfiguration is formulated as a multi-objective optimization problem, where a curtailment strategy is introduced with the assistance of the secure operations of DPN. Thereby, the absorption rate of the generated wind power is maximized and voltage stability level is improved as well. Meanwhile, a modified multi-objective Bayesian learning-based evolutionary algorithm is applied to yield a Pareto front, which is a tradeoff between absorption rate and voltage stability. Afterwards, A technique for order preference by similarity to an ideal solution (TOPSIS) is adopted to determine the dispatching solution by similarity to an ideal solution. Finally, numerical case studies are conducted on a modified IEEE-33 bus system to verify the effectiveness of the proposed scheme.
Keyword:
Wind power generation
Absorption
Power system stability
Optimization
Stability analysis
Stochastic processes
Bayes methods
Wind power
distribution power network reconfiguration
multi-objective optimization
Bayesian learning%
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期刊

IEEE Transactions on Smart Grid 封面图
IEEE Transactions on Smart Grid
IF:
9.8
论文数:
5.7K
被引数:
4.3W

机构

C
Central China Normal University
学者数:
1.1W
论文数: 8.1K
被引数: 1.1W
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