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Multiobjective optimal power flow solutions using nondominated sorting colliding bodies optimization

delete2024-11-04
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K
Kambhampati Venkata Govardhan Rao
C
Cholleti Sriram
B
B. Srikanth Goud
P
Praveen Kumar Balachandran
DOI:10.1038/s41598-024-77275-zdelete
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摘要

摘要

En 中文
In the current work, an innovative nondominated sorting colliding bodies optimization (NSCBO) technique is introduced to tackle multiobjective optimal power flow (MOOPF) challenges within electrical power networks. This method offers a means to generate a diverse array of nondominated solutions in a single iteration by including the nondominated (ND) sorting process and the concept of crowding distance. Additionally, it utilizes a spread indicator to archive the latest nondominated solutions. In the NSCBO method, the mass of each colliding body is determined by its nondominated rank rather than relying on objective function information. Moreover, a fuzzy decision-making strategy is employed to identify a suitable solution from the set of ND solutions. To showcase the scalability and viability of the NSCBO method, experiments are conducted on IEEE 30-bus, considering both bi- and tri-objective models. Comparative analysis with existing methods from recent literature demonstrates the efficacy of the NSCBO technique in handling constraints and deriving nondominated solutions for MOOPF problems.
Keyword:
Colliding bodies optimization
Heuristic technique
Objective optimization
Emission pollution
Total production cost
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Scientific Reports 封面图
Scientific Reports
IF:
3.9
论文数:
27.9W
被引数:
83.5W

机构

U
Universiti Kebangsaan Malaysia
学者数:
1.5W
论文数: 1.1W
被引数: 126
V
Vardhaman College of Engineering
学者数:
232
论文数: 240
被引数: 0
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