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Improved Nutcracker Optimization Algorithm for Multi-objective Dynamic Reconfiguration of Distribution Network
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Yan-min WU1, 2, Yan-jun AN1, *, Lu WANG1, Jia-qi LIU1, Xiao-feng ZHANG2
Science Technology and Engineering | 2025, 25(14) : 5886 - 5896
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Science Technology and Engineering | 2025, 25(14): 5886-5896
Papers·Electrical Technology
Improved Nutcracker Optimization Algorithm for Multi-objective Dynamic Reconfiguration of Distribution Network
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Yan-min WU1, 2, Yan-jun AN1, *, Lu WANG1, Jia-qi LIU1, Xiao-feng ZHANG2
Affiliations
  • 1. College of Building Environment Engineering, Zhengzhou University of Light Industry, Zhengzhou 450000, China
  • 2. College of Electrical Engineering, Naval University of Engineering, Wuhan 430030, China
Published: 2025-05-18 doi: 10.12404/j.issn.1671-1815.2404753
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A novel clustering approach combining Kmeans++ and PAM was introduced to segment the daily load curve chronologically for the dynamic reconfiguration of distribution networks incorporating time-varying wind solar power and loads. Multi-objective dynamic reconfiguration model of distribution network based on the optimal objectives of comprehensive cost, voltage offset and load balance. To enhance the computational efficiency of the model, an INOA(improved Nutcracker optimization algorithm) was proposed, which used Tent mapping+quasi-reflection learning to provide high-quality initial population. Dynamic fitness-distance balance selection method and tangential flight strategy were introduced to enhance the global search capability. The Cauchy-Gaussian variation perturbation was incorporated to augment the algorithm’s capability to escape from local optima. Using the IEEE 33-node system as a basis, the outcomes indicate that the suggested approach effectively achieves optimal load distribution and efficiently addresses the restructured model.

dynamic reconstruction  /  distributed generation  /  load clustering  /  Nutcracker optimization algorithm
Yan-min WU, Yan-jun AN, Lu WANG, Jia-qi LIU, Xiao-feng ZHANG. Improved Nutcracker Optimization Algorithm for Multi-objective Dynamic Reconfiguration of Distribution Network[J]. Science Technology and Engineering, 2025 , 25 (14) : 5886 -5896 . DOI: 10.12404/j.issn.1671-1815.2404753
Year 2025 volume 25 Issue 14
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Article Info
doi: 10.12404/j.issn.1671-1815.2404753
  • Receive Date:2024-06-25
  • Online Date:2025-07-09
  • Published:2025-05-18
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History
  • Received:2024-06-25
  • Revised:2025-02-26
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Affiliations
    1. College of Building Environment Engineering, Zhengzhou University of Light Industry, Zhengzhou 450000, China
    2. College of Electrical Engineering, Naval University of Engineering, Wuhan 430030, China
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Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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