An efficient simulated annealing algorithm for network reconfiguration in large-scale distribution systems

This paper presents an efficient algorithm for loss minimization by using an automatic switching operation in large-scale distribution systems. Simulated annealing is particularly well suited for a large combinatorial optimization problem since it can avoid local minima by accepting improvements in...

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Vydáno v:IEEE transactions on power delivery Ročník 17; číslo 4; s. 1070 - 1078
Hlavní autoři: Young-Jae Jeon, Jae-Chul Kim, Jin-O Kim, Joong-Rin Shin, Lee, K.Y.
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York IEEE 01.10.2002
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:0885-8977, 1937-4208
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Abstract This paper presents an efficient algorithm for loss minimization by using an automatic switching operation in large-scale distribution systems. Simulated annealing is particularly well suited for a large combinatorial optimization problem since it can avoid local minima by accepting improvements in cost. However, it often requires a meaningful cooling schedule and a special strategy, which makes use of the property of distribution systems in finding the optimal solution. In this paper, we augment the cost function with the operation condition of distribution systems, improve the perturbation mechanism with system topology, and use the polynomial-time cooling schedule, which is based on the statistical calculation during the search. The validity and effectiveness of the proposed methodology is demonstrated in the Korea Electric Power Corporation's distribution system.
AbstractList This paper presents an efficient algorithm for loss minimization by using an automatic switching operation in large-scale distribution systems. Simulated annealing is particularly well suited for a large combinatorial optimization problem since it can avoid local minima by accepting improvements in cost. However, it often requires a meaningful cooling schedule and a special strategy, which makes use of the property of distribution systems in finding the optimal solution. In this paper, we augment the cost function with the operation condition of distribution systems, improve the perturbation mechanism with system topology, and use the polynomial-time cooling schedule, which is based on the statistical calculation during the search. The validity and effectiveness of the proposed methodology is demonstrated in the Korea Electric Power Corporation's distribution system.
Author Lee, K.Y.
Jae-Chul Kim
Jin-O Kim
Joong-Rin Shin
Young-Jae Jeon
Author_xml – sequence: 1
  surname: Young-Jae Jeon
  fullname: Young-Jae Jeon
  organization: Dept. of Electr. Eng., Soongsil Univ., Seoul, South Korea
– sequence: 2
  surname: Jae-Chul Kim
  fullname: Jae-Chul Kim
  organization: Dept. of Electr. Eng., Soongsil Univ., Seoul, South Korea
– sequence: 3
  surname: Jin-O Kim
  fullname: Jin-O Kim
– sequence: 4
  surname: Joong-Rin Shin
  fullname: Joong-Rin Shin
– sequence: 5
  givenname: K.Y.
  surname: Lee
  fullname: Lee, K.Y.
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SubjectTerms Algorithms
Combinatorial analysis
Computational modeling
Cooling
Cooling systems
Cost function
Genetic algorithms
Intelligent networks
Large-scale systems
Minimization methods
Optimization
Schedules
Scheduling
Searching
Simulated annealing
Switches
Title An efficient simulated annealing algorithm for network reconfiguration in large-scale distribution systems
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