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Evolving ant colony optimization based unit commitment

delete2011-03-01
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K
K. Vaisakh *
L
L. Ravi Srinivas
DOI:10.1016/j.asoc.2010.11.019delete
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摘要

摘要

En 中文
Ant colony optimization (ACO) was inspired by the observation of natural behavior of real ants' pheromone trail formation and foraging. Ant colony optimization is more suitable for combinatorial optimization problems. ACO is successfully applied to the traveling salesman problem. Multistage decision making of ACO gives an edge over other conventional methods. This paper proposes evolving ant colony optimization (EACO) method for solving unit commitment (UC) problem. The EACO employs genetic algorithm (GA) for finding optimal set of ACO parameters, while ACO solves the UC problem. Problem formulation takes into consideration the minimum up and down time constraints, startup cost, spinning reserve, and generation limit constraints. The feasibility of the proposed approach is demonstrated on two different systems. The test results are encouraging and compared with those obtained by other methods. (C) 2010 Elsevier B.V. All rights reserved.
Keyword:
Evolving ant colony optimization
Unit commitment problem
Pheromone matrix
Genetic algorithm
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期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
论文数:
1.4W
被引数:
4.8W

机构

S
SRKR Engineering College
学者数:
191
论文数: 160
被引数: 48
A
Andhra University
学者数:
1.3K
论文数: 965
被引数: 720
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