Quasi-oppositional gravitational search algorithm applied to complex economic load dispatch problem

S. Bulbul, P. Roy
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引用次数: 4

Abstract

This paper proposes an extension of the gravitational search algorithm (GSA) named quasi- oppositional GSA (QOGSA) to solve nonlinear economic load dispatch (ELD) optimization problems by considering valve point loading effects. QOGSA employs opposition-based population initialization and generation jumping to accelerate convergence speed of conventional GSA. ELD is a significant optimization problem in power system to distribute load demand reasonably and scientifically so that fuel cost can be minimized while satisfying various operational constraints. The proposed algorithm is tested in two standard systems of 10-unit and 40-unit. Comparison of numerical results with other well established techniques demonstrates higher performance scheme both in quality of solution and computational efficiency.
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拟对向引力搜索算法在复杂经济负荷调度中的应用
针对考虑阀点负荷效应的非线性经济负荷调度问题,提出了引力搜索算法(GSA)的一种扩展——拟对立GSA算法(QOGSA)。QOGSA采用基于对立的种群初始化和代跳算法,加快了传统GSA的收敛速度。如何在满足各种运行约束的前提下,合理、科学地分配负荷需求,使燃料成本最小化,是电力系统中一个重要的优化问题。在10单元和40单元两个标准系统中对该算法进行了测试。结果表明,该方法在求解质量和计算效率两方面都有较高的性能。
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