电网技术2012,Vol.36Issue(2):141-146,6.
改进仿电磁学算法在多目标电网规划中的应用
Application of Improved Electromagnetism-Like Mechanism in Multi-Objective Power Network Planning
付锦 1周步祥 1王学友 1林楠 2刘金华3
作者信息
- 1. 四川大学电气信息学院,四川省成都市610065
- 2. 四川电力职业技术学院,四川省成都市610071
- 3. 二滩水电开发有限责任公司,四川省成都市610051
- 折叠
摘要
Abstract
Based on electromagnetism-like mechanism (ELM) algorithm, a high fault-tolerant method for multi-objective power network planning is proposed. To enhance the performance of ELM algorithm, its global search ability of the basic model is improved by introducing the idea of passive congregation in. The measures such as adaptive weight, adaptive variation and elitist strategy are adopted to improve the convergence of ELM algorithm. For the power network planning in which the generation planning, substation locations and load demand are known, the multi-objective function reflecting economy and reliability index of power network is turned into single objective model to solve the minimum cost of network planning. Applying decimal coding to a 18-bus system, calculation results show that the proposed algorithm can effectively solve such a large-scale combinatorial optimization problem containing discrete variables and improve the overall satisfaction of the planning scheme. Comparison of simulation results from genetic algorithm and basic ELM algorithm show that the improved ELM algorithm possesses obvious advantages in search efficiency and fanlt-tolerance.关键词
电网规划/多目标优化/规划模型/仿电磁学算法/自适应/全局优化Key words
power network planning/multi-objective optimization/planning model/electromagnetism-like mechanism (ELM)/self-adaptive/global optimization分类
信息技术与安全科学引用本文复制引用
付锦,周步祥,王学友,林楠,刘金华..改进仿电磁学算法在多目标电网规划中的应用[J].电网技术,2012,36(2):141-146,6.