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Optimal Allocation and Sizing of Active Power Line Conditioners Using a New Particle Swarm Optimization-based Approach

机译:基于新粒子群优化方法的有功电力线调节器最佳分配和尺寸调整

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摘要

Optimal allocation and sizing of active power line conditioners in a distribution network is a discrete and non-linear problem. Heuristic-based optimization methods are reliable approaches for solving these types of problems, particularly for a large-scale distribution network. However, the optimization parameters in heuristic methods can influence the final solution significantly so that if these parameters are selected improperly, the risk of trapping in local minima may be remarkable. In this article, a new method—modified particle swarm optimization—is proposed for optimal planning of active power line conditioners in a distribution network that is polluted by non-linear loads. In this method, external particle swarm optimization is used to determine the main particle swarm optimization parameters accurately. To validate the performance of the proposed method, a 6-bus and the IEEE 18-bus test systems are employed. Different scenarios are studied, and the results are compared with those obtained by other optimization methods, such as conventional particle swarm optimization, genetic algorithm, and discrete non-linear programming. The results illustrate higher accuracy of the proposed modified particle swarm optimization and its applicability for solving discrete and non-linear problems, such as active power line conditioner planning.
机译:配电网络中有功电力线调节器的最佳分配和尺寸调整是一个离散且非线性的问题。基于启发式的优化方法是解决此类问题的可靠方法,尤其是对于大型配电网络而言。但是,启发式方法中的优化参数会显着影响最终解决方案,因此,如果这些参数选择不当,则陷入局部极小值的风险可能会很大。在本文中,提出了一种新方法-改进的粒子群优化方法-来优化受非线性负载污染的配电网络中有功电力线调节器的规划。该方法利用外部粒子群优化算法准确确定主要粒子群优化参数。为了验证所提出方法的性能,采用了6总线和IEEE 18总线测试系统。研究了不同的方案,并将结果与​​通过其他优化方法(例如常规粒子群优化,遗传算法和离散非线性规划)获得的结果进行比较。结果表明,所提出的改进的粒子群优化算法具有较高的精度,并且适用于解决离散和非线性问题,例如有源电力线路调节器规划。

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