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Ant Colony Optimized Fuzzy Control Solution for Frequency Oscillation Suppression

机译:蚁群优化模糊控制的频率振荡抑制方案

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摘要

This paper presents a novel approach in addressing a critical power system issue, i.e., automatic generation control (AGC) in a smart grid scenario. It proposes the design and implementation of an optimized fuzzy logic controller (FLC) for AGC of interconnected power network. There are three different sources of power generation considered in the two-area interconnected model of power system network. First area is equipped with a single reheat thermal unit and a superconducting magnetic energy storage (SMES) unit, while another area has a hydro-unit with SMES. A multi-stage optimization strategy for the optimal solution of FLC for tie-line and frequency oscillation suppression is proposed in this paper using an ant colony optimization technique. The optimization of FLC is carried out in four different stages. The first stage is the optimization of range of input and output variables; the second stage is the optimization of membership function; the third and fourth stages are the optimization for rule base and rule weight optimization, respectively. The performance of the proposed controller is also compared with another control approaches to stabilize P_(tie-time) and ∆f oscillations; these are the Ziegler-Nichols-tuned proportional-integral-derivative (PID) controller and genetic algorithm optimized PID controller. A comprehensive analysis of the traditional techniques and proposed techniques is presented on the basis of major dynamic performance parameters, i.e., settling time and peak overshoot.
机译:本文提出了一种新颖的方法来解决关键的电力系统问题,即智能电网场景中的自动发电控制(AGC)。提出了互联电网AGC优化模糊逻辑控制器(FLC)的设计与实现。电力系统网络的两区域互连模型考虑了三种不同的发电来源。第一个区域配备有单个再热热单元和超导磁能存储(SMES)单元,而另一个区域则具有带SMES的水力单元。提出了一种基于蚁群优化技术的FLC联络线和频率振荡抑制最优解的多阶段优化策略。 FLC的优化在四个不同阶段进行。第一阶段是输入和输出变量范围的优化。第二阶段是隶属度函数的优化。第三和第四阶段分别是规则库的优化和规则权重的优化。所提出的控制器的性能也与稳定P_(tie-time)和∆f振荡的另一种控制方法进行了比较。它们是齐格勒-尼科尔斯(Ziegler-Nichols)调整的比例积分微分(PID)控制器和遗传算法优化的PID控制器。基于主要的动态性能参数,即建立时间和峰值超调,对传统技术和提出的技术进行了全面分析。

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