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Chaotic ant swarm optimization for fuzzy-based tuning of power system stabilizer

机译:基于模糊蚁群优化的电力系统稳定器模糊整定

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In this paper, chaotic ant swarm optimization (CASO) is utilized to tune the parameters of both single-input and dual-input power system stabilizers (PSSs). This algorithm explores the chaotic and self-organization behavior of ants in the foraging process. A novel concept, like craziness, is introduced in the CASO to achieve improved performance of the algorithm. While comparing CASO with either particle swarm optimization or genetic algorithm, it is revealed that CASO is more effective than the others in finding the optimal transient performance of a PSS and automatic voltage regulator equipped single-machine-infinite-bus system. Conventional PSS (CPSS) and the three dual-input IEEE PSSs (PSS2B, PSS3B, and PSS4B) are optimally tuned to obtain the optimal transient performances. It is revealed that the transient performance of dual-input PSS is better than single-input PSS. It is, further, explored that among dual-input PSSs, PSS3B offers superior transient performance. Takagi Sugeno fuzzy logic (SFL) based approach is adopted for on-line, off-nominal operating conditions. On real time measurements of system operating conditions, SFL adaptively and very fast yields on-line, off-nominal optimal stabilizer variables.
机译:在本文中,利用混沌蚁群优化(CASO)来调整单输入和双输入电力系统稳定器(PSS)的参数。该算法探索了蚂蚁在觅食过程中的混沌和自组织行为。在CASO中引入了诸如疯狂之类的新颖概念,以提高算法的性能。在将CASO与粒子群优化或遗传算法进行比较时,发现CASO在寻找PSS和配备自动电压调节器的单机无限总线系统的最佳瞬态性能方面比其他方法更有效。对常规PSS(CPSS)和三个双输入IEEE PSS(PSS2B,PSS3B和PSS4B)进行了优化调整,以获得最佳的瞬态性能。结果表明,双输入PSS的瞬态性能优于单输入PSS。此外,还探讨了在双输入PSS中,PSS3B提供了出色的瞬态性能。基于Takagi Sugeno模糊逻辑(SFL)的方法用于在线,非标称运行条件。在对系统运行条件进行实时测量时,SFL可以非常快速地自适应地产生在线,名义外的最佳稳定器变量。

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