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Improved stochastic fractal search algorithm and modified cost function for automatic generation control of interconnected electric power systems

机译:改进的随机分形搜索算法和改进的成本函数,用于互联电力系统的自动发电控制

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An improved stochastic fractal search algorithm (ISFS) and a modified cost function are proposed in this paper to skillfully handle the issue of automatic generation control (AGC) of power systems. Most employed power system models namely two-area non-reheat thermal power system with and without governor dead band nonlinearity, and three-area hydro-thermal power plant with generation rate constraints are considered to be controlled by a PID controller. Then the gains of this controller are optimized with SFS and ISFS individually by minimizing the value of cost function proposed. This function consists in minimizing the integral time absolute error (ITAE) and also the time rates of frequency and tie-line power deviations. After recognizing the supremacy of SFS tuned PID controller over some existing methods in improving settling time and oscillations of frequency and tie-line power deviations, ISFS tuned PID controller is shown to promote the system performance further to compete with some other control schemes of higher degree and complexity available in the literature. This outcome has unveiled the superior tuning ability of ISFS over the original version of SFS. Also, convergence curves of the algorithms are analyzed from which it is observed that the speed of convergence for ISFS is remarkable.
机译:提出了一种改进的随机分形搜索算法(ISFS)和改进的成本函数,以巧妙地解决电力系统自动发电控制(AGC)的问题。大多数采用的电力系统模型,即具有和不具有调速器死区非线性的两区域非再热火力系统,以及具有发电率约束的三区域水火力发电厂,都被认为是由PID控制器控制的。然后,通过最小化建议的成本函数值,分别使用SFS和ISFS优化此控制器的增益。该功能在于最大程度地减小积分时间绝对误差(ITAE),以及使频率和联络线功率偏差的时间率最小。在认识到SFS调谐PID控制器在改善稳定时间以及频率和联络线功率偏差的振荡方面优于某些现有方法之后,ISFS调谐PID控制器被证明可以进一步提高系统性能,以与更高级别的其他一些控制方案竞争和文献中提供的复杂性。这一结果揭示了ISFS优于原始版本SFS的调优功能。此外,分析了算法的收敛曲线,从中可以看出,ISFS的收敛速度显着。

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