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Tuning of PID controller for an automatic regulator voltage system using chaotic optimization approach

机译:基于混沌优化方法的自动调节器电压系统PID控制器整定

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Despite the popularity, the tuning aspect of proportional_integral-derivative (PID) controllers is a challenge for researchers and plant operators. Various controllers tuning methodologies have been proposed in the literature such as auto-tuning, self-tuning, pattern recognition, artificial intelligence, and optimization methods. Chaotic optimization algorithms as an emergent method of global optimization have attracted much attention in engineering applications. Chaotic optimization algorithms, which have the features of easy implementation, short execution time and robust mechanisms of escaping from local optimum, is a promising tool for engineering applications. In this paper, a tuning method for determining the parameters of PID control for an automatic regulator voltage (AVR) system using a cha_otic optimization approach based on Lozi map is proposed. Since chaotic mapping enjoys certainty, ergodicity and the stochastic property, the proposed chaotic optimization introduces chaos mapping using Lozi map chaotic sequences which increases its convergence rate and resulting precision. Simulation results are promising and show the effectiveness of the proposed approach. Numerical simulations based on proposed PID control of an AVR system for nominal system parameters and step reference voltage input demonstrate the good performance of chaotic optimization.
机译:尽管很受欢迎,但是比例积分微分(PID)控制器的调节方面对研究人员和工厂操作人员来说是一个挑战。文献中已经提出了各种控制器的调整方法,例如自动调整,自调整,模式识别,人工智能和优化方法。混沌优化算法作为一种全局优化的新兴方法在工程应用中引起了广泛的关注。混沌优化算法具有易于实现,执行时间短和避免局部最优的鲁棒机制等特点,是工程应用中很有前途的工具。提出了一种基于Lozi映射的混沌优化方法确定自动调节电压(AVR)系统PID控制参数的整定方法。由于混沌映射具有确定性,遍历性和随机性,因此提出的混沌优化方法采用Lozi映射混沌序列引入了混沌映射,从而提高了其收敛速度和精度。仿真结果是有希望的,并表明了该方法的有效性。基于AVR系统的标称PID控制(针对标称系统参数和阶跃参考电压输入)的数值仿真证明了混沌优化的良好性能。

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