基于多目标非支配短路遗传算法的AVR系统PID控制器设计与性能分析

Narendra Kumar Yegireddy, S. Panda
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引用次数: 12

摘要

比例-积分-导数(PID)控制器在热电厂、生物医学仪器等过程装置中得到广泛应用。这种控制器的优先级显然是微调,因为任何其他替代方案都需要高度的工业专业知识。因此,为了使PID控制器达到最佳控制效果,需要对PID增益进行最优整定。提出了采用多目标非支配排序遗传算法(NSGA-II)的自动电压调节器(AVR)系统比例积分导数(PID)控制器的设计和性能分析。为了保证电力系统的稳定运行,需要开发同步发电机的电子控制系统。自动调压器(AVR)被广泛应用于电力领域,以获得电力系统的稳定性和良好的调节性。所要求的交流发电机输出特性是恒压恒流。交流发电机励磁由自动电压调节器(AVR)控制,以获得恒定输出。自动电压调节器保持恒定电压到一定水平的负载电流独立于发电机的速度和负载。本文进一步研究了采用NSGA-II算法调谐的AVR系统的鲁棒性分析,通过改变放大器、励磁器、发电机和传感器的时间常数在-50%到+50%的范围内,步长为+25%。
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Design and performance analysis of PID controller for an AVR system using multi-objective non-dominated shorting genetic algorithm-II
The proportional-integral-derivative(PID) controllers in the process plants like thermal power plants, biomedical instrumentation is of popular use. The priority of such controllers is obviously a fine tuning as a high degree of industrial expertise is required for any other alternative. So in order to get the best results of PID controllers the optimal tuning of PID gains are required. This paper presents the design and performance analysis of proportional integral derivative (PID) controller for the Automatic Voltage Regulator (AVR) system using multi objective non dominated sorting genetic algorithm-II(NSGA-II). It is required to develop the electronic control system for the synchronous generator for the stable operation of power system. The Automatic Voltage Regulator (AVR) is widely used in electrical power field to obtain the stability and good regulation of the electric system. The characteristics of alternator output required are constant voltage and constant current. To get the constant output, alternator field excitation is controlled by Automatic Voltage Regulator (AVR). The Automatic Voltage Regulator maintains the constant voltage up to certain level of load current independently of generator speed and load. This paper further deals with the robustness analysis of the AVR system tuned by NSGA-II algorithm is performed by varying the time constants of amplifier, exciter, generator and sensor in the range of-50% to +50% insteps of +25%.
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