基于遗传算法的风力发电机转子转速控制

A. Ozturk, S. Tosun, Selman Alkan, Emre Avci, Rifat Bilir
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引用次数: 1

摘要

在风电场中,发电机的转子转速控制是产生合适电能的关键。本研究采用鼠笼式感应发电机(SCIG),采用遗传比例积分(GPI)方法对其转子转速进行控制。利用遗传算法(GA)的优化方法,确定了保证SCIG快速运行参考转子转速的PI系数。此外,采用场定向控制(FOC)实现了转子转速的无传感器控制。为此,建立了感应电机转子转速控制的传递函数,并将其应用到仿真模型中。在该控制中,首先用经典的Ziegler-Nichols法(ZNM)得到PI系数,然后用遗传算法得到PI系数。利用Matlab/Simulink建立的风力机(WT)模型,对确定PI系数的不同方法进行了系统仿真。对ZNM和遗传算法的系统仿真结果进行了比较。可以清楚地看到,用遗传算法计算PI系数的结果在到达基准速度和测定速度方面优于其他方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Speed control of wind turbine rotor using genetic algorithm
In wind farms, rotor speed control of generator is essential to generate appropriate electric energy. In this study, squirrel cage induction generator (SCIG) is used and its rotor speed is controlled with Genetic Proportional-Integral (GPI) method. Determination of PI coefficients providing SCIG to operate reference rotor speed promptly is obtained with Genetic Algorithm (GA) known as an optimization method. In addition, sensorless control of rotor speed is carried out with field oriented control (FOC). To do this purpose, the transfer function of rotor speed control of induction machine is created and employed in simulation model. Used in this control, PI coefficients, firstly, are obtained with a classical method called Ziegler-Nichols Method (ZNM) and then is obtained with GA. Wind turbine (WT) model created with Matlab/Simulink are used to operate the system simulation for these different methods which determine the PI coefficients. The system simulation of the results for ZNM and GA are compared. It is clearly seen that the results which are operated with PI coefficients calculated by GA is better than the others in the respect of reaching time to reference speed and determination.
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