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Wind Turbine Tower Modeling and Vibration Control Under Different Types of Loads Using Ant Colony Optimized PID Controller

机译:蚁群优化PID控制器在不同负荷下的风电塔建模与振动控制

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摘要

Vibration in the wind turbine tower disturbs the reliability and increases the possibility of structural damage. Design and optimization of vibration controller are a key goal for wind turbine tower to achieve optimal performance. In this study, a proportional integral derivative (PID) is designed and optimized using nature technology to find optimal required force for actuators and therefore, reducing wind turbine tower vibration. PID controller parameters are optimized with ant colony optimization (ACO) and compared with traditional tuning methods such as Ziegler-Nichols and Tyreus-Luyben methods to ensure its effectiveness in minimizing wind turbine tower vibration. The optimized active vibration controller shows better performance than traditional method in terms of vibration reduction rate, ability to adapt when frequency varies and computational time. This paper also investigated finite difference method for wind turbine tower modeling, and its efficacy is compared with another well-known numerical finite element method based on mean squared error, fit to estimated data and cross signature assurance criterion. The performance of ACO optimized PID controller is investigated for wind turbine tower under four different types of disturbances and compared with uncontrolled and passive controlled system. Results show that 98, 84, 92 and 98% of displacement of the tower are reduced under simulated blade/rotor imbalance, impact, wind and turbulence disturbances, respectively, using ACO optimized PID controller.
机译:风力涡轮机塔架中的振动会干扰可靠性,并增加结构损坏的可能性。振动控制器的设计和优化是风力涡轮机塔达到最佳性能的关键目标。在这项研究中,使用自然技术设计和优化了比例积分微分(PID),以找到执行器的最佳所需力,从而降低了风轮机塔架的振动。 PID控制器参数通过蚁群优化(ACO)进行了优化,并与传统的调整方法(例如Ziegler-Nichols和Tyreus-Luyben方法)进行了比较,以确保其有效地减小风轮机塔架振动。经过优化的主动振动控制器在减振率,频率变化时的适应能力和计算时间方面表现出比传统方法更好的性能。本文还研究了用于风力涡轮机塔架建模的有限差分方法,并将其有效性与另一种基于均方误差,适合估计数据和交叉签名保证准则的数值有限元方法进行了比较。在四种不同类型的扰动下,研究了针对风力发电机塔架的ACO优化PID控制器的性能,并与非控制和被动控制系统进行了比较。结果表明,使用ACO优化PID控制器,在模拟的叶片/转子不平衡,冲击,风和湍流扰动下,塔架的位移分别减少了98%,84%,92%和98%。

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