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基于樽海鞘群算法的2型分数阶模糊PID设计在不确定性风力涡轮机控制中的效率与鲁棒性

Efficiency and robustness of type-2 fractional fuzzy PID design using salps swarm algorithm for a wind turbine control under uncertainty.

作者信息

Oussama Maroufi, Abdelghani Choucha, Lakhdar Chaib

机构信息

LACoSERE Laboratory, University of Amar Telidji, Laghouat, Algeria.

Energy and Materials Laboratory, University of Tamanghasset, Tamanghasset, Algeria.

出版信息

ISA Trans. 2022 Jun;125:72-84. doi: 10.1016/j.isatra.2021.06.016. Epub 2021 Jun 17.

Abstract

An accurate and efficient control of the Maximum Power Point Tracking (MPPT) and pitch angle for the Wind Turbine (WT) system can provide more energy while also protecting the material. Thus, considering these economic aspects, many controllers are proposed to guarantees their performances. The most studied strategy is the classical PID controller. However, its performance is limited due to the nonlinear model and the difficult wind speed form, which inflict many uncertainties. To solve these drawbacks, an advanced controller named Type-2 Fractional Order Fuzzy PID (T2-FOPID) controller is suggested in this paper to improve the exigence controls. Meanwhile, an efficient optimization technique named the Salps Swarm Algorithm (SSA) has been introduced in order obtaining the best controller parameters. The efficiency of the proposed controller is tested to the 10 kW-WT under various wind speed scenarios. The derived results explicitly indicate that the proposed strategy outperforms the PID controller and other controllers, in terms. the minimum of error, the overshoot and the settling time.

摘要

对风力发电机组(WT)系统的最大功率点跟踪(MPPT)和桨距角进行准确有效的控制,既能提供更多能量,又能保护设备。因此,考虑到这些经济因素,人们提出了许多控制器来保证其性能。研究最多的策略是经典的PID控制器。然而,由于非线性模型和复杂的风速形式,其性能受到限制,带来了许多不确定性。为了解决这些缺点,本文提出了一种名为二阶分数阶模糊PID(T2-FOPID)的先进控制器,以改善急需的控制。同时,引入了一种名为樽海鞘群算法(SSA)的高效优化技术,以获得最佳的控制器参数。在各种风速场景下,对所提出的控制器在10kW风力发电机组上的效率进行了测试。所得结果明确表明,所提出的策略在误差最小值、超调量和调节时间方面优于PID控制器和其他控制器。

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