Laguerre-Based Adaptive MPC for Attitude Stabilization of Quad-Rotor

O. J. Gonzalez Villarreal, J. Rossiter, H. Shin
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引用次数: 6

Abstract

The application of predictive control methods in real-time to fast systems, such as quad-rotors, remains a challenge for its implementation in low-power embedded systems. This paper presents the application of an Adaptive Laguerre-based Model Predictive Controller (MPC) to the Attitude Stabilization of a Quadrotor. The formulation uses an Online System Identification algorithm based on Recursive Least Squares (RLS) with forgetting factor for parameter estimation, and a Laguerre-based Model Predictive Controller for achieving real-time calcu-lation/update of the control law. The developed control system was experimentally tested in a real quad-rotor, and the results demonstrate its real-time applicability in a low-power embedded platform.
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基于laguerre的四旋翼姿态稳定自适应MPC
预测控制方法在快速系统中的实时应用,如四旋翼,在低功耗嵌入式系统中的实现仍然是一个挑战。提出了一种基于laguerre的自适应模型预测控制器(MPC)在四旋翼飞行器姿态稳定中的应用。该公式采用基于带遗忘因子的递推最小二乘(RLS)的在线系统辨识算法进行参数估计,采用基于laguerre的模型预测控制器实现控制律的实时计算/更新。所开发的控制系统在实际四旋翼飞行器上进行了实验测试,结果表明其在低功耗嵌入式平台上的实时性。
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