基于扩展卡尔曼滤波的圆球机器人系统控制与估计

Leonardo Herrera, Ruben Hernández, F. Jurado
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引用次数: 5

摘要

本文对球机器人欠驱动机器人系统进行了控制和估计。在位置测量下,利用扩展卡尔曼滤波(EKF)作为渐近估计器来估计机器人系统的不可用状态向量。然后,估计的状态向量被线性二次调节器(LQR)使用,它引导圆球机器人到它的直立位置。证明了包含球机器人、LQR和EKF的闭环系统保持局部渐近稳定。数值结果证实了所提出的控制和估计方案的可行性。
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Control and Extended Kalman Filter based Estimation for a Ballbot Robotic System
Control and estimation are carried out in this paper for a ballbot underactuated robotic system. Under position measurements, the Extended Kalman Filter (EKF) is used as an asymptotic estimator in order to estimate the unavailable state vector of the robotic system. Then, the estimated state vector is used by a Linear Quadratic Regulator (LQR) that steers the ballbot to its upright position. It is demonstrated that the closed loop system that includes the ballbot, the LQR, and the EKF remains locally asymptotically stable. Numerical results corroborate the viability of the proposed control and estimation scheme.
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