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Reachable Set Estimation for Discrete-Time Nonlinear Systems Using Ellipsoidal Set-Membership Frameworks

机译:使用椭圆形集合框架的离散时间非线性系统可到达估计

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In this paper, we focus on ellipsoidal estimates of reachable sets for discrete-time nonlinear dynamical systems based on ellipsoidal set-membership techniques. To this end, we implement a set-membership filter that utilizes state dependent coefficient parameterization of the nonlinear dynamics. The set-membership filter has a correction-prediction form similar to the Kalman Filter and generates optimal (minimum 'size' based on the trace criteria) ellipsoids at the correction and prediction steps, containing the true state of the system. At every time step, the optimal prediction ellipsoid provides an estimate of the reachable set. Also, information from the filter is utilized to formulate a family of ellipsoids containing the reachable set at each time step. The minimum 'size' ellipsoid (based on the trace criteria or the log-determinant criteria) of this family is identified as another ellipsoidal estimate of the reachable set. Simulation examples are included to illustrate results corresponding to the two estimates.
机译:在本文中,我们专注于基于椭圆形集合技术的离散时间非线性动力系统可达套件的椭圆形估计。为此,我们实现了一个集成隶属滤波器,其利用非线性动力学的状态相关系数参数化。设定成员资格过滤器具有类似于Kalman滤波器的校正预测表单,并在校正和预测步骤中基于轨迹标准的椭圆体产生最佳(最小'大小),其中包含系统的真实状态。在每次步骤时,最佳预测椭圆体提供了可到达集的估计。此外,来自过滤器的信息用于制备含有含有可达设定的椭球系列的系列。最小“尺寸”椭圆体(基于该系列的痕量标准或记录标准)被鉴定为可达装置的另一个椭圆形估计。包括模拟示例以说明对应于两个估计的结果。

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