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A set simulation approach to the computation of invariant sets for nonlinear systems

机译:非线性系统不变集计算的一种集模拟方法

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Given a nonlinear discrete-time system, previous works exist that compute invariant sets as finite unions of boxes. Set inversion algorithms based on interval arithmetic are used to obtain inner approximations of the one step set starting in an invariant target set. In this paper a complementary approach based on set simulation is proposed. An invariant set can be obtained if a set trajectory that initiates in a given set, reaches this set again in a given number of steps at most. The first advantage of the proposed method is that there is no need to know an initial invariant set. The second one is that for a given system, a high convergence rate of the trajectories tends to reduce the computational effort of the method. The main disadvantage is that the algorithm does not guarantee that an invariant set is obtained. It just guarantees a response in finite time.
机译:给定一个非线性离散时间系统,以前的工作已经存在,它们将不变集计算为盒子的有限并集。使用基于区间算法的集合求逆算法来获得从不变目标集开始的一步集的内部近似。本文提出了一种基于集合仿真的补充方法。如果在给定集合中启动的集合轨迹最多以给定步数再次到达该集合,则可以获得不变集合。所提出的方法的第一个优点是不需要知道初始不变集。第二个问题是,对于给定的系统,轨迹的高收敛速度往往会减少该方法的计算工作量。主要缺点是该算法不能保证获得不变集。它只是保证在有限的时间内做出响应。

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