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Multirate LQG controller applied to self-location and path-tracking in mobile robots

机译:多型LQG控制器应用于移动机器人的自我位置和路径跟踪

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Presents an approach to solving the linear quadratic Gaussian problem for controlling MIMO multirate sampled-data systems. The problem is split into three parts: first a generalized discrete multirate model is computed, second the solution of the linear quadratic regulator problem is computed and then a multirate Kalman filter is obtained. The model is composed by a time invariant single rate part, involving the basic process dynamics and a periodic one determined by the external sampling strategy. This allows an easy analysis of the effects of the multirate sampling on the plant. The approach has been applied to solve problems of self-location and path tracking in mobile robots. As is common in many auto-guided vehicles the sensory system is very complex, so some kind of sensor data fusion has been implemented.
机译:提出一种解决控制MIMO多型采样数据系统的线性二次高斯问题的方法。该问题分为三个部分:首先计算广义分立多速率模型,第二次稳压器问题的解决方案被计算,然后获得多速卡滤波器。该模型由时间不变的单速率部分组成,涉及基本的过程动态和由外部采样策略确定的周期性。这允许简单地分析多型抽样对工厂的影响。该方法已应用于解决移动机器人的自我位置和路径跟踪问题。如在许多自动引导的车辆中,感官系统非常复杂,因此已经实现了某种传感器数据融合。

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