Title :
Multirate LQG controller applied to self-location and path-tracking in mobile robots
Author :
Tornero, Josep ; Pizá, Ricardo ; Albertos, Pedro ; Salt, Julián
Author_Institution :
Departamento de Ingenieria de Sistemas y Automitica, Univ. Politecnica de Valencia, Spain
Abstract :
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
Keywords :
Kalman filters; MIMO systems; linear quadratic Gaussian control; matrix algebra; mobile robots; path planning; position control; sampled data systems; sensor fusion; MIMO multirate sampled-data systems; basic process dynamics; external sampling strategy; generalized discrete multirate model; linear quadratic Gaussian problem; mobile robots; multirate Kalman filter; multirate LQG controller; multirate-control; path-tracking; self-location; sensor-data-fusion; Aircraft manufacture; Automatic control; Communication system control; Control systems; MIMO; Mobile robots; Regulators; Riccati equations; Sampling methods; Switches;
Conference_Titel :
Intelligent Robots and Systems, 2001. Proceedings. 2001 IEEE/RSJ International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
0-7803-6612-3
DOI :
10.1109/IROS.2001.976239