Title :
Estimation algorithm for stochastic linear hybrid systems with quadratic guard conditions
Author :
Liu, Weiyi ; Seah, Chze Eng ; Hwang, Inseok
Author_Institution :
Sch. of Aeronaut. & Astronaut., Purdue Univ., West Lafayette, IN, USA
Abstract :
The hybrid estimation problem involves computation of both the continuous state and the discrete state estimates of a hybrid system from the measurements. In our earlier work, we have developed an algorithm, called the State-Dependent-Transition Hybrid Estimation (STDHE) algorithm which treats the discrete-state transitions to be dependent on the continuous state and governed by guard conditions in the linear form. This paper presents a hybrid estimation algorithm for the hybrid system whose guard conditions are in the quadratic form. The algorithm finds its applications in many areas such as Air Traffic Control (ATC), unmanned aerial vehicles coordination and control, and robot control. Simulation results show that our algorithm gives high estimation accuracy similar to that given by the Monte Carlo integration-based estimation algorithm while it is much more computationally efficient than the sample-based algorithms.
Keywords :
Monte Carlo methods; linear systems; state estimation; stochastic systems; Monte Carlo integration-based estimation algorithm; STDHE algorithm; air traffic control; continuous state estimation; discrete state estimation; hybrid estimation algorithm; quadratic guard condition; robot control; state-dependent-transition hybrid estimation; stochastic linear hybrid systems; unmanned aerial vehicles control; Air traffic control; Aircraft; Computational modeling; Monte Carlo methods; Radar tracking; Robot control; State estimation; Stochastic systems; Uncertainty; Unmanned aerial vehicles;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5400909