Title :
A distributed parameter control approach to optimal filtering and smoothing with mobile sensor networks
Author :
Burns, J.A. ; Cliff, E.M. ; Rautenberg, C.
Author_Institution :
Center for Optimal Design & Control, Virginia Polytech. Inst. & State Univ., Blacksburg, VA, USA
Abstract :
In this paper we present a framework to address filtering and smoothing problems for distributed parameter systems when mobile (dynamic) sensors are used to provide system measurements. This framework can be used for systems governed by parabolic and hyperbolic partial differential equations and hence has application to a diverse set of problems such as estimating locations of biological and chemical sources, target tracking and estimation. We formulate the problems as hybrid systems on infinite dimensional spaces (coupled systems of partial, ordinary and delay differential equations) and use infinite dimensional theory to develop computational algorithms for the problems. A simple numerical example illustrates the approach.
Keywords :
delay-differential systems; distributed parameter systems; filtering theory; hyperbolic equations; mobile radio; multidimensional systems; parabolic equations; partial differential equations; telecommunication control; wireless sensor networks; biological source location estimation; chemical source location estimation; coupled system; delay differential equation; distributed parameter control approach; hybrid system; hyperbolic partial differential equation; infinite dimensional space; infinite dimensional theory; mobile sensor network; optimal filtering; ordinary differential equation; parabolic partial differential equation; smoothing problem; system measurement; target tracking; Biosensors; Chemical and biological sensors; Distributed control; Distributed parameter systems; Filtering; Optimal control; Partial differential equations; Sensor systems; Smoothing methods; Target tracking;
Conference_Titel :
Control and Automation, 2009. MED '09. 17th Mediterranean Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
978-1-4244-4684-1
Electronic_ISBN :
978-1-4244-4685-8
DOI :
10.1109/MED.2009.5164536