DocumentCode
3444099
Title
Actuator and sensor placement in linear advection PDE
Author
Vaidya, Umesh ; Rajaram, Rajeev ; Dasgupta, Sambarta
Author_Institution
Dept. of Electr. & Comput. Eng., Iowa State Univ., Ames, IA, USA
fYear
2011
fDate
12-15 Dec. 2011
Firstpage
5395
Lastpage
5400
Abstract
We study the problem of actuator and sensor placement in a linear advection partial differential equation (PDE). The problem is motivated by its application to actuator and sensor placement in building systems for the control and detection of a scalar quantity such as temperature and contaminants. We propose a gramian based approach to the problem of actuator and sensor placement. The special structure of the advection PDE is exploited to provide an explicit formula for the controllability and observability gramian in the form of a multiplication operator. The explicit formula for the gramian, as a function of actuator and sensor location, is used to provide test criteria for the suitability of a given sensor and actuator location. Furthermore, the solution obtained using gramian based criteria is interpreted in terms of the flow of the advective vector field. In particular, the almost everywhere uniform stability property and ergodic properties of the advective vector field are shown to play a crucial role in deciding the location of actuators and sensors. Simulation results are performed to support the main results of this paper.
Keywords
actuators; contamination; controllability; linear differential equations; mathematical operators; observability; partial differential equations; pollution control; sensor placement; stability; statistical mechanics; temperature control; actuator placement; advective vector field flow; building systems; contaminant control; contaminant detection; controllability gramian; ergodic properties; gramian based approach; gramian based criteria; linear advection PDE; linear advection partial differential equation; multiplication operator; observability gramian; scalar quantity control; scalar quantity detection; sensor placement; temperature control; temperature detection; uniform stability property; Actuators; Aerospace electronics; Controllability; Equations; Mathematical model; Observability; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location
Orlando, FL
ISSN
0743-1546
Print_ISBN
978-1-61284-800-6
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2011.6161350
Filename
6161350
Link To Document