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
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;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161350