• 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