• DocumentCode
    3269302
  • Title

    A data driven approach to learning dynamical systems

  • Author

    Brugarolas, Paul B. ; Safonov, Michael G.

  • Author_Institution
    Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
  • Volume
    4
  • fYear
    2002
  • fDate
    10-13 Dec. 2002
  • Firstpage
    4670
  • Abstract
    This paper presents a mathematical framework for learning (properties of a dynamical system) from experimental data via hypothesis falsification, and its application to control and system identification problems.
  • Keywords
    adaptive control; identification; learning systems; optimal control; control identification; data driven approach; hypothesis falsification; learning dynamical systems; system identification; Actuators; Adaptive control; Control system synthesis; Control systems; Laboratories; Mathematical model; Propulsion; Switching systems; System identification; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2002, Proceedings of the 41st IEEE Conference on
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-7516-5
  • Type

    conf

  • DOI
    10.1109/CDC.2002.1185115
  • Filename
    1185115