• DocumentCode
    630977
  • Title

    Frequency domain model validation in Wasserstein metric

  • Author

    Halder, Abhishek ; Bhattacharya, Rupen

  • Author_Institution
    Dept. of Aerosp. Eng., Texas A&M Univ., College Station, TX, USA
  • fYear
    2013
  • fDate
    17-19 June 2013
  • Firstpage
    5845
  • Lastpage
    5850
  • Abstract
    This paper connects the time-domain uncertainty propagation approach for model validation in Wasserstein distance 2W2, introduced by the authors in [1], with the frequency domain model validation in the same. To the best of our knowledge, this is the first frequency domain interpretation of Monge-Kantorovich optimal transport. It is shown that the asymptotic 2W2 can be written as functions of the ℌ2 norms of the system gains, which have intuitive meaning. A geometric interpretation for this newly derived frequency-domain formula is given. The geometric interpretation helps us in comparing Wasserstein distance with classical frequency-domain validation metrics like υ-gap.
  • Keywords
    frequency-domain analysis; υ-gap; Monge-Kantorovich optimal transport; Wasserstein distance; Wasserstein metric; frequency domain formula; frequency domain interpretation; frequency domain model validation; frequency domain validation metrics; geometric interpretation; time domain uncertainty propagation; Computational modeling; Frequency-domain analysis; MIMO; Transfer functions; Uncertainty; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2013
  • Conference_Location
    Washington, DC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4799-0177-7
  • Type

    conf

  • DOI
    10.1109/ACC.2013.6580754
  • Filename
    6580754