• DocumentCode
    986487
  • Title

    A tutorial on the positive realization problem

  • Author

    Benvenuti, Luca ; Farina, Lorenzo

  • Author_Institution
    Dipt. di Informatica e Sistemistica, Univ. degli Studi di Roma "La Sapienza", Rome, Italy
  • Volume
    49
  • Issue
    5
  • fYear
    2004
  • fDate
    5/1/2004 12:00:00 AM
  • Firstpage
    651
  • Lastpage
    664
  • Abstract
    This paper is a tutorial on the positive realization problem, that is the problem of finding a positive state-space representation of a given transfer function and characterizing existence and minimality of such representation. This problem goes back to the 1950s and was first related to the identifiability problem for hidden Markov models, then to the determination of internal structures for compartmental systems and later embedded in the more general framework of positive systems theory. Within this framework, developing some ideas sprang in the 1960s, during the 1980s, the positive realization problem was reformulated in terms of a geometric condition which was recently exploited as a tool for finding the solution to the existence problem and providing partial answers to the minimality problem. In this paper, the reader is carried through the key ideas which have proved to be useful in order to tackle this problem. In order to illustrate the main results, contributions and open problems, several motivating examples and a comprehensive bibliography on positive systems organized by topics are provided.
  • Keywords
    hidden Markov models; matrix algebra; realisation theory; state-space methods; hidden Markov models; positive realization problem; positive state-space representation; positive system theory; transfer function; Bibliographies; Charge measurement; Current measurement; Electric variables measurement; Eyes; Hidden Markov models; Linear systems; Size measurement; Transfer functions; Tutorial; Nonnegative matrices; polyhedral cones; positive systems; realizations;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2004.826715
  • Filename
    1298991