• DocumentCode
    1206725
  • Title

    Automatic belief revision in a plausibility-driven design environment

  • Author

    Patel, Sukesh ; Dasgupta, Subrata

  • Author_Institution
    Center for Adv. Comput. Studies, Southwestern Louisiana Univ., Lafayette, LA, USA
  • Volume
    21
  • Issue
    5
  • fYear
    1991
  • Firstpage
    933
  • Lastpage
    951
  • Abstract
    Truth maintenance systems (TMSs) offer the most elaborate approach to the belief revision problem and are thus ideal candidates for automating belief revision during the course of plausibility-driven design evolution. However, the theory of plausible design (TPD) necessitates multivalued belief propagation while conventional TMSs are two-valued (IN/OUT) systems. Due to this mismatch, the encoding of constraint dependency graphs (CDGs) in conventional TMSs requires an exponential number of justifications. A belief revision system for TPD called the theory of plausible design belief revision system (TPD-BRS) is proposed. TPD-BRS uses a modified version of the assumption-based TMS label propagation algorithm in conjunction with a label interpreter to support automated belief revision in TPD efficiently
  • Keywords
    formal specification; knowledge based systems; many-valued logics; software tools; assumption-based label propagation algorithm; automatic belief revision; constraint dependency graph encoding; label interpreter; multivalued belief propagation; plausibility-driven design environment; truth maintenance systems; Artificial intelligence; Costs; Design methodology; Encoding; History; Process design; Proposals; Testing;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/21.120047
  • Filename
    120047