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
Link To Document