Title :
Computational intelligence for distributed fault management in networks using fuzzy cognitive maps
Author :
Ndousse, Thomas D. ; Okuda, Takashi
Author_Institution :
Dept. of Comput. Sci. & Eng., Northern Arizona Univ., Flagstaff, AZ, USA
Abstract :
This paper proposes a computationally based expert system for managing fault propagation in internetworks using the concept of fuzzy cognitive maps (FCM), a graphical archetype which encodes and processes vague causal reasoning numerically. The dynamic features of FCM are exploited to characterize the time-varying aspects of network faults, while its graphical features are used as a framework for representing the distributed properties of fault propagation. In this scheme, a network fault due to one or more managed objects induces causal fuzzy relationships on adjacent objects. This causal relationship is captured in a matrix which allows causal inference representations to be viewed as feedback associative memory with computational recall capabilities
Keywords :
cognitive systems; content-addressable storage; distributed processing; expert systems; feedback; fuzzy systems; internetworking; knowledge representation; telecommunication computing; telecommunication network management; causal fuzzy relationships; causal inference representations; computational intelligence; computational recall; computationally based expert system; distributed fault management; distributed properties; fault propagation; fault propagation management; feedback associative memory; fuzzy cognitive maps; managed objects; matrix; network fault; time-varying network faults; vague causal reasoning; Competitive intelligence; Computational intelligence; Computer network management; Engineering management; Expert systems; Feedback; Fuzzy cognitive maps; Hybrid intelligent systems; Intelligent networks; Protocols;
Conference_Titel :
Communications, 1996. ICC '96, Conference Record, Converging Technologies for Tomorrow's Applications. 1996 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
0-7803-3250-4
DOI :
10.1109/ICC.1996.533672