Title :
A generic and symbolic model-based diagnostic reasoner with highly scalable properties
Author :
Misra, Amit ; Provan, Gregory ; Karsai, Gabor ; Bloor, George ; Scarl, Ethan
Author_Institution :
Vanderbilt Univ., USA
Abstract :
Modern computing technologies-hardware, software, and algorithmic-have enabled the deployment of more exacting diagnostic reasoning (DR) systems than has heretofore been possible. Compromises in algorithm and modeling paradigm complexity, due to computational throughput and state-space explosion constraints, have historically dominated practical applications of such systems. This paper describes approaches that have been shown to be applicable in a wide set of domains. The algorithms used are highly scaleable and support a symbolic modeling formalism for analyzing the properties of the complex, dynamic systems. Moreover, analysis of simultaneous failures occurs as a natural byproduct of this formalism
Keywords :
binary decision diagrams; compiler generators; computational complexity; diagnostic reasoning; discrete event systems; fault diagnosis; graph theory; specification languages; complex dynamic systems; highly scalable properties; simultaneous failures; symbolic model-based diagnostic reasoner; symbolic modeling formalism; Algorithm design and analysis; Boolean functions; Data structures; Hardware; Inference algorithms; Logic testing; Mathematical model; Power system modeling; Safety; Space technology;
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7803-4778-1
DOI :
10.1109/ICSMC.1998.726487