Computing Reviews
Today's Issue Hot Topics Search Browse Recommended My Account Log In
Review Help
Search
Decision-theoretic troubleshooting
Heckerman D., Breese J., Rommelse K. Communications of the ACM38 (3):49-57,1995.Type:Article
Date Reviewed: Oct 1 1996

The authors describe a diagnostic procedure aimed at identifying the most likely causes of malfunction of a composite device and at generating an optimal plan of action for repair, that is, a sequence of observations and repairs of individual components that allows one to minimize the expected costs (an optimal troubleshooting plan).

The proposed approach consists of a series of approximations to an exact method for a simple case, which allow one to identify an optimal sequence of observation and repair actions in a time proportional to the number of components in the device, without explicitly constructing and rolling back a decision tree, as is usual in developing an optimal solution to the general troubleshooting problem. These results are obtained by using a Bayesian network to compute the probabilities that components have failed.

The work is interesting, well described, and framed in the research context. The situations in which the procedure can be applied are clearly identified and of general interest. The formal description of the procedure is completed by the illustration of the results obtained in a series of experiments with real-world troubleshooting problems (printing problems, car start-up problems, copier feeder systems, and gas turbines). A comparison with the performance of other kinds of troubleshooting planners is also given. The method used to measure performance is illustrated in detail.

The paper is well written and well organized. More references to recent literature would have improved the paper.

Reviewer:  P. Forcheri Review #: CR124498 (9610-0835)
Bookmark and Share
 
Expert System Tools And Techniques (I.2.5 ... )
 
 
Graph And Tree Search Strategies (I.2.8 ... )
 
 
Uncertainty, “Fuzzy,” And Probabilistic Reasoning (I.2.3 ... )
 
 
Deduction And Theorem Proving (I.2.3 )
 
 
Problem Solving, Control Methods, And Search (I.2.8 )
 
Would you recommend this review?
yes
no
Other reviews under "Expert System Tools And Techniques": Date
Practical knowledge engineering
Richard V. J., Digital Press, Newton, MA, 1991. Type: Book (9781555580704)
Sep 1 1992
Rule based systems
Williams T., Bainbridge B., Research Studies Press Ltd., Taunton, UK, 1988. Type: Book (9780471917854)
Apr 1 1989
Expert systems programming: practical techniques for rule-based systems
Pedersen K., John Wiley & Sons, Inc., New York, NY, 1989. Type: Book (9780471600695)
Nov 1 1989
more...

E-Mail This Printer-Friendly
Send Your Comments
Contact Us
Reproduction in whole or in part without permission is prohibited.   Copyright 1999-2024 ThinkLoud®
Terms of Use
| Privacy Policy