Title
Detecting anomalies in constraint-based systems
Keywords
Automated verification; Constraint satisfaction problem; Constraint-based systems; Constraint-directed reasoning; Software verification; Verification
Abstract
This paper addresses the problem of the automated verification of constraint-based systems. This issue has not been adequately covered in the research literature, as current expert-system verification methodologies and tools have largely focused on rule-based systems. As a result, these tools do not incorporate the methodologies necessary to verify constraint-based reasoning systems. However, there is great similarity as well as commonality of terms between rule-based systems and constraint-based systems. This suggests that verification techniques for rule-based expert systems can be successfully modified for application to constraint-based systems. The paper presents the authors' experience in verifying the internal consistency of a constraint-based reasoning system knowledge base. The approach is based on automatically identifying several anomalies in a constraint-based system knowledge base without having to execute the system. Many of these types of anomalies are derived directly or indirectly from those that are also found in traditional rule-based expert systems, but new ones specific to constraint-based systems are identified. Detection methods and possible repair strategies are discussed, and a test example is described and evaluated. © 1997 Elsevier Science Ltd. All rights reserved.
Publication Date
1-1-1997
Publication Title
Engineering Applications of Artificial Intelligence
Volume
10
Issue
3
Number of Pages
257-268
Document Type
Article
Personal Identifier
scopus
DOI Link
https://doi.org/10.1016/s0952-1976(96)00083-8
Copyright Status
Unknown
Socpus ID
0031164363 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/0031164363
STARS Citation
Flannery, Linda M. and Gonzalez, Avelino J., "Detecting anomalies in constraint-based systems" (1997). Scopus Export 1990s. 2811.
https://stars.library.ucf.edu/scopus1990/2811