Title :
Comparative analysis of case retrieval implementation for knowledge intensive CBR application
Author :
Dendani-hadiby, Nadjette ; Khadir, Med Tarek
Author_Institution :
Comput. Sci. Dept., Badji Mokhtar Univ., Annaba, Algeria
Abstract :
The Case-Based Reasoning (CBR) is a problem solving approach based on reuse by analogy from past experiences. A CBR system is a combination of processes and knowledge called “knowledge containers”, Its reasoning power can be improved through the use of domain knowledge. CBR systems combining case specific knowledge with general domain knowledge models are called Knowledge Intensive CBR (KI-CBR). Although CBR claims to reduce the effort required for developing knowledge-based systems substantially compared with more traditional Artificial Intelligence approaches, the implementation of a CBR application from scratch is still a time consuming task. The present work aims to develop a CBR application for fault diagnosis of steam turbines that integrates a domain knowledge modeling in an ontological form and focuses on the similarity-based retrieval step. This system is view as a KI-CBR system based on domain ontology, built around jCOLIBRI and myCBR a well-known frameworks to design KI-CBR systems. During prototyping, we examine the use and functionality of the focused frameworks. A comparative study is performed with results of presenting a successful retrieval task and demonstrating that jCOLIBRI and myCBR are well adapted to design KI-CBR system.
Keywords :
case-based reasoning; fault diagnosis; information retrieval; knowledge based systems; ontologies (artificial intelligence); artificial intelligence; case retrieval implementation; case specific knowledge; case-based reasoning; domain knowledge modeling; fault diagnosis; general domain knowledge models; jCOLIBRI; knowledge containers; knowledge intensive CBR; knowledge-based systems; myCBR; ontological form; steam turbines; Adaptation models; Computational modeling; Computer aided software engineering; Lead; Libraries; Numerical models; Cases based Reasoning; Fault diagnosis; KI-CBR; domain Ontology; jCOLIBRI; myCBR;
Conference_Titel :
Multimedia Computing and Systems (ICMCS), 2014 International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4799-3823-0
DOI :
10.1109/ICMCS.2014.6911352