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Author: Cecilia Zanni-Merk

Affiliation: INSA de Strasbourg, France

ISBN: 978-989-758-158-8

Keyword(s): Knowledge Technologies, Ontologies, Reasoning, Experience, Meta-knowledge.

Related Ontology Subjects/Areas/Topics: Applications and Case-studies ; Artificial Intelligence ; Business Analytics ; Cardiovascular Technologies ; Computing and Telecommunications in Cardiology ; Data Engineering ; Decision Support Systems ; Decision Support Systems, Remote Data Analysis ; Health Engineering and Technology Applications ; Knowledge Engineering and Ontology Development ; Knowledge Representation ; Knowledge-Based Systems ; Symbolic Systems

Abstract: This article presents a generic knowledge-based framework for problem solving in Engineering, in a broad sense. After a discussion about the drawbacks of the traditional architecture used for deploying knowledge-based systems (KBS), the KREM (Knowledge, Rules, Experience, Meta-Knowledge) architecture is presented. The novelty of the proposal comes from the inclusion of experience capitalization and of meta-knowledge use into the previously discussed traditional architecture. KREM improves the efficiency of classic KBSs, as it permits to deal with incomplete expert knowledge models, by progressively completing them, learning with experience. Also, the use of meta-knowledge can steer their execution more efficiently. This framework has been successfully used in different projects. Here, the architecture of the KREM model is presented along with some implementation issues and three case studies are discussed.

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Paper citation in several formats:
Zanni-Merk, C. (2015). KREM: A Generic Knowledge-based Framework for Problem Solving in Engineering - Proposal and Case Studies.In Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2 KEOD: KEOD, (IC3K 2015) ISBN 978-989-758-158-8, pages 381-388. DOI: 10.5220/0005635103810388

@conference{keod15,
author={Cecilia Zanni{-}Merk.},
title={KREM: A Generic Knowledge-based Framework for Problem Solving in Engineering - Proposal and Case Studies},
booktitle={Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2 KEOD: KEOD, (IC3K 2015)},
year={2015},
pages={381-388},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005635103810388},
isbn={978-989-758-158-8},
}

TY - CONF

JO - Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2 KEOD: KEOD, (IC3K 2015)
TI - KREM: A Generic Knowledge-based Framework for Problem Solving in Engineering - Proposal and Case Studies
SN - 978-989-758-158-8
AU - Zanni-Merk, C.
PY - 2015
SP - 381
EP - 388
DO - 10.5220/0005635103810388

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