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A knowledge-based risk management tool for construction projects using case-based reasoning

dc.contributor.authorOkudan, Ozan
dc.contributor.authorBudayan, Cenk
dc.contributor.authorDikmen, Irem
dc.date.accessioned2026-06-27T14:34:03Z
dc.date.issued2021
dc.description.abstractConstruction projects are often deemed as complex and high-risk endeavours, mostly because of their vulnerability to external conditions as well as project-related uncertainties. Risk management (RM) is a critical success factor for companies operating in the construction industry. RM is a knowledge-intensive process that requires effective management of risk-related knowledge. Although some research has already been conducted to develop tools to support knowledge-based RM processes, most of these tools ignore some critical features, such as live knowledge capture, web-based platform for knowledge sharing and effective case retrieval for learning from past projects. Moreover, several RM phases, such as risk identification, analysis, response and monitoring are not usually integrated. Thus, this study aims to bridge these gaps by developing a knowledge-based RM tool (namely, CBRisk) via case-based reasoning (CBR). CBRisk has been developed as a web-based tool that supports the cyclic RM process and utilises an effective case retrieval method considering a comprehensive list of project similarity features in the form of fuzzy linguistic variables. Finally, the developed tool was evaluated and validated by conducting black-box testing and expert review meeting. Results demonstrated that CBRisk has a considerable potential to enhance the effectiveness of RM in construction projects and may be used in other project-based industries with minimal modifications.en
dc.description.sponsorshipYildiz Technical University [FYL-2020-3823]
dc.description.urihttps://doi.org/10.1016/j.eswa.2021.114776
dc.identifier.doi10.1016/j.eswa.2021.114776
dc.identifier.eissn1873-6793
dc.identifier.issn0957-4174
dc.identifier.urihttps://hdl.handle.net/20.500.14981/62158
dc.identifier.volume173
dc.identifier.wos000636782300002
dc.language.isoeng
dc.publisherPERGAMON-ELSEVIER SCIENCE LTD
dc.relation.ispartofEXPERT SYSTEMS WITH APPLICATIONS
dc.subjectArtificial intelligence
dc.subjectMachine learning
dc.subjectKnowledge-based risk management
dc.subjectRisk management
dc.subjectKnowledge management
dc.subjectCase-based reasoning
dc.subjectWeb-based tool
dc.subjectCASE REPRESENTATION
dc.subjectSYSTEM
dc.subjectRETRIEVAL
dc.subjectCBR
dc.subjectPERFORMANCE
dc.subjectSELECTION
dc.subjectMODEL
dc.subjectREUSE
dc.subjectComputer Science
dc.subjectEngineering
dc.subjectOperations Research & Management Science
dc.titleA knowledge-based risk management tool for construction projects using case-based reasoning
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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