Knowledge reuse integrating the collaboration from experts in industrial maintenance management
Distributed environments, technological evolution, outsourcing market and information technology (IT) are factors that considerably influence current and future industrial maintenance management. Repairing and maintaining the plants and installations requires a better and more sophisticated skill set and continuously updated knowledge. Today, maintenance solutions involve increasing the collaboration of several experts to solve complex problems. These solutions imply changing the requirements and practices for maintenance; thus, conceptual models to support multidisciplinary expert collaboration in decision making are indispensable. The objectives of this work are as follows: (i) knowledge formalization of domain vocabulary to improve the communication and knowledge sharing among a number of experts and technical actors with Conceptual Graphs (CGs) formalism, (ii) multi-expert knowledge management with the Transferable Belief Model (TBM) to support collaborative decision making, and (iii) maintenance problem solving with a variant of the Case-Based Reasoning (CBR) mechanism with a process of solving new problems based on the solutions of similar past problems and integrating the experts' beliefs. The proposed approach is applied for the maintenance management of the illustrative case study.
|Date of creation:||Sep 2013|
|Publication status:||Published in Knowledge-Based Systems, Elsevier, 2013, vol. 50, pp. 171-186. <10.1016/j.knosys.2013.06.005>|
|Note:||View the original document on HAL open archive server: https://hal.archives-ouvertes.fr/hal-00861829|
|Contact details of provider:|| Web page: https://hal.archives-ouvertes.fr/|
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