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دسته بندی:
مدیریت دانش - knowledge management
سال انتشار:
2021
عنوان انگلیسی مقاله:
X-PHM: Prognostics and health management knowledge-based framework for SME
ترجمه فارسی عنوان مقاله:
X-PHM: پیش آگهی و چارچوب دانش مبتنی بر مدیریت سلامت برای SME
منبع:
ScienceDirect- Elsevier- None
نویسنده:
None
چکیده انگلیسی:
Prognostics and Health Management (PHM) is an emerging concept based on industrial data management. The implementation of PHM in
small and medium-sized enterprises (SMEs) is currently limited due to data accessibility difficulties. In order to overcome this pitfall, one could
formalize the operators’ knowledge and integrate it in the SME’s information system. Thus, the implementation of the PHM will be based
on this information system associating data with knowledge. To this end, we propose a collaborative PHM approach (X-PHM) to ensure the
extraction of operators’ knowledge and its integration into the PHM process. The decision resulting from this approach is restituted with a concern
of explainability. This paper details the proposed approach while focusing on the data management process and its integration in explainable
decisions. This new framework is applied in a French SME to understand its production process and facilitate its digital transformation.
Keywords: PHM | Knowledge formalization and integration | Explainable artificial intelligence | SME | Data analysis.
قیمت: رایگان
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