ROMAIN: Towards a BFO compliant reference ontology for industrial maintenance

被引:39
作者
Karray, Mohamed Hedi [1 ]
Ameri, Farhad [2 ]
Hodkiewicz, Melinda [3 ]
Louge, Thierry [4 ]
机构
[1] Univ Toulouse, ENIT, INP, LGP, Tarbes, France
[2] Texas State Univ, Dept Engn Technol, San Marcos, TX USA
[3] Univ Western Australia, Fac Engn & Math Sci, Nedlands, WA, Australia
[4] Univ Toulouse, CALMIP, CNRS, INPT,INSA,UPS,UMR 3667, Tarbes, France
基金
澳大利亚研究理事会;
关键词
Basic Formal Ontology; industrial maintenance; maintenance management; COORDINATED EVOLUTION;
D O I
10.3233/AO-190208
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a domain-specific, open access, reference ontology (ROMAIN) for the maintenance management domain. We use a hybrid approach, based on a top-down alignment to an open source top-level ontology, the Basic Formal Ontology (BFO), and a bottom up focus on classes that are grounded in maintenance practice. We constrain the scope of the ontology to the classes that are unique to the maintenance management practice, such as maintenance strategy, degradation, and work order management, rather than modeling the entire domain of maintenance. This approach reduces the scope of the development task and enables reasoning to be tested at a manageable scale. ROMAIN provides a unifying framework that can be used in conjunction with other BFO compliant sub-domain ontologies, such as planning and scheduling ontologies. The proposed ontology is validated using real-life data in the context of a use case related to evaluating the effectiveness of maintenance strategy.
引用
收藏
页码:155 / 177
页数:23
相关论文
共 59 条
[1]  
Andersson B, 2006, LECT NOTES COMPUT SC, V4215, P482
[2]  
[Anonymous], SMRP BEST PRACT MAIN
[3]  
[Anonymous], 2010, P IMS 2010 SUMM SCH
[4]  
[Anonymous], 2009, P 1 WORKSH CONT INF
[5]  
[Anonymous], BUILDING ONTOLOGIES
[6]  
[Anonymous], 2016, GFMAM MAINT FRAM
[7]  
[Anonymous], 60300314 IEC AS
[8]  
[Anonymous], 2014, ISO 55001 Asset management - Management systems - Requirements
[9]  
[Anonymous], 60300311 IEC AS
[10]   Enriching ontology mappings with semantic relations [J].
Arnold, Patrick ;
Rahm, Erhard .
DATA & KNOWLEDGE ENGINEERING, 2014, 93 :1-18