A proactive event-driven decision model for joint equipment predictive maintenance and spare parts inventory optimization

被引:29
|
作者
Bousdekis, Alexandros [1 ]
Papageorgiou, Nikos [1 ]
Magoutas, Babis [1 ]
Apostolou, Dimitris [2 ]
Mentzas, Gregoris [1 ]
机构
[1] NTUA, ICCS, IMU, 9 Iroon Polytech Str, Athens 15780, Greece
[2] Univ Piraeus, Dept Informat, 80 Karaoli & Dimitriou Str, Piraeus 18534, Greece
来源
PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE IN THROUGH-LIFE ENGINEERING SERVICES | 2017年 / 59卷
关键词
proactivity; joint optimisation; predictive maintenance; inventory; e-maintenance; decision making; Condition Based Maintenance; REPLACEMENT; FRAMEWORK;
D O I
10.1016/j.procir.2016.09.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Manufacturing operations can take substantial advantage of the proactivity concept by utilising event-driven information systems, able to process the sensor data and to provide proactive recommendations. Despite the recent advances in technology and information systems and the variety of methods for prognosis, decision models for joint maintenance and inventory optimization on the basis of real-time prognostic information have not been explored. We propose a proactive event-driven decision model for joint predictive maintenance and spare parts inventory optimization which addresses the Decide phase of the "Detect- Predict- Decide- Act" model and can be embedded to an Event Driven Architecture (EDA) for real-time processing in the frame of e-maintenance concept. The proposed approach was tested in a real manufacturing scenario in automotive lighting equipment industry and proved that maintenance and inventory costs can be significantly reduced by transforming the company's maintenance strategy from time-based to Condition Based Maintenance (CBM). (C) 2016 The Authors. Published by Elsevier B. V.
引用
收藏
页码:184 / 189
页数:6
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