Abstract
This article discusses how a business model based on traditional maintenance can evolve to generate servitization strategies, with the help of remote maintenance support. The application of cyber-physical systems and cloud technologies play a key role for such maintenance purposes. In fact, the utilization of large quantities of data collected on machines and their processing by means of advanced techniques such as machine learning enable novel techniques for condition-based maintenance. New sensor solutions that could be used in maintenance and interaction with cyber-physical systems are also presented. Here, data models are an important part of these techniques because of the huge amounts of data that are produced and should be processed. These data models have been used in a real case, supported by the Machinery Information Management Open System Alliance Open System Architecture for Condition-Based Maintenance standard architecture, for streamlining the modeling of collected data. In this context, an industrial use case is described, to enlighten the application of the presented concepts in a working pilot. Finally, current and future directions for application of cyber-physical systems and cloud technologies to maintenance are discussed.
| Original language | English |
|---|---|
| Pages (from-to) | 784-794 |
| Journal | Proceedings of the Institution of Mechanical Engineers. Part I: Journal of Systems and Control Engineering |
| Volume | 232 |
| Issue number | 6 |
| DOIs | |
| Publication status | Published - 1 Aug 2018 |
| MoE publication type | A1 Journal article-refereed |
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This work has been developed with the support of funds made available provided by the European Commission in the scope of ECSEL/ H2020 MANTIS Research and Innovation Action (project ID: 662189), by the Portuguese Fundaxcão para a Ciência e a Tecnologia (FCT, I.P.) in the framework of project UID/EEA/00066/2013 PEST (Strategic Plan for Science and Technology) for the Center of Technology and Systems (CTS), by the Finnish Funding Agency for Innovation Tekes and by Ministerio de Industria, Energía y Turismo (Spain).
Keywords
- Cyber-physical systems
- Internet of things
- Machinery Information Management Open System Alliance
- microelectromechanical systems
- Open System Architecture for Condition-Based Maintenance
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