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Smartphone-Enabled Predictive Maintenance : Development and Implementation of a Reference Architecture and Processes

Title data

Jonas, Claudius ; König, Ulrich Matthias ; Röglinger, Maximilian:
Smartphone-Enabled Predictive Maintenance : Development and Implementation of a Reference Architecture and Processes.
In: IEEE Transactions on Engineering Management. (2022) .
ISSN 0018-9391
DOI: https://doi.org/10.1109/TEM.2022.3209096

Project information

Project title:
Project's official titleProject's id
Projektgruppe WI IoTNo information

Abstract in another language

Predictive maintenance (PdM) is a hot topic in the field of manufacturing. However, its industry-wide realization lacks accepted integration concepts. Small and medium-sized enterprises (SMEs), in particular, tend to postpone PdM initiatives, primarily due to the high costs and effort of creating interoperability with established as well as in-use machines. PdM requires machine data to be proactively maintained. Therefore, in-use machines without integrated sensors must be replaced or cost-intensively upgraded. Furthermore, it is not advisable to invest in upgrades of existing machines, as they are cost-intensive, and their remaining lifespan is unknown as well as difficult to predict. One promising approach to applying PdM to these kinds of machines is the use of retail smartphones. With up to 16 sensors onboard, they offer an opportunity to cost-effectively collect required data without being tied to a single machine. Following a design science research approach, we present a reference software architecture consisting of a mobile and server application and reference processes for smartphone-enabled PdM to provide a lightweight approach, especially for SMEs. Together with five manufacturers and a software developer, we demonstrated and evaluated our artifacts using the software prototypes in a real-world setting.

Further data

Item Type: Article in a journal
Refereed: Yes
Keywords: Design science research (DSR); Predictive Maintenance (PdM); Prototype; Smartphone; Reference Software Architecture
Institutions of the University: Faculties > Faculty of Law, Business and Economics > Department of Business Administration
Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management
Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management > Chair Information Systems and Value-Based Business Process Management - Univ.-Prof. Dr. Maximilian Röglinger
Research Institutions
Research Institutions > Affiliated Institutes
Research Institutions > Affiliated Institutes > Fraunhofer Project Group Business and Information Systems Engineering
Research Institutions > Affiliated Institutes > FIM Research Center Finance & Information Management
Result of work at the UBT: Yes
DDC Subjects: 000 Computer Science, information, general works > 004 Computer science
300 Social sciences > 330 Economics
Date Deposited: 31 Oct 2022 09:45
Last Modified: 31 Oct 2022 09:45
URI: https://eref.uni-bayreuth.de/id/eprint/72562