Systemic Predictive and Prescriptive Maintenance

In this paper we introduce a systemic approach for predictive and prescriptive maintenance framed within the larger system of systems, as exemplified by a use case in mining. Developments are presented as systematic, while there is a focus on improved availability modeling using the time usage model with a corresponding UML/SysML StateMachine representation. Data becomes connected with a more elaborated definition of time, with failure modes and analytics in reliability engineering being supported by improved underlying information structures.

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Publication Details

Journal
Applied Sciences
Published
2026-01-21
DOI
https://doi.org/10.3390/app16021088
Primary Topic
Software System Performance and Reliability
Type
article
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article

Systemic Predictive and Prescriptive Maintenance

Magnus Löfstrand, Patrik Eklund
Applied Sciences
Software System Performance and Reliability
article

Systemic Predictive and Prescriptive Maintenance

Magnus Löfstrand, Patrik Eklund
article en

Abstract

In this paper we introduce a systemic approach for predictive and prescriptive maintenance framed within the larger system of systems, as exemplified by a use case in mining. Developments are presented as systematic, while there is a focus on improved availability modeling using the time usage model with a corresponding UML/SysML StateMachine representation. Data becomes connected with a more elaborated definition of time, with failure modes and analytics in reliability engineering being supported by improved underlying information structures.

Applied SciencesVol. 16(2)
Örebro University (SE), Umeå University (SE)
Openalex Percentile: Top 83%
Software System Performance and Reliability
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