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The Role of Semantic Technologies in Diagnostic and Decision Support for Service Systems

Authors :
Lisa M. Jackson
Lei Mao
Andrey Vasilyev
Benjamin Davies
Thomas Jackson
Eleni Tsalapati
William Johnson
Andrew A. West
Source :
HICSS
Publication Year :
2018
Publisher :
Hawaii International Conference on System Sciences, 2018.

Abstract

In this research, we utilize semantic technology for robust early diagnosis and decision support. We present a light-weight platform that provides the enduser with direct access to the data through an ontology, and enables detection of any forthcoming faults by considering the data only from the reliable sensors. Concurrently, it indicates the actual sources of the detected faults, enabling mitigation action to be taken. Our work is focused on systems that require only real-time data and a restricted part of the historic data, such as fuel cell stack systems. First, we present an upper-level ontology that captures the semantics of such monitored systems and then we present the structure of the platform. Next, we specialize on the fuel cell paradigm and we provide a detailed description of our platform’s functionality that can aid future servicing problem reporting applications.

Details

ISSN :
25726862
Database :
OpenAIRE
Journal :
Proceedings of the 51st Hawaii International Conference on System Sciences
Accession number :
edsair.doi...........b5991d6a2019d37fc9d3739be207ce34