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The effect of graph complexity in an energy-based FDI approach

dc.contributor.authorSmith,Jan H
dc.contributor.authorvan Schoor, George
dc.contributor.authorUren, Kenneth. R
dc.contributor.authorSchafer, Thomas
dc.contributor.researchID12134457
dc.date.accessioned2026-04-21T10:58:25Z
dc.date.issued2024
dc.descriptionJournal Article,Faculty of Engineering(School of Electrical, Electronic and Computer Engineering)---North-West University,Potchefstroom.
dc.description.abstractThis paper introduces a structured approach for creating node signature graphs in energy graph-based visualization for industrial systems, focusing on anomaly detection. It examines the relationship between graph cardinality and the singular value decomposition analysis applied in the energy graph-based visualization method. The results reveal a trade-of between graph complexity and singular value resolution. The study highlights how graph structure affects energy flow monitoring and anomaly detection. It notably enables fault detection in components not represented as nodes, enhancing the methodology in energy-based system monitoring.
dc.description.sustainableIndustry, Innovation and Infrastructure
dc.identifier.citationSmith, J.H. et al. 2024. The effect of graph complexity in an energy-based FDI approach. IFAC-PapersOnLine, 58(4), pp.622-627.
dc.identifier.urihttp://hdl.handle.net/10394/46681
dc.language.isoen
dc.subjectIndustrial process
dc.subjectThermal flow process
dc.subjectGraph-based anomaly detection
dc.subjectFault detection and Isolation
dc.subjectGraph reduction
dc.subjectGraph Matching
dc.subjectHybrid FDI
dc.titleThe effect of graph complexity in an energy-based FDI approach
dc.typeArticle

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