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Machine learning‐based automatic operational modal analysis: A structural health monitoring application to masonry arch bridges

Marco Civera, Vezio Mugnaini, Luca Zanotti Fragonara

2022Structural Control and Health Monitoring101 citationsDOIOpen Access PDF

Abstract

Structural health monitoring (SHM) is one of the main research topics in civil, mechanical and aerospace engineering. In this regard, modal parameters and their trends over time can be used as features and indicators of damage occurrence and growth. However, for practical reasons, output-only techniques are particularly suitable for the system identification (SI) of large civil structures and infrastructures, as they do not require a controlled source of input force.

Topics & Concepts

Structural health monitoringModalContext (archaeology)Cluster analysisBridge (graph theory)EngineeringMasonryIdentification (biology)Computer scienceOperational Modal AnalysisPierModal analysisArtificial intelligenceStructural engineeringMachine learningFinite element methodGeologyPolymer chemistryMedicineChemistryPaleontologyBotanyBiologyInternal medicineStructural Health Monitoring TechniquesConcrete Corrosion and DurabilityInfrastructure Maintenance and Monitoring
Machine learning‐based automatic operational modal analysis: A structural health monitoring application to masonry arch bridges | Litcius