A Tilt Sensor Node Embedding a Data-Fusion Algorithm for Vibration-Based SHM

This work describes a miniaturized sensor network based on low-power, light-weight and small footprint microelectromechanical (MEMS) sensor nodes capable to simultaneously measure tri-axial accelerations and tri-axial angular velocities. A real-time data fusion algorithm based on complementary filte...

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Published inElectronics (Basel) Vol. 8; no. 1; p. 45
Main Authors Testoni, Nicola, Zonzini, Federica, Marzani, Alessandro, Scarponi, Valentina, De Marchi, Luca
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.01.2019
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ISSN2079-9292
2079-9292
DOI10.3390/electronics8010045

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Abstract This work describes a miniaturized sensor network based on low-power, light-weight and small footprint microelectromechanical (MEMS) sensor nodes capable to simultaneously measure tri-axial accelerations and tri-axial angular velocities. A real-time data fusion algorithm based on complementary filters is applied to extract tilt angles. The resulting device is designed to show competitive performance over the whole frequency range of the inertial units. Besides the capability to provide accurate measurements both in static and dynamic conditions, an optimization process has been designed to efficiently make the fusion procedure running on-sensor. An experimental campaign conducted on a pinned-pinned steel beam equipped with a network comprising several sensor nodes was used to evaluate the reliability of the developed architecture. Performance metrics revealed a satisfactory agreement to the physical model, thus making the network suitable for real-time tilt monitoring scenarios.
AbstractList This work describes a miniaturized sensor network based on low-power, light-weight and small footprint microelectromechanical (MEMS) sensor nodes capable to simultaneously measure tri-axial accelerations and tri-axial angular velocities. A real-time data fusion algorithm based on complementary filters is applied to extract tilt angles. The resulting device is designed to show competitive performance over the whole frequency range of the inertial units. Besides the capability to provide accurate measurements both in static and dynamic conditions, an optimization process has been designed to efficiently make the fusion procedure running on-sensor. An experimental campaign conducted on a pinned-pinned steel beam equipped with a network comprising several sensor nodes was used to evaluate the reliability of the developed architecture. Performance metrics revealed a satisfactory agreement to the physical model, thus making the network suitable for real-time tilt monitoring scenarios.
Author De Marchi, Luca
Zonzini, Federica
Marzani, Alessandro
Scarponi, Valentina
Testoni, Nicola
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StartPage 45
SubjectTerms Accelerometers
Algorithms
Angular velocity
Data integration
Frequency ranges
Integrated approach
Localization
Microelectromechanical systems
Monitoring systems
Multisensor fusion
Network reliability
Nodes
Noise
Optimization
Performance measurement
Real time
Reliability analysis
Sensors
Signal processing
Software
Steel beams
Vibration
Weight reduction
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Title A Tilt Sensor Node Embedding a Data-Fusion Algorithm for Vibration-Based SHM
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