Calibration-free visual vibration monitoring of power equipment using SiamRPN with frame-modified scale correction

Jun Lu; Gaoyang Shi; Xiao Liu; Xiaonong Guo; Ruoxi Xie

doi:10.1007/s13349-025-01053-2

January 28, 2026Journal of Civil Structural Health Monitoring

Calibration-free visual vibration monitoring of power equipment using SiamRPN with frame-modified scale correction

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Key Points

Calibration-free visual monitoring improves accuracy in vibration analysis, enhancing operational efficiency.
The approach employing SiamRPN integrates innovative frame-modified scale correction, resulting in improved measurement outcomes.
Observational analysis utilizes advanced algorithms, demonstrating new techniques for detecting vibrations in equipment.
Implications include enhanced predictive maintenance capabilities, allowing for timely interventions and reduced downtime.

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Implication

This observational analysis demonstrates effective vibration monitoring in power equipment using visual methods, suggesting practical application for maintenance.

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Cite This Study

Lu et al. (2026) studied this question.

synapsesocial.com/papers/69a75c4ec6e9836116a250fc https://doi.org/10.1007/s13349-025-01053-2

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Calibration-free visual vibration monitoring of power equipment using SiamRPN with frame-modified scale correction

Key Points

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Implication

Discussion

Cite This Study

Calibration-free visual vibration monitoring of power equipment using SiamRPN with frame-modified scale correction

Key Points

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Implication

Discussion

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