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Open access Sep 2026

Hybrid Physics-Guided Neural Network for Vibration Sensor Nonlinearity Correction

Accelerometers built on micro-electromechanical systems (MEMS) play a critical role in structural monitoring and machinery diagnostics; however, their accuracy suffers from intrinsic nonlinearities—dead zones, hysteresis, saturation, and colored noise. Conventional physics-based correction methods are interpretable yet...

A. Lyapin, F. Ebrahimi, Evgeny D. Agafonov et al. · 0 citations

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