One-shot learning for the complex dynamical behaviors of weakly nonlinear forced oscillators
Researchers introduce MEv-SINDy, a one-shot learning method that infers governing equations of complex nonlinear systems from single excitation records using the Generalized Harmonic Balance method. The technique was validated on MEMS devices including a nonlinear beam resonator and micromirror, enabling prediction of frequency-response curves without extensive training data.
MentionsMEv-SINDy · Generalized Harmonic Balance · MEMS · SINDy
Read full story at arXiv cs.LG →(arxiv.org)
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