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Inverse Synthesis of Shock Time Series from Shock Response Spectra Using Ensembles of Conditional Variational Autoencoders

arXiv cs.LG ↗ · 2026-10-12 Cached

Los Alamos researchers extend a conditional VAE framework with a recurrent wavelet-decoding ensemble to perform inverse synthesis of shock acceleration waveforms from shock response spectra, achieving lower spectral error and 0.1–0.6 ms inference per waveform compared to traditional sum-of-decayed-sinusoids baselines.

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