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• W4381737865 abstract "The seismically excited motion of a high-Q pendulum in gravitational-wave observatories sets a sensitivity limit to sub-audio gravitational-wave frequencies. Here, we report on the use of machine learning to predict the motion of a high-Q pendulum with a resonance frequency of 1.4 Hz that is driven by natural seismic activity. We achieve a reduction in the displacement power spectral density of 40 dB at the resonant frequency 1.4 Hz and 6 dB at 11 Hz. Our result suggests that machine learning is able to significantly reduce seismically induced test mass motion in gravitational-wave detectors in combination with corrective feed-forward techniques." @default.
• W4381737865 created "2023-06-24" @default.
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• W4381737865 date "2023-06-19" @default.
• W4381737865 modified "2023-10-18" @default.
• W4381737865 title "Predicting the motion of a high-Q pendulum subject to seismic perturbations using machine learning" @default.
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• W4381737865 doi "https://doi.org/10.1063/5.0144593" @default.
• W4381737865 hasPublicationYear "2023" @default.
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