Denoising Offshore Distributed Acoustic Sensing Using Masked Auto-encoders to Enhance Earthquake Detection

• A self-supervised masked-autoencoder denoising algorithm doubles the signal-tonoise of earthquake signals. • Denoised signals enable a precise, machine-learning-aided seismic phase picking that improves small earthquake characterization.