3 papers
physics.geo-ph2025
Parameter-Efficient Transfer Learning for Microseismic Phase Picking Using a Neural Operator
Ayrat Abdullin, Umair Bin Waheed, Leo Eisner +1
Seismic phase picking is fundamental for microseismic monitoring and subsurface imaging. Manual processing is impractical for real-time applications and large sensor arrays, motiva…
physics.geo-ph2025
Seismic event classification with a lightweight Fourier Neural Operator model
Ayrat Abdullin, Umair bin Waheed, Leo Eisner +1
Real-time monitoring of induced seismicity is critical to mitigate operational risks, relying on the rapid and accurate classification of triggered data from continuous data stream…
cs.LG2025
Explainable AI for microseismic event detection
Ayrat Abdullin, Denis Anikiev, Umair Bin Waheed
Deep neural networks like PhaseNet show high accuracy in detecting microseismic events, but their black-box nature is a concern in critical applications. We apply Explainable Artif…