🤖 AI / ML in geophysics

Deep learning, physics-informed neural networks (PINNs), neural operators, foundation models, and transformers applied to geophysics. A standing priority topic. A living page — newest first.

2026-06-07

• DANTE — physics-informed neural operator: DAS → velocity (no co-located seismometer)
• Regularizer, not architecture, drives neural travel-time tomography (MIMIR / TGV²)
• Foundation vision models (DINOv3 + LoRA) for active & passive seismic denoising
• Hybrid quantum-classical PINN for full-waveform inversion
• SeismoGPT — transformer forecasting of 3-component seismograms