Unsupervised Learning and Data-Driven Discovery

Detection, Classification, Forecasting, Separation

Deep Learning and Wave-Based Imaging

FIOnet

Inverse Problems, Deep Learning, UQ, Operator Learning

Scientific Machine Learning, FNO, ORNN

Fast Algorithms, Massively Parallel Computing

Structured Factorization, Preconditioners, Eigensolvers, Parameter Updating

Microlocal Analysis, Scattering and Imaging

Bolker condition, DSR condition, convex foliation condition, Anisotropy

Analysis of Inverse Problems, Nonlinear Physics

Geometric, Dynamic, Spectral, Time-Harmonic

Seismology on Mars

Anatomy of Mars SEIS Data from Deep Learning

Spectral Theory of Terrestrial Planets and Gas Giants

Normal Modes, Inertia-Gravity Modes, Waveguide Coupling, Tidal Deformation

Relativistic Elasticity

Coupled Geomechanics, Flow, Fractures, Contact Mechanics, Waves

Coupled Subsurface Processes, CO₂ sequestration, Hydrogen Storage, Geothermal Energy

Faults, Inverse Problems for Friction, Rupture Dynamics

Monitoring, Forecasting and Causal Inference

Industrial Legacies 

Extended Imaging, FWI, Scattering Control