activity
20042024
most citedExtrapolated full waveform inversion with deep learning

173 citations · 437 across the 31 of their papers we have counts for

collaborators

40 papers

physics.geo-ph2024★ 1 cited

Uncertainty Quantification in Seismic Inversion Through Integrated Importance Sampling and Ensemble Methods

Luping Qu, Mauricio Araya-Polo, Laurent Demanet

Seismic inversion is essential for geophysical exploration and geological assessment, but it is inherently subject to significant uncertainty. This uncertainty stems primarily from…

math.AP2023

The reflection coefficient of a fractional reflector

Laurent Demanet, Olivier Lafitte

This paper considers the question of characterizing the behavior of waves reflected by a fractional singularity of the wave speed profile, i.e., of the form \[ c(x_1, x_2, x_3) = c…

physics.class-ph2023

Superresolution with the zero-phase imaging condition

Sarah Greer, Laurent Demanet

Wave-based imaging techniques use wavefield data from receivers on the boundary of a domain to produce an image of the underlying structure in the domain of interest. These images…

physics.comp-ph2021

Redatuming physical systems using symmetric autoencoders

Pawan Bharadwaj, Matthew Li, Laurent Demanet

This paper considers physical systems described by hidden states and indirectly observed through repeated measurements corrupted by unmodeled nuisance parameters. A network-based r…

math.NA2021★ 3 cited

Accurate and Robust Deep Learning Framework for Solving Wave-Based Inverse Problems in the Super-Resolution Regime

Matthew Li, Laurent Demanet, Leonardo Zepeda-Núñez

We propose an end-to-end deep learning framework that comprehensively solves the inverse wave scattering problem across all length scales. Our framework consists of the newly intro…

physics.geo-ph2020★ 38 cited

Deep learning for low frequency extrapolation of multicomponent data in elastic full waveform inversion

Hongyu Sun, Laurent Demanet

Full waveform inversion (FWI) strongly depends on an accurate starting model to succeed. This is particularly true in the elastic regime: The cycle-skipping phenomenon is more seve…