activity
20202023
most citedPINNeik: Eikonal solution using physics-informed neural networks

203 citations · 249 across the 6 of their papers we have counts for

collaborators

6 papers

physics.geo-ph2023

Thomsen-type parameters and attenuation coefficients for constant-Q transverse isotropy

Qi Hao, Ilya Tsvankin

Transversely isotropic (TI) media with the frequency-independent quality-factor elements (also called ``constant-'' transverse isotropy) are often used to describe attenuation a…

physics.geo-ph2022

Dispersion relation and wave equation for attenuative elliptically anisotropic media

Qi Hao, Ilya Tsvankin

The P-wave slowness and group-velocity surfaces in elliptically anisotropic media are ellipsoids. Elliptical anisotropy is convenient to use as the reference medium in perturbation…

physics.geo-ph2021★ 11 cited

Nearly constant Q dissipative models and wave equations for general viscoelastic anisotropy

Qi Hao, Stewart Greenhalgh

The quality factor (Q) links seismic wave energy dissipation to physical properties of the Earth's interior, such as temperature, stress and composition. Frequency independence of…

physics.geo-ph2021★ 35 cited

Nearly constant Q models of the generalized standard linear solid type and the corresponding wave equations

Qi Hao, Stewart Greenhalgh

Time-domain seismic forward and inverse modeling for a dissipative medium is a vital research topic to investigate the attenuation structure of the Earth. Constant Q, also called f…

physics.geo-ph2021

Wavefield solutions from machine learned functions

Tariq Alkhalifah, Chao Song, Umair bin Waheed +1

Solving the wave equation is one of the most (if not the most) fundamental problems we face as we try to illuminate the Earth using recorded seismic data. The Helmholtz equation pr…

physics.comp-ph2020★ 203 cited

PINNeik: Eikonal solution using physics-informed neural networks

Umair bin Waheed, Ehsan Haghighat, Tariq Alkhalifah +2

The eikonal equation is utilized across a wide spectrum of science and engineering disciplines. In seismology, it regulates seismic wave traveltimes needed for applications like so…