41 citations · 41 across the 3 of their papers we have counts for
4 papers
PINNtomo: Seismic tomography using physics-informed neural networks
Umair bin Waheed, Tariq Alkhalifah, Ehsan Haghighat +2
Seismic traveltime tomography using transmission data is widely used to image the Earth's interior from global to local scales. In seismic imaging, it is used to obtain velocity mo…
Deep learning for low-magnitude earthquake detection on a multi-level sensor network
Ahmed Shaheen, Umair bin Waheed, Michael Fehler +2
Automatic detection of low-magnitude earthquakes has become an increasingly important research topic in recent years due to a sharp increase in induced seismicity around the globe.…
Solving the acoustic VTI wave equation using physics-informed neural networks
Chao Song, Tariq Alkhalifah, Umair bin Waheed
Frequency-domain wavefield solutions corresponding to the anisotropic acoustic wave equations can be used to describe the anisotropic nature of the earth. To solve a frequency-doma…
Winning with Simple Learning Models: Detecting Earthquakes in Groningen, the Netherlands
Umair bin Waheed, Ahmed Shaheen, Mike Fehler +1
Deep learning is fast emerging as a potential disruptive tool to tackle longstanding research problems across the sciences. Notwithstanding its success across disciplines, the rece…