Hi, I'm Amir
I'm  Programmer. Seismologist. Researcher. Data scientist. Pythonista.

Deep learning techniques for velocity analysis

Numerous steps of seismic data processing rely on a velocity model of the subsurface. Although full-waveform inversion has shown its capability to provide high-resolution images of the subsurface, this method suffers from different problems such as cycle-skipping and crosstalk between parameters. Currently, I'm working on generative adversarial networks (GANs) to build an accurate image of the subsurface while avoiding the issues of FWI.
I will update this post in the future.