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physics.geo-ph2021★ 1 cited
NuSPAN: A Proximal Average Network for Nonuniform Sparse Model -- Application to Seismic Reflectivity Inversion
Swapnil Mache, Praveen Kumar Pokala, Kusala Rajendran +1
We solve the problem of sparse signal deconvolution in the context of seismic reflectivity inversion, which pertains to high-resolution recovery of the subsurface reflection coeffi…
physics.geo-ph2021★ 5 cited
DuRIN: A Deep-unfolded Sparse Seismic Reflectivity Inversion Network
Swapnil Mache, Praveen Kumar Pokala, Kusala Rajendran +1
We consider the reflection seismology problem of recovering the locations of interfaces and the amplitudes of reflection coefficients from seismic data, which are vital for estimat…