output
20172025
most citedGraph Neural Networks with convolutional ARMA filters

439 citations

Showing 2020Show all

9 papers · 1 filter

physics.geo-ph2020★ 74 cited

Practical approaches to study microbially induced calcite precipitation at the field scale

David Landa-Marbán, Svenn Tveit, Kundan Kumar +1

Microbially induced calcite precipitation (MICP) is a new and sustainable technology which utilizes biochemical processes to create barriers by calcium carbonate cementation; there…

cs.HC2020★ 11 cited

An interactive sequential-decision benchmark from geosteering

Sergey Alyaev, Reidar Brumer Bratvold, Sofija Ivanova +2

Geosteering workflows are increasingly based on the quantification of subsurface uncertainties during real-time operations. As a consequence operational decision making is becoming…

physics.geo-ph2020★ 2 cited

Modeling of relative permeabilities including dynamic wettability transition zones

Abay M. Kassa, Sarah E. Gasda, K. Kumar +1

Wettability is a pore-scale property that impacts the relative movement and distribution of fluids in a porous medium. There are reservoir fluids that provoke the surface within po…

cs.AI2020★ 38 cited

On the Convergence of Tsetlin Machines for the IDENTITY- and NOT Operators

Xuan Zhang, Lei Jiao, Ole-Christoffer Granmo +1

The Tsetlin Machine (TM) is a recent machine learning algorithm with several distinct properties, such as interpretability, simplicity, and hardware-friendliness. Although numerous…

eess.SP2020★ 23 cited

Modeling extra-deep electromagnetic logs using a deep neural network

Sergey Alyaev, Mostafa Shahriari, David Pardo +4

Modern geosteering is heavily dependent on real-time interpretation of deep electromagnetic (EM) measurements. We present a methodology to construct a deep neural network (DNN) mod…

physics.comp-ph2020★ 13 cited

Iterative solution of the Lippmann-Schwinger equation in strongly scattering acoustic media by randomized construction of preconditioners

Kjersti Solberg Eikrem, Geir Nævdal, Morten Jakobsen

In this work the Lippmann-Schwinger equation is used to model seismic waves in strongly scattering acoustic media. We consider the Helmholtz equation, which is the scalar wave equa…