13 citations · 49 across the 7 of their papers we have counts for
7 papers
Optimized Machine Learning Methods for Studying the Thermodynamic Behavior of Complex Spin Systems
Dmitrii Kapitan, Pavel Ovchinnikov, Konstantin Soldatov +2
This paper presents a systematic study of the application of convolutional neural networks (CNNs) as an efficient and versatile tool for the analysis of critical and low-temperatur…
Oil reservoir recovery factor assessment using Bayesian networks based on advanced approaches to analogues clustering
Petr Andriushchenko, Irina Deeva, Anna Bubnova +4
The work focuses on the modelling and imputation of oil and gas reservoirs parameters, specifically, the problem of predicting the oil recovery factor (RF) using Bayesian networks…
Large peaks in the entropy of the diluted nearest-neighbor spin-ice model on the pyrochlore lattice in a [111] magnetic field
Petr Andriushchenko, Konstantin Soldatov, Alexey Peretyatko +4
We study the residual entropy of the nearest-neighbor spin-ice model in a magnetic field along the [111] direction using the Wang-Landau Monte Carlo method, with a special attentio…
Influence of cutoff dipole interaction radius and dilution on phase transition in kagome artificial spin ice
Petr Andriushchenko
The investigations carried out in this paper show the influence of cutoff dipole interaction radius and dilution on the basic thermodynamic characteristics of the kagome artificial…
Oil and Gas Reservoirs Parameters Analysis Using Mixed Learning of Bayesian Networks
Irina Deeva, Anna Bubnova, Petr Andriushchenko +4
In this paper, a multipurpose Bayesian-based method for data analysis, causal inference and prediction in the sphere of oil and gas reservoir development is considered. This allows…
Comparison of diluted antiferromagnetic Ising models on frustrated lattices in a magnetic field
Konstantin Soldatov, Alexey Peretyatko, Konstantin Nefedev +1
We study diluted antiferromagnetic Ising models on triangular and kagome lattices in a magnetic field, using the replica-exchange Monte Carlo method. We observe seven and five plat…