3 papers
cond-mat.stat-mech2025
Phase probabilities in first-order transitions using machine learning
Diana Sukhoverkhova, Vyacheslav Mozolenko, Lev Shchur
We set out to explore the possibility of investigating the critical behavior of systems with first-order phase transition using deep machine learning. We propose a machine learning…
cond-mat.stat-mech2024
Comparison of the microcanonical population annealing algorithm with the Wang-Landau algorithm
Vyacheslav Mozolenko, Marina Fadeeva, Lev Shchur
The development of new algorithms for simulations in physics is as important as the development of new analytical methods. In this paper, we present a comparison of the recently de…
cond-mat.stat-mech2024
Blume-Capel model analysis with microcanonical population annealing method
Vyacheslav Mozolenko, Lev Shchur
We present a modification of the Rose-Machta algorithm (Phys. Rev. E 100 (2019) 063304) and estimate the density of states for a two-dimensional Blume-Capel model, simulating $10^5…