146 citations · 328 across the 20 of their papers we have counts for
20 papers
Using a Conditional Generative Adversarial Network to Control the Statistical Characteristics of Generated Images for IACT Data Analysis
Julia Dubenskaya, Alexander Kryukov, Andrey Demichev +3
Generative adversarial networks are a promising tool for image generation in the astronomy domain. Of particular interest are conditional generative adversarial networks (cGANs), w…
Using conditional variational autoencoders to generate images from atmospheric Cherenkov telescopes
Stanislav Polyakov, Alexander Kryukov, Andrey Demichev +3
High-energy particles hitting the upper atmosphere of the Earth produce extensive air showers that can be detected from the ground level using imaging atmospheric Cherenkov telesco…
Interrelation of equivariant Gaussian processes and convolutional neural networks
Andrey Demichev, Alexander Kryukov
Currently there exists rather promising new trend in machine leaning (ML) based on the relationship between neural networks (NN) and Gaussian processes (GP), including many related…
Processing Images from Multiple IACTs in the TAIGA Experiment with Convolutional Neural Networks
Stanislav Polyakov, Andrey Demichev, Alexander Kryukov +1
Extensive air showers created by high-energy particles interacting with the Earth atmosphere can be detected using imaging atmospheric Cherenkov telescopes (IACTs). The IACT images…
Complete Decentralization of Distributed Data Storages Based on Blockchain Technology
Andrey Demichev, Alexander Kryukov
The work presents a solution for completely decentralized data management systems in geographically distributed environments with administratively unrelated or loosely related user…
Using Binary File Format Description Languages for Documenting, Parsing, and Verifying Raw Data in TAIGA Experiment
I. Bychkov, A. Demichev, J. Dubenskaya +13
The paper is devoted to the issues of raw binary data documenting, parsing and verifying in astroparticle data lifecycle. The long-term preservation of raw data of astroparticle ex…