Pavel Lyakhov
Pavel Lyakhov
North Caucasus Federal University
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Application of the residue number system to reduce hardware costs of the convolutional neural network implementation
MV Valueva, NN Nagornov, PA Lyakhov, GV Valuev, NI Chervyakov
Mathematics and Computers in Simulation 177, 232-243, 2020
Модулярная арифметика и ее приложения в инфокоммуникационных технологиях
НИ Червяков, АА Коляда, ПА Ляхов, МГ Бабенко, ИН Лавриненко, ...
Москва: Физматлит, 2017
Residue-to-binary conversion for general moduli sets based on approximate Chinese remainder theorem
NI Chervyakov, AS Molahosseini, PA Lyakhov, MG Babenko, ...
International Journal of Computer Mathematics 94 (9), 1833-1849, 2017
An approximate method for comparing modular numbers and its application to the division of numbers in residue number systems
NI Chervyakov, MG Babenko, PA Lyakhov, IN Lavrinenko
Cybernetics and Systems Analysis 50 (6), 977-984, 2014
Digital filtering of images in a residue number system using finite-field wavelets
NI Chervyakov, PA Lyakhov, MG Babenko
Automatic Control and Computer Sciences 48 (3), 180-189, 2014
Analysis of the Quantization Noise in Discrete Wavelet Transform Filters for Image Processing
N Chervyakov, P Lyakhov, D Kaplun, D Butusov, N Nagornov
Electronics 7 (8), 135, 2018
Approximate method of implementation non-modular operations in the residue number system
NI Chervyakov, VM Averbukh, MG Babenko, PA Lyakhov, AV Gladkov, ...
Fundamental research, 189-193, 2012
Analysis of the Quantization Noise in Discrete Wavelet Transform Filters for 3D Medical Imaging
N Chervyakov, P Lyakhov, N Nagornov
Applied Sciences 10 (4), 1223, 2020
Two methods of adaptive median impulse noise filtering on images
NI Chervyakov, PA Lyakhov, AR Orazaev
Computer optics 42 (4), 667-678, 2018
An efficient method of error correction in fault-tolerant modular neurocomputers
NI Chervyakov, PA Lyakhov, MG Babenko, AI Garyanina, IN Lavrinenko, ...
Neurocomputing 205, 32-44, 2016
Increasing of convolutional neural network performance using residue number system
NI Chervyakov, PA Lyakhov, MV Valueva
2017 International Multi-Conference on Engineering, Computer and Information …, 2017
High-Performance Digital Filtering on Truncated Multiply-Accumulate Units in the Residue Number System
P Lyakhov, M Valueva, G Valuev, N Nagornov
IEEE Access 8, 209181-209190, 2020
Residue Number System-Based Solution for Reducing the Hardware Cost of a Convolutional Neural Network
NI Chervyakov, PA Lyakhov, MA Deryabin, NN Nagornov, MV Valueva, ...
Neurocomputing 407, 439-453, 2020
A New Method for Adaptive Median Filtering of Images
PA Lyakhov, AR Orazaev, NI Chervyakov, DI Kaplun
2019 IEEE Conference of Russian Young Researchers in Electrical and …, 2019
The architecture of a fault-tolerant modular neurocomputer based on modular number projections
NI Chervyakov, PA Lyakhov, MG Babenko, IN Lavrinenko, AV Lavrinenko, ...
Neurocomputing 272, 96-107, 2018
Design and Implementation of Novel Efficient Full Adder/Subtractor Circuits Based on Quantum-Dot Cellular Automata Technology
M Vahabi, P Lyakhov, AN Bahar
Applied Sciences 11 (18), 8717, 2021
System for Neural Network Determination of Atrial Fibrillation on ECG Signals with Wavelet-Based Preprocessing
P Lyakhov, M Kiladze, U Lyakhova
Applied Sciences 11 (16), 7213, 2021
Construction of Residue Number System Using Hardware Efficient Diagonal Function
M Valueva, G Valuev, N Semyonova, P Lyakhov, N Chervyakov, D Kaplun, ...
Electronics 8 (6), 694, 2019
Efficient implementation of modular multiplication by constants applied to RNS reverse converters
R de Matos, R Paludo, N Chervyakov, PA Lyakhov, H Pettenghi
2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017
Quantization Noise of Multilevel Discrete Wavelet Transform Filters in Image Processing
NI Chervyakov, PA Lyakhov, NN Nagornov
Optoelectronics, Instrumentation and Data Processing 54 (6), 608-616, 2018
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