ML-based pre-deployment SDN performance prediction with neural network boosting regression

W Jiang, H Han, M He, W Gu - Expert Systems with Applications, 2024‏ - Elsevier
Software defined networking (SDN) has been proposed as an effective approach to improve
network management efficiency and increase network intelligence in various networks …

ML-based performance prediction of SDN using simulated data from real and synthetic networks

K Dietz, N Gray, M Seufert… - NOMS 2022-2022 IEEE …, 2022‏ - ieeexplore.ieee.org
With increasing digitization and the emergence of the Internet of Things, more and more
devices communicate with each other, resulting in a drastic growth of communication …

Research of productivity of software configurable infrastructure in vanet networks on the basis of models of hybrid data transmission devices

M Ushakova, Y Ushakov, I Bolodurina… - 2020 International …, 2020‏ - ieeexplore.ieee.org
Development of new generation networks based on software-defied networks and their
inclusion in the 5G stack requires new approaches to studying the operation of such …

Centralized vs. Decentralized: A Hybrid Performance Model of the TSN Resource Allocation Protocol

D Raunecker, S Geissler, A Grigorjew… - … on Network and …, 2024‏ - ieeexplore.ieee.org
Time-Sensitive Networking can provide a wide array of QoS guarantees that can be
leveraged in a variety of use cases, ranging from industrial applications to autonomous …

Creation of adequate simulation models to analyze performance parameters of a virtual fog computing infrastructure

M Ushakova, Y Ushakov, I Bolodurina… - Procedia Computer …, 2021‏ - Elsevier
The rapid growth of networks and the increase in the value of information have led to a wide
use of fog and boundary computing especially in the wireless networks of telecom operators …

Model Learning for Performance Prediction of Cloud-native Microservice Applications

JS Grohmann - 2022‏ - opus.bibliothek.uni-wuerzburg.de
One consequence of the recent coronavirus pandemic is increased demand and use of
online services around the globe. At the same time, performance requirements for modern …

Method of Obtaining Generalized Statical Characteristics of Network Equipment for Creation of Simulation Models

I Bolodurina, M Ushakova… - 2020 International …, 2020‏ - ieeexplore.ieee.org
The research is devoted to the development of network equipment models that precisely
reproduce the operation of real equipment by time characteristics. It is aimed to create an …

A Simulation-Based Optimization Framework for Online Adaptation of Networks

S Herrnleben, J Grohmann, P Rygielski… - … on Simulation Tools and …, 2020‏ - Springer
Today's data centers face continuous changes, including deployed services, growing
complexity, and increasing performance requirements. Customers expect not only round-the …

Методика получения обобщенных статистических характеристик сетевого оборудования для создания имитационных моделей

ИП Болодурина, ЮА Ушаков… - Вестник Южно …, 2020‏ - cyberleninka.ru
Работа посвящена проблеме разработки моделей сетевого оборудования, которые
точно воспроизводят работу реального оборудования по временным характеристикам …

[HTML][HTML] Исследование производительности программно-конфигурируемой инфраструктуры в сетях VANET на базе моделей гибридных устройств передачи …

МВ Ушакова, ЮА Ушаков… - … технологии и ИТ …, 2020‏ - cyberleninka.ru
Развитие сетей нового поколения на основе программно-конфигурируемых сетей и
включение их в стек 5G требует новых подходов к изучению работы таких сетей …