Time-triggered reservation for cooperative random access in wireless LANs

Y Xu, S Zhou, Q Cao, B Zheng… - 2023 IEEE 97th …, 2023 - ieeexplore.ieee.org
In this paper, a novel time-triggered reservation scheme is proposed to improve the
performance of IEEE 802.11 medium access control (MAC) protocol. The proposed …

Transformer learning for traffic prediction in mobile networks

D Wass - 2021 - diva-portal.org
The resources of mobile networks are expensive and limited, and as demand for mobile
data continues to grow, improved resource utilisation is a prioritised issue. Traffic demand at …

Network traffic prediction based on spatio-temporal graph convolutional network

L Qiu, L Jin, L Chai - 2023 42nd Chinese Control Conference …, 2023 - ieeexplore.ieee.org
Network traffic prediction has a good application prospect in network operation and
maintenance. It is to predict the characteristics of future network traffic from the past traffic. In …

Traffic engineering based on model predictive control

T Otoshi, Y Ohsita, M Murata, Y Takahashi… - IEICE Transactions …, 2015 - search.ieice.org
In recent years, the time variation of Internet traffic has increased due to the growth of
streaming and cloud services. Backbone networks must accommodate such traffic without …

Hierarchical model predictive traffic engineering

T Otoshi, Y Ohsita, M Murata… - IEEE/ACM …, 2018 - ieeexplore.ieee.org
Hierarchical traffic control is a promising approach for improving scalability in the face of
network size. In this scheme, multiple controllers are introduced in a network, and these …

ARIMA supplemented security metrics for quality assurance and situational awareness

J Kohlrausch, EA Brin - Digital Threats: Research and Practice, 2020 - dl.acm.org
Quality assurance and situational awareness are important areas of interest for CSIRTs and
security teams. Significant efforts have been made on defining metrics measuring critical …

Properties of 5G Video Conference Traffic and Short-Term Forecasting of Input Data Rate

D Kutuzov, A Osovsky, D Starov - 2024 International Russian …, 2024 - ieeexplore.ieee.org
In this article, we outlined the goals and prospects for short-and long-term data traffic
forecasting in 5G networks. The study provides an overview of current traffic forecasting …

[PDF][PDF] Real-Time Traffic Prediction Through Stochastic Gradient Descent.

Y Amor, L Rejeb, N Sahli, W Trojet, LB Said, G Hoblos - VEHITS, 2024 - scitepress.org
The escalating challenges of urban traffic congestion pose a critical issue that calls for
efficient traffic management system solutions. Traffic forecasting stands out as a paramount …

The learning and prediction of network traffic: A revisiting to sparse representation

Y Wang, T Nakachi - ICC 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
With accurate network traffic prediction, future communication networks can realize self-
management and enjoy intelligent and efficient automation. Benefiting from discovering the …

Обзор модели авторегрессии и проинтегрированного скользящего среднего ARIMA для прогнозирования сетевого трафика

АА Гребенщикова, ВС Елагин - … в науке и образовании (АПИНО 2021), 2021 - elibrary.ru
Прогнозирование сетевого трафика представляет значимый интерес в таких областях,
как: отслеживание перегрузок в сети, контроль потоков данных и сетевое управление …