[HTML][HTML] DeX: Deep learning-based throughput prediction for real-time communications with emphasis on traffic eXtremes

T Song, P Garza, M Meo, MM Munafò - Computer Networks, 2024 - Elsevier
Recent years have witnessed a remarkable upsurge in the global proliferation of Real-Time
Communications (RTC) applications, a trend propelled by the flourishing advancement of …

Online network traffic classification based on external attention and convolution by IP packet header

Y Hu, Z Zeng, J Song, L Xu, X Zhou - Computer Networks, 2024 - Elsevier
Network traffic classification is an important part of network monitoring and network
management. Three traditional methods for network traffic classification are flow-based …

Multimodal Time Series Forecasting for Online Oil Monitoring of Petrochemical Pelletizer Gearbox Using Multiscale Inverted Transform Network

G Yang, H Tao, S He, W Feng, R Du… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
The large petrochemical pelletizer gearbox is a critical component in synthetic chemicals,
accurate forecasting of its time series from online oil monitoring is of utmost importance for …

Network Traffic Classification Based on External Attention by IP Packet Header

Y Hu, Z Zeng, J Song, L Xu, X Zhou - arXiv preprint arXiv:2309.09440, 2023 - arxiv.org
As the emerging services have increasingly strict requirements on quality of service (QoS),
such as millisecond network service latency ect., network traffic classification technology is …

Throughput Prediction in Real-Time Communications: Spotlight on Traffic Extremes

T Song, P Garza, M Meo… - 2024 IEEE Symposium on …, 2024 - ieeexplore.ieee.org
Amidst the thriving advancement of networks, further catalyzed by the COVID-19 pandemic,
we have witnessed a marked escalation in the worldwide adoption of Real-Time …

BitFormer: Transformer-Based Neural Network for Bitrate Prediction in Real-Time Communications

T Song, G Perna, P Garza, M Meo… - 2024 IEEE 21st …, 2024 - ieeexplore.ieee.org
In recent years, an exponential upsurge in the global proliferation of Real-Time
Communications (RTC) applications has been witnessed, due to the prosperous …

OLIViS: An OSINT-Based Lightweight Method for Identifying Video Services in Backbone ISPs

Y Tamura, F Teraoka, T Kondo - NOMS 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
As of 2022, 66% of Internet traffic is generated by video services, among which Netflix and
YouTube are the dominant players. By monitoring the traffic volume of individual video …

Enhancing User Experience by Extracting Application Intelligence from Network Traffic

S Madanapalli - 2022 - unsworks.unsw.edu.au
Abstract Internet Service Providers (ISPs) continue to get complaints from users on poor
experience for diverse Internet applications ranging from video streaming and gaming to …