A survey on client throughput prediction algorithms in wired and wireless networks

J Schmid, A Höss, BW Schuller - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Network communication has become a part of everyday life, and the interconnection among
devices and people will increase even more in the future. Nevertheless, prediction of Quality …

TRUST: A TCP throughput prediction method in mobile networks

B Wei, W Kawakami, K Kanai, J Katto… - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
Throughput prediction is essential for ensuring high quality of service for video streaming
transmissions. However, current methods are incapable of accurately predicting throughput …

PRIOR: deep reinforced adaptive video streaming with attention-based throughput prediction

D Yuan, Y Zhang, W Zhang, X Liu, H Du… - Proceedings of the 32nd …, 2022 - dl.acm.org
Video service providers have deployed dynamic video bitrate adaptation services to fulfill
user demands for higher video quality. However, fluctuations and instability of network …

Evaluation of throughput prediction for adaptive bitrate control using trace-based emulation

B Wei, H Song, S Wang, K Kanai, J Katto - IEEE Access, 2019 - ieeexplore.ieee.org
Dynamic adaptive video streaming over HTTP (DASH) is widely studied and has been
adopted in modern video players to ensure user quality of experience (QoE). In DASH …

A comparison of AI-based throughput prediction for cellular vehicle-to-server communication

J Schmid, M Schneider, A Höß… - 2019 15th International …, 2019 - ieeexplore.ieee.org
Nowadays, on-board sensor data is primarily used to detect nascent threats during
automated driving. Since the range of this data is locally restricted, centralized server …

Alstm: An attention-based lstm model for multi-scenario bandwidth prediction

P Li, X Jiang, G Jin, Y Yu, Z Xie - 2021 IEEE 27th International …, 2021 - ieeexplore.ieee.org
Bandwidth-sensitive applications rely on the accurate estimation of the bottleneck
bandwidth. The real-time bandwidth prediction enables the application to cope with …

Frab: A flexible relaxation method for fair, stable, efficient multi-user dash video streaming

B Wei, H Song, J Katto - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Dynamic adaptive streaming over HTTP (DASH) has been widely adopted in modern video
streaming services. In DASH, the core technique is adaptive bitrate (ABR) control which can …

CapRadar: Real-time adaptive bandwidth prediction for dynamic wireless networks

M Zhang, X Jiang, G Jin, P Li, H Chen - Computer Networks, 2023 - Elsevier
With the emergence of 4G/5G cellular networks, mobile Internet is becoming increasingly
popular and numerous mobile applications have emerged, which puts higher demands on …

High-qoe dash live streaming using reinforcement learning

B Wei, H Song, J Katto - 2021 IEEE/ACM 29th International …, 2021 - ieeexplore.ieee.org
With the live video streaming becomes more and more common in daily life such as live
meeting and live video call, it is an urgent task to ensure high-quality and low-delay live …

Using vision-based object detection for link quality prediction in 5.6-GHz channel

R Kudo, K Takahashi, T Inoue, K Mizuno - EURASIP Journal on Wireless …, 2020 - Springer
Various smart connected devices are emerging like automated driving cars, autonomous
robots, and remote-controlled construction vehicles. These devices have vision systems to …