EdgeBOL: a bayesian learning approach for the joint orchestration of vRANs and mobile edge AI

JA Ayala-Romero, A Garcia-Saavedra… - IEEE/ACM …, 2023 - ieeexplore.ieee.org
Future mobile networks need to support intelligent services which collect and process data
streams at the network edge, so as to offer real-time and accurate inferences to users …

Bayesian online learning for energy-aware resource orchestration in virtualized RANs

JA Ayala-Romero, A Garcia-Saavedra… - … -IEEE Conference on …, 2021 - ieeexplore.ieee.org
Radio Access Network Virtualization (vRAN) will spearhead the quest towards supple radio
stacks that adapt to heterogeneous infrastructure: from energy-constrained platforms …

EdgeBOL: Automating energy-savings for mobile edge AI

JA Ayala-Romero, A Garcia-Saavedra… - Proceedings of the 17th …, 2021 - dl.acm.org
Supporting Edge AI services is one of the most exciting features of future mobile networks.
These services involve the collection and processing of voluminous data streams, right at …

Quality of Experience in Video Streaming: Status Quo, Pitfalls, and Guidelines

L Peroni, S Gorinsky - 2024 16th International Conference on …, 2024 - ieeexplore.ieee.org
Quality of experience (QoE) becomes both the holy grail and a free-for-all in adaptive bitrate
(ABR) video streaming. On the one hand, the design, operation, and evaluation of ABR …

Orchestrating energy-efficient vRANs: Bayesian learning and experimental results

JA Ayala-Romero, A Garcia-Saavedra… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Virtualized base stations (vBS) can be implemented in diverse commodity platforms and are
expected to bring unprecedented operational flexibility and cost efficiency to the next …

: Erasure-Coded Multi-Source Streaming for UHD Videos Within Cloud Native 5G Networks

L Pu, J Shi, X Yuan, X Chen, L Jiao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Ultra-High-Definition (UHD) videos have been getting increasing attention. However,
existing video streaming solutions fail to deliver them due to the extremely high bandwidth …

MMVS: Enabling robust adaptive video streaming for wildly fluctuating and heterogeneous networks

S Wang, J Lin, Y Dai - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
With the advancement of wireless technology, the fifth-generation mobile communication
network (5G) has the capability to provide exceptionally high bandwidth for supporting high …

Adaptive resource allocation for virtualized base stations in o-ran with online learning

M Kalntis, G Iosifidis, FA Kuipers - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Open RAN systems, with their virtualized base stations (vBSs), offer increased flexibility and
reduced costs, vendor diversity, and interoperability. However, optimizing the allocation of …

An End-to-End Pipeline Perspective on Video Streaming in Best-Effort Networks: A Survey and Tutorial

L Peroni, S Gorinsky - arXiv preprint arXiv:2403.05192, 2024 - arxiv.org
Video streaming continues to captivate attention of users and service providers, dominate in
Internet traffic, and form a vibrant research field. Taking a pragmatic approach to reviewing …

Adaptive video streaming using dynamic ndn multicast in wlan

F Wu, W Yang, J Ren, F Lyu, X Ding… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
Video streaming takes a dominant role for rapidly-increasing mobile Internet traffic in
Wireless Local Area Networks (WLAN). As consumers often request the same contents, such …