Soudain: Online adaptive profile configuration for real-time video analytics

K Wu, Y Jin, W Miao, Z Zeng, Z Qian… - 2021 IEEE/ACM 29th …, 2021 - ieeexplore.ieee.org
Since the real-time video analytics with high accuracy requirement is resource-consuming,
the profiles regarding such resource-accuracy trade-off are needed before the analytics for …

Computation Offloading in Resource-constrained Edge Computing Systems based on Deep Reinforcement Learning

C Luo, J Zhang, XL Cheng, Y Hong… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge computing is a computational paradigm that brings resources closer to the network
edge, such as base stations or gateways, in order to provide quick and efficient computing …

Esmo: Joint frame scheduling and model caching for edge video analytics

T Li, J Sun, Y Liu, X Zhang, D Zhu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the advancements in Machine Learning (ML) and edge computing, increasing efforts
have been devoted to edge video analytics. However, most of the existing works fail to …

[PDF][PDF] 面向实时视频流分析的边缘计算技术

杨铮, 贺骁武, 吴家行, 王需, 赵毅 - 中国科学(信息科学), 2022 - researchgate.net
摘要实时视频流分析在智能监控, 智慧城市, 自动驾驶等场景中具有重要价值. 然而计算负载高,
带宽需求大, 延迟要求严等特点使得实时视频流分析难以通过传统的云计算范式进行部署 …

A survey on scheduling techniques in the edge cloud: Issues, challenges and future directions

H Asghar, ES Jung - arXiv preprint arXiv:2202.07799, 2022 - arxiv.org
After the advent of the Internet of Things and 5G networks, edge computing became the
center of attraction. The tasks demanding high computation are generally offloaded to the …

[HTML][HTML] The computing continuum: From IoT to the cloud

A Al-Dulaimy, M Jansen, B Johansson, A Trivedi… - Internet of Things, 2024 - Elsevier
In the era of the IoT revolution, applications are becoming ever more sophisticated and
accompanied by diverse functional and non-functional requirements, including those related …

Adaptive service placement for multi-access edge computing: A formal methods approach

K Ray - 2023 IEEE International Conference on Web Services …, 2023 - ieeexplore.ieee.org
Multi-Access Edge Computing (MEC) is increasingly growing in prominence as the de facto
enabler for ultra-low latency access to services. MEC averts the high network latencies often …

Performance-aware orchestration of P4-based heterogeneous cloud environments

H Harkous, BA Hosn, M He, M Jarschel… - … on Network and …, 2023 - ieeexplore.ieee.org
The recent trend to deploy programmable packet processors in cloud environaxsxsments
enhances the packet processing capability without losing the flexibility to adapt the functions …

Prowess: An open testbed for programmable wireless edge systems

J Boubin, A Banerjee, J Yun, H Qi, Y Fang… - … and Experience in …, 2022 - dl.acm.org
Edge computing is a growing paradigm where compute resources are provisioned between
data sources and the cloud to decrease compute latency from data transfer, lower costs …

Efficient stochastic scheduling for highly complex resource placement in edge clouds

W Wei, Q Wang, W Yang, Y Mu - Journal of Network and Computer …, 2022 - Elsevier
For the edge cloud-based large-scale distributed systems in wide areas, it is important to
quickly adjust the deployed resource in multiple edge clouds to maximize the resource …