High-density Mobile Cloud Gaming on Edge {SoC} Clusters

L Zhang, S Wang, M Xu - 2024 USENIX Annual Technical Conference …, 2024 - usenix.org
Abstract System-on-Chip (SoC) Clusters, ie, servers consisting of many stacked mobile
SoCs, have emerged as a popular platform for serving mobile cloud gaming. Sharing the …

A Deep Reinforcement Learning Approach for Dependent Task Offloading in Multi-Access Edge Computing

B Xie, H Cui, Y He, M Guizani - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
The resource-constrained edge devices are struggling with the rising computational
demands of modern user applications with many dependent tasks. In this paper, we …

Rethinking Cost-Efficient VM Scheduling on Public Edge Platforms: A Service Provider's Perspective

Y Li, X Ma, Z Fu, A Zhou, M Xu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Prior studies on traditional centralized clouds independently optimizing static resource
utilization and dynamic bandwidth cost are not applicable to edge scenarios, where edge …

Beeflow: Behavior tree-based serverless workflow modeling and scheduling for resource-constrained edge clusters

K Luo, T Ouyang, Z Zhou, X Chen - Journal of Systems Architecture, 2023 - Elsevier
Serverless computing has gained popularity in edge computing due to its flexible features,
including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy …

Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet

Y Li, G Deng, C Bai, J Yang, G Wang, H Zhang… - Proceedings of the …, 2023 - dl.acm.org
Video streaming applications (VSAs) are increasingly being deployed on large-scale edge
platforms, which have the potential to significantly improve the quality of service (QoS) and …

SoCFlow: Efficient and Scalable DNN Training on SoC-Clustered Edge Servers

D Xu, M Xu, C Lou, L Zhang, G Huang, X Jin… - Proceedings of the 29th …, 2024 - dl.acm.org
SoC-Cluster, a novel server architecture composed of massive mobile system-on-chips
(SoCs), is gaining popularity in industrial edge computing due to its energy efficiency and …