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Multi-Class Processing Networks describe a set of servers that perform multiple classes of jobs on different items. A useful and tractable way to find an optimal control for such a network is to approximate it by a fluid model, resulting in…

最优化与控制 · 数学 2022-09-07 Harold Ship , Evgeny Shindin , Odellia Boni , Itai Dattner

There is an increasing interest in extending traditional cloud-native technologies, such as Kubernetes, outside the data center to build a continuum towards the edge and between. However, traditional resource orchestration algorithms do not…

分布式、并行与集群计算 · 计算机科学 2023-01-27 Samuel Rac , Rajarshi Sanyal , Mats Brorsson

Edge computing provides a cloud-like architecture where small-scale resources are distributed near the network edge, enabling applications on resource-constrained devices to offload latency-critical computations to these resources. While…

性能 · 计算机科学 2026-01-13 Muhammad Danish Waseem , Ahmed Ali-Eldin

Under several emerging application scenarios, such as in smart cities, operational monitoring of large infrastructure, wearable assistance, and Internet of Things, continuous data streams must be processed under very short delays. Several…

分布式、并行与集群计算 · 计算机科学 2017-12-05 Marcos Dias de Assuncao , Alexandre da Silva Veith , Rajkumar Buyya

Edge computing has become one of the key enablers for ultra-reliable and low-latency communications in the industrial Internet of Things in the fifth generation communication systems, and is also a promising technology in the future sixth…

信息论 · 计算机科学 2021-01-18 Xiaoyu Hao , Ruohai Zhao , Tao Yang , Yulin Hu , Bo Hu , Yuhe Qiu

We consider the problem of service hosting where an application provider can dynamically rent edge computing resources and serve user requests from the edge to deliver a better quality of service. A key novelty of this work is that we allow…

网络与互联网体系结构 · 计算机科学 2022-07-20 V S Ch Lakshmi Narayana , Mohit Agarwala , R Sri Prakash , Nikhil Karamchandani , Sharayu Moharir

We consider a system with several job types and two parallel server pools. Within the pools the servers are homogeneous, but across pools possibly not in the sense that the service speed of a job may depend on its type as well as the server…

性能 · 计算机科学 2020-05-28 Youri Raaijmakers , Sem Borst , Onno Boxma

With the rise in data centre virtualization, there are increasing choices as to where to place workloads, be it in web applications, Enterprise IT or in Network Function Virtualisation. Workload placement approaches available today…

网络与互联网体系结构 · 计算机科学 2017-05-10 Ruoyang Xiu , John Evans

Mobile edge computing is beneficial to reduce service response time and core network traffic by pushing cloud functionalities to network edge. Equipped with storage and computation capacities, edge nodes can cache services of…

网络与互联网体系结构 · 计算机科学 2020-02-05 Xiao Ma , Ao Zhou , Shan Zhang , Shangguang Wang

In this paper, we consider the service caching and the computing resource allocation in edge computing (EC) enabled networks. We introduce a random service caching design considering multiple types of latency sensitive services and the base…

网络与互联网体系结构 · 计算机科学 2023-01-20 Mingun Kim , Hewon Cho , Ying Cui , Jemin Lee

The emergence of technologies such as 5G and mobile edge computing has enabled provisioning of different types of services with different resource and service requirements to the vehicles in a vehicular network.The growing complexity of…

网络与互联网体系结构 · 计算机科学 2021-06-21 Anum Talpur , Mohan Gurusamy

The ever increasing adoption of mobile devices with limited energy storage capacity, on the one hand, and more awareness of the environmental impact of massive data centres and server pools, on the other hand, have both led to an increased…

离散数学 · 计算机科学 2018-06-14 Rodrigo A. Carrasco , Garud Iyengar , Cliff Stein

Recent years have witnessed increasing interest in machine learning inferences on serverless computing for its auto-scaling and cost effective properties. Existing serverless computing, however, lacks effective job scheduling methods to…

分布式、并行与集群计算 · 计算机科学 2024-04-26 Xinning Hui , Yuanchao Xu , Zhishan Guo , Xipeng Shen

Two enablers of the 5th Generation (5G) of mobile communication systems are the high data rates achievable with millimeter-wave radio signals and the cloudification of the network's mobile edge, made possible also by Multi-access Edge…

信息论 · 计算机科学 2019-03-29 Nicola di Pietro , Mattia Merluzzi , Emilio Calvanese Strinati , Sergio Barbarossa

Mobile edge computing (MEC) is emerging to support delay-sensitive 5G applications at the edge of mobile networks. When a user moves erratically among multiple MEC nodes, the challenge of how to dynamically migrate its service to maintain…

网络与互联网体系结构 · 计算机科学 2020-06-18 Huirong Ma , Zhi Zhou , Xu Chen

In this paper, we study a goal-oriented communication problem for edge server monitoring, where compute jobs arrive intermittently at dispatchers and must be immediately assigned to distributed edge servers. Due to competing workloads and…

系统与控制 · 电气工程与系统科学 2025-10-01 Samuel Chamoun , Sirin Chakraborty , Eric Graves , Kevin Chan , Yin Sun

Edge computing allows for reduced latency and operational costs compared to centralized cloud systems. In this context, serverless functions are emerging as a lightweight and effective paradigm for managing computational tasks on edge…

分布式、并行与集群计算 · 计算机科学 2025-01-22 Prakhar Jain , Prakhar Singhal , Divyansh Pandey , Giovanni Quattrocchi , Karthik Vaidhyanathan

Edge computing (EC) is a promising paradigm providing a distributed computing solution for users at the edge of the network. Preserving satisfactory quality of experience (QoE) for users when offloading their computation to EC is a…

网络与互联网体系结构 · 计算机科学 2020-06-03 Weibin Ma , Lena Mashayekhy

Edge computing is considered a key paradigm for supporting real-time applications over 5G networks, as hosting applications at the network edge can substantially reduce delays. A significant fraction of real-time applications over 5G are…

网络与互联网体系结构 · 计算机科学 2024-12-17 Mukhtiar Ahmad , Faaiq Bilal , Mutahar Ali , Muhammad Ali Nawazish , Amir Salman , Shazer Ali , Fawad Ahmad , Zafar Ayyub Qazi

We consider a service system with an infinite number of exponential servers sharing a finite service capacity. The servers are ordered according to their speed, and arriving customers join the fastest idle server. A capacity allocation is…

概率论 · 数学 2018-08-23 Refael Hassin , Liron Ravner