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With the development of Internet-of-Things (IoT), we witness the explosive growth in the number of devices with sensing, computing, and communication capabilities, along with a large amount of raw data generated at the network edge. Mobile…

信息论 · 计算机科学 2021-11-23 Zezu Liang , Hanbiao Chen , Yuan Liu , Fangjiong Chen

RDMA-empowered cloud services are gradually deployed across datacenters (DCs) with multiple paths, which exhibit new properties of path asymmetry, delayed congestion signals, and simultaneous flow routing collisions, and further fail…

网络与互联网体系结构 · 计算机科学 2026-04-10 Dong-Yang Yu , Yuchao Zhang , Xiaodi Wang , Jun Wang , Wenfei Wu , Haipeng Yao , Wendong Wang , Ke Xu

RDMA over Converged Ethernet (RoCE) has gained significant attraction for datacenter networks due to its compatibility with conventional Ethernet-based fabric. However, the RDMA protocol is efficient only on (nearly) lossless networks,…

网络与互联网体系结构 · 计算机科学 2022-07-25 Tarannum Khan , Saeed Rashidi , Srinivas Sridharan , Pallavi Shurpali , Aditya Akella , Tushar Krishna

Distributed computing (cloud) networks, e.g., mobile edge computing (MEC), are playing an increasingly important role in the efficient hosting, running, and delivery of real-time stream-processing applications such as industrial automation,…

网络与互联网体系结构 · 计算机科学 2022-06-01 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch

In cellular federated edge learning (FEEL), multiple edge devices holding local data jointly train a neural network by communicating learning updates with an access point without exchanging their data samples. With very limited…

信息论 · 计算机科学 2020-06-24 Jinke Ren , Yinghui He , Dingzhu Wen , Guanding Yu , Kaibin Huang , Dongning Guo

The aim of this paper is to provide a description of deep-learning-based scheduling approach for academic-purpose high-performance computing systems. The share of academic-purpose distributed computing systems (DCS) reaches 17.4 percents…

分布式、并行与集群计算 · 计算机科学 2013-10-08 Andrey Gritsenko

When multiple self-adaptive systems share the same environment and have common goals, they may coordinate their adaptations at runtime to avoid conflicts and to satisfy their goals. There are two approaches to coordination. (1) Logically…

软件工程 · 计算机科学 2023-10-27 Paul-Andrei Dragan , Andreas Metzger , Klaus Pohl

With the rapid development of the low-altitude economy, air-ground integrated multi-access edge computing (MEC) systems are facing increasing demands for real-time and intelligent task scheduling. In such systems, task offloading and…

网络与互联网体系结构 · 计算机科学 2025-06-30 Yifan Xue , Ruihuai Liang , Bo Yang , Xuelin Cao , Zhiwen Yu , Mérouane Debbah , Chau Yuen

With the growing demand for latency-critical and computation-intensive Internet of Things (IoT) services, the IoT-oriented network architecture, mobile edge computing (MEC), has emerged as a promising technique to reinforce the computation…

信息论 · 计算机科学 2022-08-09 Jiechen Chen , Hong Xing , Xiaohui Lin , Arumugam Nallanathan , Suzhi Bi

In current Data Center Networks (DCNs), Equal- Cost MultiPath (ECMP) is used as the de-facto routing protocol. However, ECMP does not differentiate between short and long flows, the two main categories of flows depending on their duration…

网络与互联网体系结构 · 计算机科学 2020-02-03 Francisco Carpio , Anna Engelmann , Admela Jukan

Efficient scheduling of parallel computation resources across multiple jobs is a fundamental problem in modern cloud/edge computing systems for many AI-based applications. Allocating more resources to a job accelerates its completion, but…

分布式、并行与集群计算 · 计算机科学 2025-09-03 Chengzhang Li , Peizhong Ju , Atilla Eryilmaz , Ness Shroff

The growing deployment of sensors as part of Internet of Things (IoT) is generating thousands of event streams. Complex Event Processing (CEP) queries offer a useful paradigm for rapid decision-making over such data sources. While often…

分布式、并行与集群计算 · 计算机科学 2019-05-10 Rajrup Ghosh , Siva Prakash Reddy Komma , Yogesh Simmhan

Clustering is a standard approach for achieving efficient and scalable performance in wireless sensor networks. Traditionally, clustering algorithms aim at generating a number of disjoint clusters that satisfy some criteria. In this paper,…

网络与互联网体系结构 · 计算机科学 2013-04-09 Moustafa Youssef , Adel Youssef , Mohamed Younis

In today's era of Internet of Things (IoT), where massive amounts of data are produced by IoT and other devices, edge computing has emerged as a prominent paradigm for low-latency data processing. However, applications may have diverse…

网络与互联网体系结构 · 计算机科学 2021-07-19 Md Washik Al Azad , Susmit Shannigrahi , Nicholas Stergiou , Francisco R. Ortega , Spyridon Mastorakis

The problem of managing multi-service applications on top of Cloud-Edge networks in a QoS-aware manner has been thoroughly studied in recent years from a decision-making perspective. However, only a few studies addressed the problem of…

软件工程 · 计算机科学 2024-04-12 Giuseppe Bisicchia , Stefano Forti , Ernesto Pimentel , Antonio Brogi

The advent of the Internet of Things (IoT) gives the opportunity to numerous devices to interact with their environment, collect and process data. Data are transferred, in an upwards mode, to the Cloud through the Edge Computing (EC)…

分布式、并行与集群计算 · 计算机科学 2020-07-29 T. Koukaras , K. Kolomvatsos

We consider a heterogeneous network with mobile edge computing, where a user can offload its computation to one among multiple servers. In particular, we minimize the system-wide computation overhead by jointly optimizing the individual…

网络与互联网体系结构 · 计算机科学 2018-03-05 Quoc-Viet Pham , Tuan LeAnh , Nguyen H. Tran , Choong Seon Hong

Future Exascale systems will feature massive parallelism, many-core processors and heterogeneous architectures. In this scenario, it is increasingly difficult for HPC applications to fully and efficiently utilize the resources in system…

分布式、并行与集群计算 · 计算机科学 2022-04-25 David Álvarez , Kevin Sala , Vicenç Beltran

Resource allocation is investigated for offloading computational-intensive tasks in multi-hop mobile edge computing (MEC) system. The envisioned system has both the cooperative access points (AP) with the computing capability and the MEC…

信息论 · 计算机科学 2021-04-27 Mohammed S. Al-Abiad , Md. Zoheb Hassan , Md. Jahangir Hossain

The growing need for low-latency access to computing resources has motivated the introduction of edge computing, where resources are strategically placed at the access networks. Unfortunately, edge computing infrastructures like fogs and…

网络与互联网体系结构 · 计算机科学 2018-07-26 Richard Olaniyan , Olamilekan Fadahunsi , Muthucumaru Maheswaran , Mohamed Faten Zhani