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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

The Internet of Mobile Things encompasses stream data being generated by sensors, network communications that pull and push these data streams, as well as running processing and analytics that can effectively leverage actionable information…

计算机与社会 · 计算机科学 2018-12-18 Hung Cao , Monica Wachowicz , Sangwhan Cha

There is a growing need for low latency for many devices and users. The traditional cloud computing paradigm can not meet this requirement, legitimizing the need for a new paradigm. Edge computing proposes to move computing capacities to…

分布式、并行与集群计算 · 计算机科学 2021-11-12 Samuel Rac , Mats Brorsson

Edge computing has emerged as a popular paradigm for supporting mobile and IoT applications with low latency or high bandwidth needs. The attractiveness of edge computing has been further enhanced due to the recent availability of…

分布式、并行与集群计算 · 计算机科学 2020-03-30 Qianlin Liang , Prashant Shenoy , David Irwin

Intelligent transportation systems (ITSs) will be a major component of tomorrow's smart cities. However, realizing the true potential of ITSs requires ultra-low latency and reliable data analytics solutions that can combine, in real-time, a…

信息论 · 计算机科学 2017-12-13 Aidin Ferdowsi , Ursula Challita , Walid Saad

Low-Earth orbit satellite networks can provide global broadband Internet access using constellations of thousands of satellites. Integrating edge computing resources in such networks can enable global low-latency access to compute services,…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Tobias Pfandzelter , David Bermbach

With the advent of the Internet of Things (IoT) and 5G networks, edge computing is offering new opportunities for business model and use cases innovations. Service providers can now virtualize the cloud beyond the data center to meet the…

网络与互联网体系结构 · 计算机科学 2022-01-13 Boubakr Nour , Soumaya Cherkaoui

The Internet of Things paradigm connects edge devices via the Internet enabling them to be seamlessly integrated with a wide variety of applications. In recent years, the number of connected devices has grown significantly, along with the…

分布式、并行与集群计算 · 计算机科学 2019-12-16 Eduard Gibert Renart , Daniel Balouek-thomert , Manish Parashar

Computational offloading is a promising approach for overcoming resource constraints on client devices by moving some or all of an application's computations to remote servers. With the advent of specialized hardware accelerators, client…

分布式、并行与集群计算 · 计算机科学 2026-02-09 Nathan Ng , David Irwin , Ananthram Swami , Don Towsley , Prashant Shenoy

Edge computing is a promising solution to enable low-latency IoT applications, by shifting computation from remote data centers to local devices, less powerful but closer to the end user devices. However, this creates the challenge on how…

网络与互联网体系结构 · 计算机科学 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

A large number of emerging IoT applications rely on machine learning routines for analyzing data. Executing such tasks at the user devices improves response time and economizes network resources. However, due to power and computing…

网络与互联网体系结构 · 计算机科学 2020-03-10 A. Galanopoulos , A. G. Tasiopoulos , G. Iosifidis , T. Salonidis , D. J. Leith

In this work, we propose a cross-layer framework for optimizing user association, packet offloading rates, and bandwidth allocation for Mission-Critical Internet-of-Things (MC-IoT) services with short packets in Mobile Edge Computing (MEC)…

网络与互联网体系结构 · 计算机科学 2019-07-26 Changyang She , Yifan Duan , Guodong Zhao , Tony Q. S. Quek , Yonghui Li , Branka Vucetic

The rapid technological advances in the Internet of Things (IoT) allows the blueprint of Smart Cities to become feasible by integrating heterogeneous cloud/fog/edge computing paradigms to collaboratively provide variant smart services in…

分布式、并行与集群计算 · 计算机科学 2020-04-07 Qian Qu , Ronghua Xu , Seyed Yahya Nikouei , Yu Chen

Fog computing extends cloud computing technology to the edge of the infrastructure to let IoT applications access objects' data with reduced latency, location awareness and dynamic computation. By displacing workloads from the central cloud…

网络与互联网体系结构 · 计算机科学 2018-10-11 Francescomaria Faticanti , Francesco De Pellegrini , Domenico Siracusa , Daniele Santoro , Silvio Cretti

Owing to the large volume of sensed data from the enormous number of IoT devices in operation today, centralized machine learning algorithms operating on such data incur an unbearable training time, and thus cannot satisfy the requirements…

信号处理 · 电气工程与系统科学 2020-07-21 Shashank Jere , Qiang Fan , Bodong Shang , Lianjun Li , Lingjia Liu

Mobile devices supporting the "Internet of Things" (IoT), often have limited capabilities in computation, battery energy, and storage space, especially to support resource-intensive applications involving virtual reality (VR), augmented…

网络与互联网体系结构 · 计算机科学 2018-06-19 Jianyu Wang , Jianli Pan , Flavio Esposito , Prasad Calyam , Zhicheng Yang , Prasant Mohapatra

An increasing number of mobile applications rely on Machine Learning (ML) routines for analyzing data. Executing such tasks at the user devices saves the energy spent on transmitting and processing large data volumes at distant…

网络与互联网体系结构 · 计算机科学 2022-01-11 Apostolos Galanopoulos , George Iosifidis , Theodoros Salonidis , Douglas J. Leith

Delay-sensitive Internet of Things (IoT) applications have drawn significant attention. Running many of these applications on IoT devices is challenging due to the limited processing resources of these devices and the need for real-time…

网络与互联网体系结构 · 计算机科学 2025-10-29 Azadeh Pourkabirian , Amir Masoud Rahmani , Kai Li , Wei Ni

Edge computing is an emerging technology which places computing at the edge of the network to provide an ultra-low latency. Computation offloading, a paradigm that migrates computing from mobile devices to remote servers, can now use the…

分布式、并行与集群计算 · 计算机科学 2019-02-13 Li Lin , Peng Li , Jinbo Xiong , Mingwei Lin

The rise of real-time data and the proliferation of Internet of Things (IoT) devices have highlighted the limitations of cloud-centric solutions, particularly regarding latency, bandwidth, and privacy. These challenges have driven the…

分布式、并行与集群计算 · 计算机科学 2025-10-08 Clarisse Sousa , Tiago Fonseca , Luis Lino Ferreira , Ricardo Venâncio , Ricardo Severino