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相关论文: Flexible Computation Offloading at the Edge for Au…

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The smart vehicles construct Vehicle of Internet which can execute various intelligent services. Although the computation capability of the vehicle is limited, multi-type of edge computing nodes provide heterogeneous resources for vehicular…

网络与互联网体系结构 · 计算机科学 2020-02-12 Qi Qi , Zhanyu Ma

This paper addresses the computational offloading of Deep Neural Networks (DNNs) to nearby devices with similar processing capabilities, to avoid the larger communication delays incurred for cloud offloading. We present a preemption aware…

分布式、并行与集群计算 · 计算机科学 2025-04-24 Jamie Cotter , Ignacio Castineiras , Donna O'Shea , Victor Cionca

The powerful paradigm of Fog computing is currently receiving major interest, as it provides the possibility to integrate virtualized servers into networks and brings cloud service closer to end devices. To support this distributed…

分布式、并行与集群计算 · 计算机科学 2019-01-30 Jung-yeon Baek , Georges Kaddoum , Sahil Garg , Kuljeet Kaur , Vivianne Gravel

Edge sensing and computing is rapidly becoming part of intelligent infrastructure architecture leading to operational reliance on such systems in disaster or emergency situations. In such scenarios there is a high chance of power supply…

新兴技术 · 计算机科学 2025-01-28 Talha Azfar , Kaicong Huang , Ruimin Ke

Resource limited user-devices may offload computation to a cloud server, in order to reduce power consumption and lower the execution time. However, to communicate to the cloud server over a wireless channel, additional energy is consumed…

信号处理 · 电气工程与系统科学 2018-12-04 Shreya Tayade , Peter Rost , Andreas Maeder , Hans D. Schotten

In this paper, we present an online planning-scheduling approach for battery-powered autonomous aerial robots. The approach consists of simultaneously planning a coverage path and scheduling onboard computational tasks. We further derive a…

机器人学 · 计算机科学 2022-12-29 Adam Seewald , Héctor García de Marina , Henrik Skov Midtiby , Ulrik Pagh Schultz

In this study, we develop an innovative data-driven optimization approach to solve the drone delivery service planning problem with online demand. Drone-based logistics are expected to improve operations by enhancing flexibility and…

最优化与控制 · 数学 2024-04-04 Aditya Paul , Michael W. Levin , S. Travis Waller , David Rey

By exploiting the superiority of non-orthogonal multiple access (NOMA), NOMA-aided mobile edge computing (MEC) can provide scalable and low-latency computing services for the Internet of Things. However, given the prevalent stochasticity of…

信息论 · 计算机科学 2021-07-01 Meihui Hua , Hui Tian , Xinchen Lyu , Wanli Ni , Gaofeng Nie

In the Internet of Things (IoT) environment, edge computing can be initiated at anytime and anywhere. However, in an IoT, edge computing sessions are often ephemeral, i.e., they last for a short period of time and can often be discontinued…

信息论 · 计算机科学 2022-09-20 Gilsoo Lee , Walid Saad , Mehdi Bennis

In this work, we study the problem of energy-efficient computation offloading enabled by edge computing. In the considered scenario, multiple users simultaneously compete for limited radio and edge computing resources to get offloaded tasks…

机器学习 · 计算机科学 2021-04-01 Mohamed Sana , Mattia Merluzzi , Nicola di Pietro , Emilio Calvanese Strinati

Comparing to cloud computing, fog computing performs computation and services at the edge of networks, thus relieving the computation burden of the data center and reducing the task latency of end devices. Computation latency is a crucial…

信号处理 · 电气工程与系统科学 2021-04-08 Miao Yang , Hongbin Zhu , Hua Qian , Yevgeni Koucheryavy , Konstantin Samouylov , Haifeng Wang

In this article, we consider the problem of relay assisted computation offloading (RACO), in which user A aims to share the results of computational tasks with another user B through wireless exchange over a relay platform equipped with…

信息论 · 计算机科学 2019-09-04 Xihan Chen , Yunlong Cai , Qingjiang Shi , Min-Jian Zhao , Benoit Champage , Lajos Hanzo

Onboard learning is a transformative approach in edge AI, enabling real-time data processing, decision-making, and adaptive model training directly on resource-constrained devices without relying on centralized servers. This paradigm is…

机器学习 · 计算机科学 2026-01-22 Monirul Islam Pavel , Siyi Hu , Mahardhika Pratama , Ryszard Kowalczyk

Mobile-edge computation offloading (MECO) has been recognized as a promising solution to alleviate the burden of resource-limited Internet of Thing (IoT) devices by offloading computation tasks to the edge of cellular networks (also known…

信息论 · 计算机科学 2018-09-05 Xiangyu He , Hong Xing , Yue Chen , Arumugam Nallanathan

Multi-access Edge Computing (MEC) is an enabling technology to leverage new network applications, such as virtual/augmented reality, by providing faster task processing at the network edge. This is done by deploying servers closer to the…

网络与互联网体系结构 · 计算机科学 2023-11-28 Gabriel F. C. de Queiroz , José F. de Rezende , Valmir C. Barbosa

This study investigates the trade-off between system stability and offloading cost in collaborative edge computing. While collaborative offloading among multiple edge servers enhances resource utilization, existing methods often overlook…

网络与互联网体系结构 · 计算机科学 2025-09-16 Peiyan Yuan , Ming Li , Chenyang Wang , Ledong An , Xiaoyan Zhao , Junna Zhang , Xiangyang Li , Huadong Ma

Serverless edge computing adopts an event-based paradigm that provides back-end services on an as-used basis, resulting in efficient resource utilization. To improve the end-to-end latency and revenue, service providers need to optimize the…

网络与互联网体系结构 · 计算机科学 2023-10-09 Chen Chen , Manuel Herrera , Ge Zheng , Liqiao Xia , Zhengyang Ling , Jiangtao Wang

Mobile edge computing (MEC) is a new paradigm that provides cloud computing services at the edge of networks. To achieve better performance with limited computing resources, peer offloading between cooperative edge servers (e.g. MEC-…

网络与互联网体系结构 · 计算机科学 2020-09-04 Xingqiu He , Sheng Wang

In the research and application of vehicle ad hoc networks (VANETs), it is often assumed that vehicles obtain cloud computing services by accessing to roadside units (RSUs). However, due to the problems of insufficient construction…

分布式、并行与集群计算 · 计算机科学 2022-01-03 Junjin He , Yujie Wang , Xin Du , Zhihui Lu

Drone applications continue to expand across various domains, with flocking offering enhanced cooperative capabilities but introducing significant challenges during initial formation. Existing flocking algorithms often struggle with…

机器人学 · 计算机科学 2025-12-24 Sujan Warnakulasooriya , Andreas Willig , Xiaobing Wu