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With the explosive growth in demand for mobile traffic, one of the promising solutions is to offload cellular traffic to small base stations for better system efficiency. Due to increasing system complexity, network operators are facing…

网络与互联网体系结构 · 计算机科学 2020-05-19 Chih-Wei Huang , Po-Chen Chen

Multi-access edge computing (MEC) emerges as an essential part of the upcoming Fifth Generation (5G) and future beyond-5G mobile communication systems. It adds computational power towards the edge of cellular networks, much closer to…

网络与互联网体系结构 · 计算机科学 2022-07-26 Bin Han , Vincenzo Sciancalepore , Yihua Xu , Di Feng , Hans D. Schotten

Mobile edge computing and fog computing are promising techniques providing computation service closer to users to achieve lower latency. In this work, we study the optimal offloading strategy in the three-tier federated computation…

网络与互联网体系结构 · 计算机科学 2021-07-13 Ren-Hung Hwang , Yuan-Cheng Lai , Ying-Dar Lin

Edge computing technology has great potential to improve various computation-intensive applications in vehicular networks by providing sufficient computation resources for vehicles. However, it is still a challenge to fully unleash the…

信号处理 · 电气工程与系统科学 2021-11-02 Hewon Cho , Ying Cui , Jemin Lee

To circumvent persistent connectivity to the cloud infrastructure, the current emphasis on computing at network edge devices in the multi-robot domain is a promising enabler for delay-sensitive jobs, yet its adoption is rife with…

机器人学 · 计算机科学 2023-11-20 Nazish Tahir , Ramviyas Parasuraman

Exploiting quantum computing at the mobile edge holds immense potential for facilitating large-scale network design, processing multimodal data, optimizing resource management, and enhancing network security. In this paper, we propose a…

网络与互联网体系结构 · 计算机科学 2025-04-14 Minrui Xu , Dusit Niyato , Jiawen Kang , Zehui Xiong , Mingzhe Chen , Dong In Kim , Xuemin , Shen

Mobile edge computing (MEC) allows appliances to offload workloads to neighboring MEC servers that have the potential for computation-intensive tasks with limited computational capabilities. This paper studied how deep reinforcement…

Traditional video transmission systems assisted by multiple Unmanned Aerial Vehicles (UAVs) are often limited by computing resources, making it challenging to meet the demands for efficient video processing. To solve this challenge, this…

新兴技术 · 计算机科学 2024-12-06 Bin Li , Huimin Shan

The empowering unmanned aerial vehicles (UAVs) have been extensively used in providing intelligence such as target tracking. In our field experiments, a pre-trained convolutional neural network (CNN) is deployed at the UAV to identify a…

图像与视频处理 · 电气工程与系统科学 2020-08-19 Bo Yang , Xuelin Cao , Chau Yuen , Lijun Qian

The demand for stringent interactive quality-of-service has intensified in both mobile edge computing (MEC) and cloud systems, driven by the imperative to improve user experiences. As a result, the processing of computation-intensive tasks…

分布式、并行与集群计算 · 计算机科学 2025-07-28 Ngoc Hung Nguyen , Van-Dinh Nguyen , Anh Tuan Nguyen , Nguyen Van Thieu , Hoang Nam Nguyen , Symeon Chatzinotas

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

Mobile edge computing (MEC) has recently emerged as a promising technology to release the tension between computation-intensive applications and resource-limited mobile terminals (MTs). In this paper, we study the delay-optimal computation…

信号处理 · 电气工程与系统科学 2019-06-25 Xianling Meng , Wei Wang , Yitu Wang , Vincent K. N. Lau , Zhaoyang Zhang

Edge computation offloading allows mobile end devices to put execution of compute-intensive task on the edge servers. End devices can decide whether offload the tasks to edge servers, cloud servers or execute locally according to current…

网络与互联网体系结构 · 计算机科学 2020-04-10 Haowei Chen , Liekang Zeng , Shuai Yu , Xu Chen

Mobile-edge computing (MEC) has been envisioned as a promising paradigm to meet ever-increasing resource demands of mobile users, prolong battery lives of mobile devices, and shorten request response delays experienced by users. An MEC…

网络与互联网体系结构 · 计算机科学 2018-04-30 Zhuang Wang , Weifa Liang , Meitian Huang , Yu Ma

Computation offloading is indispensable for mobile edge computing (MEC). It uses edge resources to enable intensive computations and save energy for resource-constrained devices. Existing works generally impose strong assumptions on radio…

分布式、并行与集群计算 · 计算机科学 2022-01-26 Tianxi Ji , Changqing Luo , Lixing Yu , Qianlong Wang , Siheng Chen , Arun Thapa , Pan Li

This letter proposes an edge learning-based offloading framework for autonomous driving, where the deep learning tasks can be offloaded to the edge server to improve the inference accuracy while meeting the latency constraint. Since the…

机器学习 · 计算机科学 2020-06-30 Bo Yang , Xuelin Cao , Xiangfang Li , Chau Yuen , Lijun Qian

Task offloading provides a promising way to enhance the capability of the mobile terminal (also called terminal user) that is distributed on network edge and communicates edge clouds with wireless. Generally, there are multiple edge cloud…

计算机科学与博弈论 · 计算机科学 2018-12-20 Bo Yang , Zhiyong Li , Wenbin Liu

In the realm of mobile edge computing (MEC), efficient computation task offloading plays a pivotal role in ensuring a seamless quality of experience (QoE) for users. Maintaining a high QoE is paramount in today's interconnected world, where…

网络与互联网体系结构 · 计算机科学 2025-09-29 Iman Rahmaty , Hamed Shah-Mansouri , Ali Movaghar

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

With the increasing demand for multiple applications on internet of vehicles. It requires vehicles to carry out multiple computing tasks in real time. However, due to the insufficient computing capability of vehicles themselves, offloading…

机器学习 · 计算机科学 2025-06-19 Yu Xie , Qiong Wu , Pingyi Fan