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Mobile edge computing (MEC) enhances the performance of 5G networks by enabling low-latency, high-speed services through deploying data units of the base station on edge servers located near mobile users. However, determining the optimal…

Networking and Internet Architecture · Computer Science 2025-06-17 Yunyi Wu , Yongbing Zhang

Base station cooperation in heterogeneous wireless networks (HetNets) is a promising approach to improve the network performance, but it also imposes a significant challenge on backhaul. On the other hand, caching at small base stations…

Information Theory · Computer Science 2017-01-23 Wanli Wen , Ying Cui , Fu-Chun Zheng , Shi Jin , Yanxiang Jiang

In the traditional cellular-based mobile edge computing (MEC), users at the edge of the cell are prone to suffer severe inter-cell interference and signal attenuation, leading to low throughput even transmission interruptions. Such edge…

Systems and Control · Electrical Eng. & Systems 2023-12-05 Langtian Qin , Hancheng Lu , Yuang Chen , Baolin Chong , Feng Wu

Edge-cloud synergies provide a promising paradigm for privacy-preserving deployment of foundation models, where lightweight on-device models adapt to domain-specific data and cloud-hosted models coordinate knowledge sharing. However, in…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-17 Yuze Liu , Shibo Chu , Tiehua Zhang , Hao Zhou , Zhishu Shen , Jinze Wang , Jianzhong Qi , Feng Xia

In order to reduce the latency of data delivery, one of techniques is to cache the popular contents at the base stations (BSs) i.e. edge caching. However, the technique of caching at edge can only reduce the backhaul delay, other techniques…

Information Theory · Computer Science 2018-08-30 Tachporn Sanguanpuak , Sudarshan Guruacharya , Nandana Rajatheva , Matti Latva-aho

Achieving long battery lives or even self sustainability has been a long standing challenge for designing mobile devices. This paper presents a novel solution that seamlessly integrates two technologies, mobile cloud computing and microwave…

Information Theory · Computer Science 2016-03-14 Changsheng You , Kaibin Huang , Hyukjin Chae

Edge computing can be defined as an emerging technology that uses cloud computing to leverage edge data centers to process, store, and analyze data close to the source. Traditional cloud computing architectures are not designed for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-26 Vivek Basavegowda Ramu

Multi-access edge computing (MEC)-enabled integrated space-air-ground (SAG) networks have drawn much attention recently, as they can provide communication and computing services to wireless devices in areas that lack terrestrial base…

Networking and Internet Architecture · Computer Science 2024-01-23 Yan Kyaw Tun , György Dán , Yu Min Park , Choong Seon Hong

Edge caching is emerging as the most promising solution to reduce the content retrieval delay and relieve the huge burden on the backhaul links in the ultra-dense networks by proactive caching popular contents in the small base station…

Systems and Control · Electrical Eng. & Systems 2023-01-04 Wen Wu , Ning Zhang , Nan Cheng , Yujie Tang , Khalid Aldubaikhy , Xuemin , Shen

In edge computing deployments, where devices may be in close proximity to each other, these devices may offload similar computational tasks (i.e., tasks with similar input data for the same edge computing service or for services of the same…

Networking and Internet Architecture · Computer Science 2022-04-04 Md Washik Al Azad , Spyridon Mastorakis

Edge machine learning can deliver low-latency and private artificial intelligent (AI) services for mobile devices by leveraging computation and storage resources at the network edge. This paper presents an energy-efficient edge processing…

Information Theory · Computer Science 2020-03-03 Kai Yang , Yuanming Shi , Wei Yu , Zhi Ding

This paper studies a federated edge learning system, in which an edge server coordinates a set of edge devices to train a shared machine learning model based on their locally distributed data samples. During the distributed training, we…

Information Theory · Computer Science 2020-03-03 Xiaopeng Mo , Jie Xu

Mobile-edge computation offloading (MECO) offloads intensive mobile computation to clouds located at the edges of cellular networks. Thereby, MECO is envisioned as a promising technique for prolonging the battery lives and enhancing the…

Information Theory · Computer Science 2016-04-12 Changsheng You , Kaibin Huang

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

In this paper, we consider a novel cache-enabled heterogeneous network (HetNet), where macro base stations (BSs) with traditional sub-6 GHz are overlaid by dense millimeter wave (mmWave) pico BSs. These two-tier BSs, which are modeled as…

Information Theory · Computer Science 2018-01-29 Wenqiang Yi , Yuanwei Liu , Arumugam Nallanathan

Edge intelligence, a new paradigm to accelerate artificial intelligence (AI) applications by leveraging computing resources on the network edge, can be used to improve intelligent transportation systems (ITS). However, due to physical…

Systems and Control · Electrical Eng. & Systems 2022-01-14 Qiqi Ren , Omid Abbasi , Gunes Karabulut Kurt , Halim Yanikomeroglu , Jian Chen

Dealing with a growing amount of data is a crucial challenge for the future of information and communication technologies. More and more devices are expected to transfer data through the Internet, therefore new solutions have to be designed…

Networking and Internet Architecture · Computer Science 2021-08-31 Luca Serena , Mirko Zichichi , Gabriele D'Angelo , Stefano Ferretti

Cache-assisted ultra-dense mobile edge computing (MEC) networks are a promising solution for meeting the increasing demands of numerous Internet-of-Things mobile devices (IMDs). To address the complex interferences caused by small base…

Information Theory · Computer Science 2024-10-22 Tianqing Zhou , Bobo Wang , Dong Qin , Xuefang Nie , Nan Jiang , Chunguo Li

Multi-access edge computing (MEC) is a promising technology to enhance the quality of service, particularly for low-latency services, by enabling computing offloading to edge servers (ESs) in close proximity. To avoid network congestion,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-18 Yiqin Deng , Haixia Zhang , Xianhao Chen , Yuguang Fang

This paper considers an energy harvesting (EH) based multiuser mobile edge computing (MEC) system, where each user utilizes the harvested energy from renewable energy sources to execute its computation tasks via computation offloading and…

Information Theory · Computer Science 2021-06-24 Zhifei Lin , Feng Wang , Licheng Liu