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Edge computing has been an efficient way to provide prompt and near-data computing services for resource-and-delay sensitive IoT applications via computation offloading. Effective computation offloading strategies need to comprehensively…

Networking and Internet Architecture · Computer Science 2021-09-24 Sheng Yue , Ju Ren , Nan Qiao , Yongmin Zhang , Hongbo Jiang , Yaoxue Zhang , Yuanyuan Yang

Internet of Things typically involves a significant number of smart sensors sensing information from the environment and sharing it to a cloud service for processing. Various architectural abstractions, such as Fog and Edge computing, have…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-08 Nitinder Mohan , Jussi Kangasharju

Prior to the advent of the cloud, storage and processing services were accommodated by specialized hardware, however, this approach introduced a number of challenges in terms of scalability, energy efficiency, and cost. Then came the…

Networking and Internet Architecture · Computer Science 2020-08-11 Barzan A. Yosuf , Amal A. Alahmadi , T. E. H. El-Gorashi , Jaafar M. H. Elmirghani

Edge computing is the practice of placing computing resources at the edges of the Internet in close proximity to devices and information sources. This, much like a cache on a CPU, increases bandwidth and reduces latency for applications but…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-01 Paul Wood , Heng Zhang , Muhammad-Bilal Siddiqui , Saurabh Bagchi

Edge computing has emerged as a distributed computing paradigm to overcome practical scalability limits of cloud computing. The main principle of edge computing is to leverage on computational resources outside of the cloud for performing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-07 João Leitão , Pedro Ákos Costa , Maria Cecília Gomes , Nuno Preguiça

Fog computing is seen as a promising approach to perform distributed, low-latency computation for supporting Internet of Things applications. However, due to the unpredictable arrival of available neighboring fog nodes, the dynamic…

Information Theory · Computer Science 2017-04-10 Gilsoo Lee , Walid Saad , Mehdi Bennis

The demand for distributed applications has significantly increased over the past decade, with improvements in machine learning techniques fueling this growth. These applications predominantly utilize Cloud data centers for high-performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-02 Narges Mehran , Dragi Kimovski , Hermann Hellwagner , Dumitru Roman , Ahmet Soylu , Radu Prodan

To enhance the quality and speed of data processing and protect the privacy and security of the data, edge computing has been extensively applied to support data-intensive intelligent processing services at edge. Among these data-intensive…

Networking and Internet Architecture · Computer Science 2020-10-30 Yana Qin , Danye Wu , Zhiwei Xu , Jie Tian , Yujun Zhang

Multiple access mobile edge computing is an emerging technique to bring computation resources close to end mobile users. By deploying edge servers at WiFi access points or cellular base stations, the computation capabilities of mobile users…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-12 Xin Long , Jigang Wu , Long Chen

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…

Signal Processing · Electrical Eng. & Systems 2021-04-08 Miao Yang , Hongbin Zhu , Hua Qian , Yevgeni Koucheryavy , Konstantin Samouylov , Haifeng Wang

Edge computing is an emerging concept based on distributing computing, storage, and control services closer to end network nodes. Edge computing lies at the heart of the fifth generation (5G) wireless systems and beyond. While current…

Networking and Internet Architecture · Computer Science 2019-05-15 Mohammed S. Elbamby , Cristina Perfecto , Chen-Feng Liu , Jihong Park , Sumudu Samarakoon , Xianfu Chen , Mehdi Bennis

Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

With the rapid growth of mobile data traffic and the increasing prevalence of video streaming, proactive content caching in edge computing has become crucial for reducing latency and alleviating network congestion. However, traditional…

Machine Learning · Computer Science 2025-04-09 Rui Wang

Collaborative Edge Computing (CEC) is a new edge computing paradigm that enables neighboring edge servers to share computational resources with each other. Although CEC can enhance the utilization of computational resources, it still…

Networking and Internet Architecture · Computer Science 2025-02-18 Xingqiu He , Chaoqun You , Tony Q. S. Quek

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…

Networking and Internet Architecture · Computer Science 2018-07-26 Richard Olaniyan , Olamilekan Fadahunsi , Muthucumaru Maheswaran , Mohamed Faten Zhani

Distributed computing has become a common practice nowadays, where the recent focus has been given to the usage of smart networking devices with in-network computing capabilities. State-of-the-art switches with near-line rate computing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-13 Raz Segal , Chen Avin , Gabriel Scalosub

A fog-aided wireless network architecture is studied in which edge-nodes (ENs), such as base stations, are connected to a cloud processor via dedicated fronthaul links, while also being endowed with caches. Cloud processing enables the…

Information Theory · Computer Science 2019-12-19 Avik Sengupta , Ravi Tandon , Osvaldo Simeone

Fog networks offer computing resources with varying capacities at different distances from end users. A Fog Node (FN) closer to the network edge may have less powerful computing resources compared to the cloud, but processing of…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-16 Bartosz Kopras , Bartosz Bossy , Filip Idzikowski , Paweł Kryszkiewicz , Hanna Bogucka

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…

Networking and Internet Architecture · Computer Science 2018-03-05 Quoc-Viet Pham , Tuan LeAnh , Nguyen H. Tran , Choong Seon Hong

Edge computing has emerged as a popular paradigm for running latency-sensitive applications due to its ability to offer lower network latencies to end-users. In this paper, we argue that despite its lower network latency, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-30 Ahmed Ali-Eldin , Bin Wang , Prashant Shenoy