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Fog computing emerged as a crucial platform for the deployment of IoT applications. The complexity of such applications requires methods that handle the resource diversity and network structure of Fog devices while maximizing the service…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-25 Zahra Najafabadi Samani , Nishant Saurabh , Radu Prodan

Today, wearable internet-of-things (wIoT) devices continuously flood the cloud data centers at an enormous rate. This increases a demand to deploy an edge infrastructure for computing, intelligence, and storage close to the users. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-31 Nicholas Constant , Debanjan Borthakur , Mohammadreza Abtahi , Harishchandra Dubey , Kunal Mankodiya

Fog computing is an emerging computing paradigm that uses processing and storage capabilities located at the edge, in the cloud, and possibly in between. Testing and benchmarking fog applications, however, is hard since runtime…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-12 Jonathan Hasenburg , Martin Grambow , David Bermbach

This work evaluates three Fog Computing dataplacement algorithms via experiments carried out with theiFogSim simulator. The paper describes the three algorithms(Cloud-only, Mapping, Edge-ward) in the context of an Internetof Things…

Networking and Internet Architecture · Computer Science 2020-05-26 Daniel Maniglia Amancio da Silva , Godwin Asamooning , Hector Orrillo , Rute C. Sofia , Paulo M. Mendes

Fog computing is emerging as a promising paradigm to perform distributed, low-latency computation by jointly exploiting the radio and computing resources of end-user devices and cloud servers. However, the dynamic and distributed formation…

Information Theory · Computer Science 2019-02-25 Gilsoo Lee , Walid Saad , Mehdi Bennis

Incorporating mobile edge computing (MEC) in the Internet of Things (IoT) enables resource-limited IoT devices to offload their computation tasks to a nearby edge server. In this paper, we investigate an IoT system assisted by the MEC…

Systems and Control · Electrical Eng. & Systems 2021-11-10 Xuming An , Rongfei Fan , Han Hu , Ning Zhang , Saman Atapattu , Theodoros A. Tsiftsis

The Internet of Things (IoT) is transforming industries by connecting billions of devices to collect, process, and share data. However, the massive data volumes and real-time demands of IoT applications strain traditional cloud computing…

Networking and Internet Architecture · Computer Science 2025-11-14 Ameneh Zarei , Mahmood Ahmadi , Farhad Mardukhi

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

Machine Learning · Computer Science 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini

The amount of data being produced at every epoch of second is increasing every moment. Various sensors, cameras and smart gadgets produce continuous data throughout its installation. Processing and analyzing raw data at a cloud server faces…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-21 Aditya Kumar , Satish Narayana Srirama

The ubiquitous adoption of Internet-of-Things (IoT) based applications has resulted in the emergence of the Fog computing paradigm, which allows seamlessly harnessing both mobile-edge and cloud resources. Efficient scheduling of application…

Machine Learning · Computer Science 2020-09-07 Shreshth Tuli , Shashikant Ilager , Kotagiri Ramamohanarao , Rajkumar Buyya

The advent of Industrial IoT (IIoT) along with Cloud computing has brought a huge paradigm shift in manufacturing industries resulting in yet another industrial revolution, Industry 4.0. Huge amounts of delay-sensitive data of diverse…

Cryptography and Security · Computer Science 2020-05-15 Jayasree Sengupta , Sushmita Ruj , Sipra Das Bit

Internet of Things (IoT) has gained substantial attention over the past years. And the main discussion has been how to process the amount of data that it generates which has lead to the edge computing paradigm. Wether it is called fog1,…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-17 Kopestenski Igor , Peter Van Roy

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…

Information Theory · Computer Science 2018-09-05 Xiangyu He , Hong Xing , Yue Chen , Arumugam Nallanathan

Current computing techniques using the cloud as a centralised server will become untenable as billions of devices get connected to the Internet. This raises the need for fog computing, which leverages computing at the edge of the network on…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-14 Nan Wang , Blesson Varghese , Michail Matthaiou , Dimitrios S. Nikolopoulos

We present FLIC, a distributed software data caching framework for fogs that reduces network traffic and latency. FLICis targeted toward city-scale deployments of cooperative IoT devices in which each node gathers and shares data with…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-30 Jack West , Neil Kingensmith , George K. Thiruvathukal

With the advancement of IoT technology, various domains such as smart factories, smart cities and smart cars use the IoT to provide value-added services. In addition, technologies such as MEC and network slicing provide another opportunity…

Networking and Internet Architecture · Computer Science 2020-08-25 JaeYoung Hwang , Lionel Nkenyereye , NakMyoung Sung , JaeHo Kim , JaeSeung Song

Modern Internet of Things (IoT) applications generate enormous amounts of data, making data-driven machine learning essential for developing precise and reliable statistical models. However, data is often stored in silos, and strict…

Cryptography and Security · Computer Science 2024-06-11 Shinu M. Rajagopal , Supriya M. , Rajkumar Buyya

Fog computing is a promising architecture to provide economic and low latency data services for future Internet of things (IoT)-based network systems. It relies on a set of low-power fog nodes that are close to the end users to offload the…

Computer Science and Game Theory · Computer Science 2017-01-17 Huaqing Zhang , Yong Xiao , Shengrong Bu , Dusit Niyato , Richard Yu , Zhu Han

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…

Networking and Internet Architecture · Computer Science 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

Computational resource provisioning that is closer to a user is becoming increasingly important, with a rise in the number of devices making continuous service requests and with the significant recent take up of latency-sensitive…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-14 Vishal Sharma , Kathiravan Srinivasan , Dushantha Nalin K. Jayakody , Omer Rana , Ravinder Kumar