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Fog computing is an emerging paradigm that aims to improve the efficiency and QoS of cloud computing by extending the cloud to the edge of the network. This paper develops a comprehensive energy efficiency analysis framework based on…

Networking and Internet Architecture · Computer Science 2020-01-16 Hatem Alharbi , Taisir E. H. Elgorashi , Jaafar M. H. Elmirghani

The Internet of Things (IoT) is gaining momentum in its quest to bridge the gap between the physical and the digital world. The main goal of the IoT is the creation of smart environments and self-aware things that help to facilitate a…

Systems and Control · Electrical Eng. & Systems 2022-03-24 Mohammed M. Alenazi , Barzan A. Yosuf , Sanaa H. Mohamed , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

The usage of federated learning (FL) in Vehicular Ad hoc Networks (VANET) has garnered significant interest in research due to the advantages of reducing transmission overhead and protecting user privacy by communicating local dataset…

Machine Learning · Computer Science 2024-01-22 M. Saeid HaghighiFard , Sinem Coleri

With smart devices, particular smartphones, becoming our everyday companions, the ubiquitous mobile Internet and computing applications pervade people's daily lives. With the surge demand on high-quality mobile services at anywhere, how to…

Networking and Internet Architecture · Computer Science 2016-03-09 Tom H. Luan , Longxiang Gao , Zhi Li , Yang Xiang , Guiyi We , Limin Sun

Fog computing has gained significant attention for its potential to enhance resource management and service delivery by bringing computation closer to the network edge.While numerous surveys have explored various aspects of fog computing,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-26 Dhairya Patel , Shaifali P. Malukani

The number of applications running in the cloud has dramatically increased in the past decade as well as the number of users accessing them. Data centres resources, architectures and conditions define the performance of the applications…

Networking and Internet Architecture · Computer Science 2020-05-07 Azza E. A. Eltraify , Mohamed O. I. Musa , Ahmed Al-Quzweeni , Jaafar M. H. Elmirghani

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

In this paper, we propose a design for novel and experimental cloud computing systems. The proposed system aims at enhancing computational, communicational and annalistic capabilities of road navigation services by merging several…

Networking and Internet Architecture · Computer Science 2014-12-22 Karim Hammoudi , Nabil Ajam , Mohamed Kasraoui , Fadi Dornaika , Karan Radhakrishnan , Karthik Bandi , Qing Cai , Sai Liu

Many future innovative computing services will use Fog Computing Systems (FCS), integrated with Internet of Things (IoT) resources. These new services, built on the convergence of several distinct technologies, need to fulfil time-sensitive…

Cryptography and Security · Computer Science 2020-07-20 Jose Moura , David Hutchison

Vertical federated learning (FL) is a collaborative machine learning framework that enables devices to learn a global model from the feature-partition datasets without sharing local raw data. However, as the number of the local intermediate…

Information Theory · Computer Science 2023-05-11 Yuanming Shi , Shuhao Xia , Yong Zhou , Yijie Mao , Chunxiao Jiang , Meixia Tao

Federated learning (FL) is capable of performing large distributed machine learning tasks across multiple edge users by periodically aggregating trained local parameters. To address key challenges of enabling FL over a wireless fog-cloud…

Machine Learning · Computer Science 2024-10-28 Van-Dinh Nguyen , Symeon Chatzinotas , Bjorn Ottersten , Trung Q. Duong

Recent years have witnessed a remarkable development in communication and computing systems, mainly driven by the increasing demands of data and processing intensive applications such as virtual reality, M2M, connected vehicles, IoT…

Networking and Internet Architecture · Computer Science 2022-03-29 Abdullah M. Alqahtani , Barzan Yosuf , Sanaa H. Mohamed , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

Vehicular Ad-hoc Networks (VANET) is a derived subclass of Mobile Ad-hoc Networks (MANET) with vehicles as mobile nodes. VANET facilitate vehicles to share safety and non-safety information through messages. Safety information includes road…

Networking and Internet Architecture · Computer Science 2020-03-11 Anirudh Paranjothi

Cloud Computing (CC) serves to be a key driver for fulfilling the store and compute requirements of a modern Smart Grid (SG). However, since the datacenters are deployed in concentrated and far remote areas, it fails to guarantee the…

Networking and Internet Architecture · Computer Science 2018-05-24 Md. Muzakkir Hussain , Mohammad Saad Alam , M. M. Sufyan Beg

Emerging Internet of Things (IoT) and mobile computing applications are expected to support latency-sensitive deep neural network (DNN) workloads. To realize this vision, the Internet is evolving towards an edge-computing architecture,…

Computer Vision and Pattern Recognition · Computer Science 2022-10-05 Anurag Ghosh , Srinivasan Iyengar , Stephen Lee , Anuj Rathore , Venkat N Padmanabhan

Fog computing is an emerging technology in the field of network services where data transfer from one device to another to perform some kind of activity. Fog computing is an extended concept of cloud computing. It works in-between the…

Networking and Internet Architecture · Computer Science 2024-09-02 Harshit Gupta , Ajay Kumar Bharti

We propose a novel integrated fog cloud IoT (IFCIoT) architectural paradigm that promises increased performance, energy efficiency, reduced latency, quicker response time, scalability, and better localized accuracy for future IoT…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-31 Arslan Munir , Prasanna Kansakar , Samee U. Khan

With smart devices, particular smartphones, becoming our everyday companions, the ubiquitous mobile Internet and computing applications pervade people daily lives. With the surge demand on high-quality mobile services at anywhere, how to…

Networking and Internet Architecture · Computer Science 2016-03-31 Tom H. Luan , Longxiang Gao , Zhi Li , Yang Xiang , Guiyi Wei , Limin Sun

The proliferation in data volume and processing requests calls for a new breed of on-demand computing. Fog computing is proposed to address the limitations of cloud computing by extending processing and storage resources to the edge of the…

Networking and Internet Architecture · Computer Science 2019-04-24 Hatem A. Alharbi , Taisir E. H. Elgorashi , Jaafar M. H. Elmirghani

Deep Neural Networks (DNNs) have served as a catalyst in introducing a plethora of next-generation services in the era of Internet of Things (IoT), thanks to the availability of massive amounts of data collected by the objects on the edge.…

Networking and Internet Architecture · Computer Science 2021-05-10 Barzan A. Yosuf , Sanaa H. Mohamed , Mohamed Alenazi , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani