Future University In Egypt (FUE)

Staff Research

Paper Title :
Author : NEVEEN IBRAHIM MOHAMED GHALI
CoAuthors : SHEREEN A. EL-AAL, AHMED A. A. GAD-ELRAB, AFAF A. S. ZAGHROUT
Source : Journal of Theoretical and Applied Information Technology
Date of Publication : 09/2020
Abstract : Recently, Internet of Things (IoTs) influences every aspect of human daily lives through intelligent systems as healthcare, traffic management, and smart building. These IoTs systems depend on contextualization of collecting data through context aware system to gain knowledge by using context reasoning. context reasoning is a way for deducing knowledge and providing better understanding of the collected raw data. Context reasoning is commonly carried out at the cloud due to its high processing capabilities. However, the main challenges of using cloud are high latency time and resource consumption. To meet these challenges, Fog computing is proposed as an intermediate layer between the IoTs devices and the cloud layer to comply IoTs requirements of latency time reduction and resource consumption by deploying services to the fog layer. In this paper a new context reasoning model is proposed based on three previously defined Deep Learning (DL) models which are GoogleNet, ResNet101 and DenseNet201, the results obtained in three cases are compared in cloud and cloud/fog environments. The conducted simulation experiments with fog showed that the proposed cloud/fog model can reduce the time delay, execution time, and energy consumption with good classification accuracy which is up to 96%. These reduction values are 4%, 10%, and 94%, respectively, less than values by using cloud layer.
Download PDF
BACK
  • Research Centers

    With the growing emphasis on collaborative and interdisciplinary science, Research Centers have become indispensable to highly ranked universities. They gain their importance from the outstanding role they play in enhancing the academic activities, in general, and post graduate reputation and scientific ranking in particular. Realizing this fact, Future University in Egypt (FUE) have decided and allocated sufficient funds and infrastructure to establish FUE Research Center (FUERC) having the following vision, mission, and goals

    read more
  • Continuing Education

    Future University in Egypt’s Department of Continuing Education (DCE) is dedicated to bridging the gap between the capabilities

    read more
  • FUE Pharmaceutical Factory

    The Future Factory for Industrial Training’s (FFIT) aim is to be recognized for its unique training facility as well as its advanced techniques. As a result, we established a training pharmaceutical plant, that provides an actual simulation of an industrial atmosphere with the processes and procedures that take place in the manufacturing world.

    read more
  • FUE Dental Hospital

    FUE has maintained a highly reputable dental faculty over the years, therefore the development of the Dental Hospital is a step towards the FUE goal of providing the best dental academic programs

    read more
Community service unit at Faculty of Pharmaceutical Sciences and Pharmaceutical Industries, launches Q&A about Covid-19.

Community service unit at Faculty of Pharmaceutical Sciences and Pharmaceutical Industries, launches Q&A about Covid-19.

COVID-19 Awareness
FUEscientificJournals

VISIT FUE

Take a step to<br>Future<br>For a better future

Address

End of 90th St., Fifth Settlement,
New Cairo, Egypt

Hotline

Inside Egypt: 16383 (16FUE)

Outside Egypt: +20216383, +2026186100

Copyright © 2023 [Future University in Egypt]. All rights reserved.