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Intrusion detection approach for cloud and IoT environments using deep learning and Capuchin Search Algorithm
Faculty
Science
Year:
2023
Type of Publication:
ZU Hosted
Pages:
Authors:
Rehab Aly Ibrahim Muhammed
Staff Zu Site
Abstract In Staff Site
Journal:
Advances in Engineering Software Elseveir
Volume:
Keywords :
Intrusion detection approach , cloud , , environments using
Abstract:
The Internet of Things (IoT) enabled technology will be adopted to develop smart cities, electronic commerce, electronic learning, electronic health, and other aspects of online activities. IoT enabled pervasive and wide connectivity to many objects and services. Therefore, it is easy to target IoT and cloud malware infection. Thus, cybersecurity is an essential problem to build robust IoT systems. This paper leverages the recent developments of the swarm intelligence (SI) algorithms combined with the advances of deep neural networks to build an efficient intrusion detection system for IoT-cloud based environments. First, deep neural networks are used to obtain optimal features from the IoT IDS data. Then, an efficient feature selection technique is proposed based on a recently developed SI optimizer called Capuchin Search Algorithm (CapSA). The performance of the developed model, called CNN-CapSA, is tested with four IoT-Cloud datasets, namely, NSL-KDD, BoT-IoT, KDD99, and CIC2017. Moreover, we consider extensive empirical comparisons to other optimization algorithms using several classification performance measures. The outcomes verified that the developed approach has a competitive performance overall datasets.
Author Related Publications
Rehab Aly Ibrahim Muhammed, "Image Denoising using K-SVD Algorithm based on Gabor Wavelet Dictionary", International Journal of Computer Applications, 2012
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Rehab Aly Ibrahim Muhammed, "Cooperative Meta-heuristic Algorithms for Global Optimization Problems", Elseveir, 2021
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Rehab Aly Ibrahim Muhammed, "Efficient artificial intelligence forecasting models for COVID-19outbreak in Russia and Brazil", Elseveir, 2021
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Rehab Aly Ibrahim Muhammed, "Automatic clustering method to segment COVID-19 CT images", ٍٍSpringer, 2021
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Rehab Aly Ibrahim Muhammed, "Fractional Calculus-Based Slime Mould Algorithm for Feature Selection Using Rough Set", IEEE, 2021
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Department Related Publications
Heba Ibrahim Mustafa, "Bi Operation and Rough Sets Generalizations", Dixie W Publishing Corporation, U. S. A., 2008
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Alaa Hassan Attia Hassan, "A New Class of Analytic Functions Defined by Using Salagean Operator", Hindawi Publishing Corporation, USA, 2013
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Usama Abdelhamid Ibrahim, "Fuzzy Pairwise Separation Axioms in fuzzy Bitopological spaces", Jöklarannsóknafélag Íslands, 2013
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Huda Ibrahim Sayed Ahmad, ", Multigrid solution of Three Dimensional Biharmonic Equations With Dirichlet Boundary Conditions of Second Kinds", كوريا, 2010
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Huda Ibrahim Sayed Ahmad, "The two variable (G'/G,1/G) -expansion method for finding exact traveling wave solutions of the (3+1) - dimensional nonlinear potential Yu-Toda-Sasa-Fukuyama equation", الصين, 2013
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