JoWUA

Volume 16

Machine Learning Based Vehicle Traffic Patterns Prediction Model (ML-VTPM) With Mobile Crowd Sensing for Transportation System

Authors: V. Mohammed Hussain, Dr.A. Abdul Azeez Khan, Dr. Javubar Sathick, Dr. Arun Raj, and Dr.A. Haja Alaudeen

DOI: 10.58346/JOWUA.2025.I1.001

Pages: 1-25

Keywords: Machine Learning (ML), Mobile Crowd Sensing (MCS), K-means Clustering, Internet of Things (IoT).

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Optimal Ensemble Learning with Meta-heuristics for Multiclass Classification of Syscall-Binder Interactions in Mobile Applications

Authors: Dr. Mohammad Othman Nassar and Feras Fares Al-Mashagba

DOI: 10.58346/JOWUA.2025.I1.002

Pages: 26-48

Keywords: Ensemble Learning, Syscall-Binder Interactions, Android Security, Multiclass Classification, Meta-heuristics, Mobile Application Threats.

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Cyber Attack Recognition in an Internet of Things-Enabled Environment Using a Hybrid Optimised Deep Learning Approach

Authors: Boyella Mala Konda Reddy, Dr.A. Abdul Azeez Khan, Dr.K. Javubar Sathick and Dr.L. Arun Raj

DOI: 10.58346/JOWUA.2025.I1.003

Pages: 49-71

Keywords: Cyber-Attack, Deep Learning, Optimized Deep Hybrid Attack Detection, Convolutional Neural Network, Deep Belief Network, and Sea Crow Endorsed Elephant Herding Optimization.

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Latent Fingerprint Enhancement and Segmentation Through Advanced Deep-Learning Techniques

Authors: Poornima E Gundgurti and Dr. Shrinivasrao B Kulkarni

DOI: 10.58346/JOWUA.2025.I1.004

Pages: 72-93

Keywords: Latent Overlap Fingerprint, Mask RCNN, Edge Directional Total Variation Model (EDTV), Normalization, Segmentation.

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Multi-Scale Attention-based Wireless Network Algorithm for Enhancing Language Learning Outcomes

Authors: Dr. Salima Rustamiy, Nargis Kurbanazarova, Gulbakhor Atayeva, Dildora Khashimova, Mohinakhon Khamidova, Mohira K. Usmanova, Feruza Mamatova and Dildora Avezova

DOI: 10.58346/JOWUA.2025.I1.005

Pages: 94-103

Keywords: Multi-Scale Attention, Wireless Network, Language Learning, Education.

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WiFi-based Intelligent Wireless Sensing for Privacy-Preserving Human Behavior Recognition under AIoT Architecture

Authors: Haoda Wang, Liang Lin, Huakun Huang, Lingjun Zhao, Zhuotao Lian and Chunhua Su

DOI: 10.58346/JOWUA.2025.I1.006

Pages: 104-120

Keywords: Privacy Protection, Wireless Sensing, Human Behavior Recognition, Machine Learning, IoT.

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Development and Implementation of Wideband Elliptical Ring Microstrip Antennas for 5G and X-Band Use

Authors: Dr. Ranya M. Dawood, Dr. Raed M. Shaaban, Dr. Ra’ed Malallah and Zeki A. Ahmed

DOI: 10.58346/JOWUA.2025.I1.007

Pages: 121-133

Keywords: Microstrip, Band Width, Dual-Band, 5g, X-Band.

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Student Engagement Analysis using Bi-Up Sampling Feature Pyramid Network with Inter Cross Coordinate Self Attention

Authors: A. Naveen, I. Jeena Jacob and Ajay Kumar Mandava

DOI: 10.58346/JOWUA.2025.I1.008

Pages: 134-153

Keywords: Machine Learning, Deep Learning, Facial Expression.

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Image Encryption Using Modified Serpent Algorithm and Harris Hawks Optimization

Authors: Mohammed Salih Mahdi, Wijdan Rashid Abdulhussien, Hayder Najm and Ahmed Saad Mohammed Aloqali

DOI: 10.58346/JOWUA.2025.I1.009

Pages: 154-171

Keywords: Data Security, Image Encryption, Artificial Intelligence, Nature-inspired Optimization, Serpent Algorithm, Sponge Function, SHA-3, Harris Hawks Optimization.

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Drone Image Localization by Faster R-CNN Algorithm and Detection Accuracy

Authors: Maysoon Khazaal Abbas Maaroof and Med Salim Bouhlel

DOI: 10.58346/JOWUA.2025.I1.010

Pages: 172-189

Keywords: Unmanned Aerial Vehicles, CNN, Faster R-CNN, Accurate Object Detection, and Image-Based Localization.

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