JoWUA

Volume 17

Early Detection of Multilingual Mental Health Depression Using Pretrained Transformers and Machine Learning

Authors: Ali Sami Azeez, Osama Abduljaleel Ali, Nawar Abbood Fadhil, and Dr. Ali Mohammed Sahan

DOI: 10.58346/JOWUA.2026.I1.016

Pages: 274-293

Keywords: Multilingual Depression Detection, Mental Health Analytics, Social Media Mining, Transformer Models, XLM-RoBERTa, Machine Learning, Natural Language Processing, Digital Mental Health.

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Adaptive Federated Learning Algorithm for Privacy-Preserving Personalized Learning in E-Learning Systems with Dynamic User Interactions

Authors: Ilhom Rizayev, Akhror Eshmuhamatov, Fotima Abdullayeva, Ilyos Rustamov, Sherzod Zakirxodjaev, Komiljon Gulyamov, and Khurshida Tillakhodjaeva

DOI: 10.58346/JOWUA.2026.I2.016

Pages: 283-296

Keywords: Adaptive Federated Learning, Privacy-Preserving E-Learning, Personalized Learning Systems, Wireless Mobile Networks, Secure Model Aggregation, Dynamic User Interaction, Distributed Machine Learning.

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Bayesian-Enhanced LSTM for Channel Estimation and Spectrum Sensing in Cognitive Radio Sensor Networks with NOMA

Authors: Asha Sugumar, and Dr. Janani Selvaraj

DOI: 10.58346/JOWUA.2026.I1.017

Pages: 294-310

Keywords: Cognitive Radio Sensor Networks (CRSN), Non-Orthogonal Multiple Access (NOMA), Bayesian Neural Networks (BNNs), Long Short-Term Memory (LSTM), Channel Estimation, Spectrum Sensing.

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Quantum-Inspired Reinforcement Learning for Adaptive Semiconductor Wafer Probing in Multi-Die Environments

Authors: Srinivasa Rao Gondi

DOI: 10.58346/JOWUA.2026.I2.017

Pages: 297-323

Keywords: Quantum-Inspired Reinforcement Learning (QIRL), Semiconductor Wafer Probing, Multi-Die Testing, Defect Detection and Localization, Adaptive Test Optimization, Digital Twin Simulation.

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Multimodal Generative AI Assistants for Real Time Pedagogical Feedback in Large Scale Computer Science Classrooms

Authors: Rayxona Tillayeva, Kamola Raimova, Gafur Namazov, Farkhad Usmanov, Nozima Nasriddinova, Gulchekhra Khazratova, and Feruza Baymanova

DOI: 10.58346/JOWUA.2026.I1.018

Pages: 311-329

Keywords: Multimodal Generative AI, Technology Acceptance Model, Real-Time Pedagogical Feedback, Intelligent Tutoring Systems, AI Tutoring, Student Engagement, Learning Analytics.

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An Optimized Hybrid Deep Ensemble Multi Classifier Model for Lung Disease Classification

Authors: V.G. Sreena, Dr.D. Narain Ponraj, P.L. Deepa, Dr. Xiao-Zhi Gao, and Dr. Tony Jose

DOI: 10.58346/JOWUA.2026.I2.018

Pages: 324-344

Keywords: Classification, Stacked Ensemble, Lung Disease, Deep Learning, Hybrid Model, Average and Weighted Average Ensemble.

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Edge-Enabled Deep Convolutional Neural Networks for Real-Time Fruit Defect Detection in Mobile and Wireless Sensor Networks

Authors: Trinugi Wira Harjanti

DOI: 10.58346/JOWUA.2026.I1.019

Pages: 330-351

Keywords: Deep Convolutional Neural Network, Fruit Image Processing, Defect Detection, GoogleNet, Transfer Learning, Data Augmentation.

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A Hybrid Attention-Driven Generative Adversarial Network for High-Fidelity Medical Image Synthesis

Authors: Suresh Sappa, and Dr.R. Tamilkodi

DOI: 10.58346/JOWUA.2026.I2.019

Pages: 345-361

Keywords: Generative Adversarial Networks (GANs), Medical Image Synthesis, Hybrid Attention, Deep Learning, Clinical Decision Support, Multi-Scale Learning.

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Development of an Optimized Deep Learning Model for Automated Detection of Pigeon Pea Leaf Diseases Using Convolutional Neural Network

Authors: Anupam Patil, and Dr. Virupakshappa

DOI: 10.58346/JOWUA.2026.I1.020

Pages: 352-372

Keywords: Leaf Images, Modified Convolutional Neural Network, Resnet50, Classification Systems, and Mobilenetv2.

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Cross-Layer Resource Allocation Algorithm Using Reinforcement Learning for Optimized Performance in Cloud-Based E-Learning Systems

Authors: Feruza Zakirova, Nafisa Samatova, Nilufar Esanmuradova, Murot Inatov, Nilufar Karimova, Muqaddas Isakova, and Hafiza Aslanova

DOI: 10.58346/JOWUA.2026.I2.020

Pages: 362-375

Keywords: Cross-Layer Resource Allocation, Reinforcement Learning, Cloud-Based E-Learning, Quality of Service Optimization, Wireless Cloud Networks, Intelligent Resource Management, Adaptive Workload Balancing.

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