Vol 6, No 4

December 2025

DOI: https://doi.org/10.47738/jads.v6i4

Table of Contents

Articles

Progressive Massive Fibrosis Detection Using Generative Adversarial Networks and Long Short-Term Memory
Suhendro Y. Irianto, Sri Karnila, M.S. Hasibuan, Deshinta Arrova Dewi, Tri Basuki Kurniawan, Hendra Kurniawan
Abstract: 596 Viewers 10.47738/jads.v6i4.707
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2298-2311
Enhancing Sustainable Biogas Generation Through a Real-Time Digital Twin of a Modular Bioreactor
Bauyrzhan Amirkhanov, Murat Kunelbayev, Sabina Issa, Gulshat Amirkhanova, Tomiris Nurgazy, Ainur Zhumasheva, Ongarbek Alipbeki
Abstract: 492 Viewers 10.47738/jads.v6i4.779
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2312-2331
Development of a Smart Lung Health Monitoring System Using Sensors and Data Analytics for Early Disease Detection
Gulnur Tyulepberdinova, Murat Kunelbayev, Gulshat Amirkhanova, Meruyert Sakypbekova, Saltanat Adilzhanova, Ardak Tolepberdinova
Abstract: 454 Viewers 10.47738/jads.v6i4.857
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2332-2350
Unsupervised Neural Networks for Breast Cancer Clustering: A Comparative Study of RBMs and SOMs with Interpretability Metrics
Mekki Soundes, Labdaoui Ahlam
Abstract: 390 Viewers 10.47738/jads.v6i4.860
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2351-2360
Structural Equation Modeling Factors That Influence Online Course Acceptance in University Students
Yuniansyah Yuniansyah, Febria Sri Handayani, Eka Hartati, Yarza Aprizal
Abstract: 479 Viewers 10.47738/jads.v6i4.863
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2361-2375
Spatio-Temporal Variation in Bus Service Satisfaction and Policy Implications: A Case-Based Study in an Emerging Urban Area
Nguyen Thi Ngoc Nga, Hai Nguyen Minh
Abstract: 366 Viewers 10.47738/jads.v6i4.879
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2376-2390
Digital Platform Utilization and ICT Literacy on Global Market Access among MSMEs: The Mediating Role of Digital Business Readiness and the Moderating Effect of Government Support
Yusmedi Nurfaizal, Arief Adhy Kurniawan, Hellik Hermawan, Dhanar Intan Surya Saputra, Siti Nahla Amalina, Luqyana Nida Hafshah
Abstract: 518 Viewers 10.47738/jads.v6i4.893
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2391-2406
Optimization of Machine Learning Models for Risk Prediction of DHF Spread to Support Management Strategies in Urban Areas
Yesica Devis, Muhamadiah Muhamadiah, Yulanda Yulanda, Yuda Irawan, Refni Wahyuni
Abstract: 384 Viewers 10.47738/jads.v6i4.898
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2407-2420
A Comparative Study of Machine Learning Approaches to Megathrust Earthquake Prediction in Subduction Zones
Wella Wella, Ririn Ikana Desanti, Suryasari Suryasari
Abstract: 483 Viewers 10.47738/jads.v6i4.904
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2421-2435
Clustering-Based Adaptive UX in E-Learning Systems: Aligning Microservices with the 4C Framework
Poetri Lestari Lokapitasari Belluano, Syaad Patmanthara, Muhammad Ashar, Fachrul Kurniawan, Gulsun Kurubacak
Abstract: 381 Viewers 10.47738/jads.v6i4.884
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2436-2448
A Data-Driven Mixed Integer Nonlinear Programming Model for Cost-Optimal Scheduling of Perishable Production and Workforce
Mimmy Sari Syah Putri, Herman Mawengkang, Saib Suwilo, Tulus Tulus
Abstract: 378 Viewers 10.47738/jads.v6i4.1019
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2449-2460
Air Pollution Forecasting in Almaty using Ensemble Machine Learning Models
Lyazat Naizabayeva, Gulbakyt Sembina, Alibek Aliman, Maxatbek Satymbekov, Nazym Barlykbay, Nurgul Seilova
Abstract: 465 Viewers 10.47738/jads.v6i4.821
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2461-2476
AI-Driven Mobile Application for Self-Monitoring Personalized Premenstrual Symptoms and Risk Assessment of Depressive Crises in Female University Students
Pratya Nuankaew, Jidapa Sorat, Jindaporn Intajak, Jirapron Intajak, Wongpanya S. Nuankaew
Abstract: 428 Viewers 10.47738/jads.v6i4.881
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2477-2494
Application of Convolutional Neural Networks for Automated Iris Edge Detection in Sleepiness Monitoring during Blended Learning
Tukino Tukino, Yuhandri Yuhandri, Sumijan Sumijan
Abstract: 375 Viewers 10.47738/jads.v6i4.882
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2495-2516
Optimizing The XGBoost Model with Grid Search Hyperparameter Tuning for Maximum Temperature Forecasting
Sugiarto Sugiarto, I Gede Susrama Mas Diyasa, Denisa Septalian Alhamda, Rangga Laksana Aryananda, Allan Ruhui Fatmah Sari, Hanifudin Sukri, Deshinta Arrowa Dewi
Abstract: 531 Viewers 10.47738/jads.v6i4.885
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2517-2529
Moodle-based Blended Learning: Factors Influencing the Behavioral Intention of Undergraduate Students
Fayez Khazalah, Saif Addeen Alrababah, Ayman Mansour, Tarik Alafif
Abstract: 358 Viewers 10.47738/jads.v6i4.888
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2530-2548
A Data-Driven MINLP Approach for Enhancing Sustainability in Blockchain-Enabled e-Supply Chains
Afif Badawi, Syahril Efendi, Tulus Tulus, Herman Mawengkang
Abstract: 366 Viewers 10.47738/jads.v6i4.889
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2549-2564
Enhancing Autonomous Vehicle Navigation in Urban Traffic Using CNN-Based Deep Q-Networks
Agus Perdana Windarto, Solikhun Solikhun, Anjar Wanto
Abstract: 380 Viewers 10.47738/jads.v6i4.896
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2565-2581
Enhanced Detection of Consumer Behavioral Shifts in E-Commerce Platforms with Transformer-Based Algorithms
Rahmad B.Y Syah, Maricha Elveny, Soleh Darmansyah, Lia Silviana
Abstract: 369 Viewers 10.47738/jads.v6i4.907
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2582-2593
An Artificial Neural Network-Based Geo-Spatial Model for Real-Time Flood Risk Prediction Using Multi-Source High-Resolution Data
RZ Abdul Aziz, Ramadhan Nurpambudi, Riko Herwanto, Muhammad Said Hasibuan
Abstract: 355 Viewers 10.47738/jads.v6i4.913
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2594-2606
Stacking Ensemble with SMOTE for Robust Agricultural Commodity Price Prediction under Imbalanced Data
Yessica Siagian, Jeperson Hutahaean, Neni Mulyani
Abstract: 337 Viewers 10.47738/jads.v6i4.916
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2607-2622
Enhancing U-Net for Wrist Fracture Segmentation in X-ray Images using Adaptive Callbacks and Weighted Loss Functions
Teuku Radillah, Sarjon Defit, Gunadi Widi Nurcahyo
Abstract: 352 Viewers 10.47738/jads.v6i4.952
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2623-2635
Mobile-Based AI Platform Integrating Image Analysis and Chatbot Technologies for Rice Variety and Weed Classification in Precision Agriculture
Wongpanya S. Nuankaew, Saweewan Kuisonjai, Raksita Keawruangrit, Pratya Nuankaew
Abstract: 272 Viewers 10.47738/jads.v6i4.918
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2636-2650
A Hybrid LSTM–Stacking–SMOTE Model for Weather-Aware Palm Oil Price Prediction Addressing Data Imbalance and Forecast Accuracy
Kusmanto Kusmanto, S Subagio, Erni Manja
Abstract: 294 Viewers 10.47738/jads.v6i4.922
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2651-2665
YOLOv12 Model Optimization for Monitoring Occupational Health and Safety in Hospital Archive Rooms
Doni Jepisah, Haryani Octaria, Muhamadiah Muhamadiah, Yuda Irawan
Abstract: 256 Viewers 10.47738/jads.v6i4.936
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2666-2681
SAGOMECON: An Adaptive ε-Constraint-Based Optimization Method for Multi-Criteria Decision-Making in Collaborative Industrial Networks
M Mesran, Poltak Sihombing, Syahril Efendi, Muhammad Zarlis
Abstract: 252 Viewers 10.47738/jads.v6i4.941
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2682-2695
Adaptive Neural Collaborative Filtering with Textual Review Integration for Enhanced User Experience in Digital Platforms
Lusiana Efrizoni, Edwar Ali, Hadi Asnal, Junadhi Junadhi
Abstract: 217 Viewers 10.47738/jads.v6i4.944
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2696-2710
Study of Machine Learning Techniques for Predicting Panic Attacks with EEG and Personalized Binaural Beat Frequencies
Malathy Batumalay, R S Lakshmi Balaji, Thaweesak Yingthawornsuk
Abstract: 234 Viewers 10.47738/jads.v6i4.759
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2711-2725
Comparative Analysis of Novel Deep Reinforcement Learning Methods for Food Distribution Optimization
Jeperson Hutahaean, Yessica Siagian, Endra Saputra
Abstract: 213 Viewers 10.47738/jads.v6i4.956
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2726-2740
Clustering Cadet Training Performance Using K-Means and Ward's Method Evidence from OTMon Maritime Monitoring System
Dian Wahdiana, Ekohariadi Ekohariadi, Ratna Suhartini
Abstract: 161 Viewers 10.47738/jads.v6i4.958
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2741-2757
Modernizing Medicinal Plant Recognition: A Deep Learning Perspective with Data Augmentation and Hybrid Learning
Preeti Nagrath, Malathy Batumalay, Dhruv Saluja, Harsh Kukreja, Devanshi Tegwal, Akash Saini
Abstract: 226 Viewers 10.47738/jads.v6i4.795
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2758-2769
Analyzing the Efficacy of Pose Recognition, YOLOv3, and Deep Learning Techniques for Human Activity Recognition
Ainur Zhumasheva, Madina Mansurova, Gulshat Amirkhanova, Gulnur Tyulepberdinova
Abstract: 164 Viewers 10.47738/jads.v6i4.797
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2770-2780
A Data-Driven Training Kit to Enhance the Note Recording Skills of Music Learners
Thaworada Chantanasut
Abstract: 323 Viewers 10.47738/jads.v6i4.1063
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2781-2791
AMIKOM-RECSYS: Enhancing Movie Recommender System using Large Language Model (ChatGpt), Deep Learning and Probabilistic Matrix Factorization
Hanafi Hanafi, Anik Sri Widowati, Sri Ngudi Wahyuni
Abstract: 218 Viewers 10.47738/jads.v6i4.897
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2792-2809
Toward Improving Knee MRI Image Quality for Single Image Super-resolution
Hafssa Mediani, Salma Tayeb, Soufiana Mekouar, Mohammed Majid Himmi
Abstract: 171 Viewers 10.47738/jads.v6i4.926
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2810-2822
Brushstroke Classification from Oil Painting Images Using Convolutional Neural Networks for Tool Optimization
Suraphan Chantanasut
Abstract: 250 Viewers 10.47738/jads.v6i4.1081
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2823-2832
Hybrid CNN Approach for Post-Disaster Building Damage Classification Using Satellite Imagery
Sahat Sonang, Y Yuhandri, Muhammad Tajuddin
Abstract: 248 Viewers 10.47738/jads.v6i4.931
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2824-2837
An Explainable Credit Card Fraud Detection Model using Machine Learning and Deep Learning Approaches
Mona Alkhozae, Miada Almasre, Abeer Almakky, Reemah M. Alhebshi, Amani Alamri, Widad Hakami, Lamia Alshahrani
Abstract: 513 Viewers 10.47738/jads.v6i4.962
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2838-2857
Explaining Students' Digital Entrepreneurial Behavior: The Role of Social Media Adoption in an Integrated TPB–UTAUT Model
Elissa Dwi Lestari, Florentina Kurniasari, Davina Natania, Alvin Yuan Kurniawan, Hendro Budiyanto
Abstract: 344 Viewers 10.47738/jads.v6i4.965
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2858-2875
A Hybrid GRG-Neighborhood Search Model for Dynamic Multi-Depot Vehicle Routing in Disaster Logistics
Dedy Hartama, Poningsih Poningsih, Lili Tanti
Abstract: 263 Viewers 10.47738/jads.v6i4.973
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2876-2890
ACLM Model: A CNN-LSTM and Machine Learning Approach for Analyzing Tourist Satisfaction to Improve Priority Tourism Services
Ulya Ilhami Arsyah, Mutiana Pratiwi, Harfeby Fryonanda, M. Khairul Anam, Munawir Munawir
Abstract: 223 Viewers 10.47738/jads.v6i4.974
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2891-2906
Classification of Batak Toba Ulos Motifs Based on Transfer Learning with MobileNetV2
Tonni Limbong, Gonti Simanullang, Parasian DP. Silitonga, Donalson Silalahi
Abstract: 673 Viewers 10.47738/jads.v6i4.1036
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2907-2920
Multimodal Deep Learning and IoT Sensor Fusion for Real-Time Beef Freshness Detection
Bambang Kurniawan, Refni Wahyuni, Yulanda Yulanda, Yuda Irawan, Muhammad Habib Yuhandri
Abstract: 405 Viewers 10.47738/jads.v6i4.977
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2921-2937
Hybrid Multi-Objective Metaheuristic Machine Learning for Optimizing Pandemic Growth Prediction
Adiwijaya Adiwijaya, Syafrial Fachri Pane, Mahmud Dwi Sulistiyo, Alfian Akbar Gozali
Abstract: 237 Viewers 10.47738/jads.v6i4.981
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2938-2958
IoT-Enabled Supervised Learning-Based Prediction Model for Smart Instrumentation Controllers in Signal Conditioning Systems
S. Prakash, B Kalaiselvi, M. Batumalay
Abstract: 149 Viewers 10.47738/jads.v6i4.803
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2959-2973
Image-Based Fish Freshness Classification Using Two-Phase Transfer Learning with Deep Learning Fusion Model
Ellya Helmud, Catur Edi Widodo, Oky Dwi Nurhayati
Abstract: 281 Viewers 10.47738/jads.v6i4.988
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2974-2988
Hybrid Ensemble Learning with SMOTEENN and Soft Voting for Stunting Risk Prediction: A SHAP-Based Explainable Approach
Nuwairy El Furqany, Muhammad Subianto, Asep Rusyana
Abstract: 633 Viewers 10.47738/jads.v6i4.829
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2989-3004
Egg Weight Estimation Based on Image Processing using Mask R-CNN and XGBoost
Jasman Pardede, Muhammad Fadlansyah Zikri Akhiruddin Rawosi, Anisa Putri Setyaningrum, Rizka Milandga Milenio, Chalifa Chazar
Abstract: 279 Viewers 10.47738/jads.v6i4.1004
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3005-3016
Understanding Teacher Retention through the Lens of Job Satisfaction: An Empirical Study of Organizational and Human Resource Management in Chinese Universities
Xie Xiao Hui, Teetut Tresirichod
Abstract: 166 Viewers 10.47738/jads.v6i4.996
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3017-3029
Exploring User Experience of an Interactive LMS for Green Entrepreneurship: An Empirical Study of the GEJUR Platform
Florentina Kurniasari, Jansen Wiratama, Elissa Dwi Lestari, Andrey Andoko, Antonius Sony E N, Muhammad Fadhlan, Yohanes Brian Caesaryano Lala, Fayed Abdul Hakim, Akhmad Zainal Mubarak
Abstract: 250 Viewers 10.47738/jads.v6i4.1041
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3030-3045
Acceptance and Success Model for AI Use in Higher Education: Development, Instrument Decomposition, and Its Triangulation Testing
Aang Subiyakto, Muhammad Q Huda, Nashrul Hakiem, Hendra B Suseno, Viva Arifin, Agus N Azmi, Asrul Sani, Dwi Yuniarto, Muhammad S Hartawan, Agung Suryatno, Muji Muji, Fachrul Kurniawan, Ririen Kusumawati, Naeem A Balogun, Abd. Rahman Ahlan
Abstract: 1045 Viewers 10.47738/jads.v6i4.619
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3046-3059
Optimized AI-IoT Solution for Real-Time Pest Identification in Smart Agriculture
Aasha Nandhini S, R. Karthick Manoj, M. Batumalay
Abstract: 149 Viewers 10.47738/jads.v6i4.810
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3060-3074
Dynamic Model for Budget Allocation in via Multi-Criteria Optimization
Sembina Gulbakyt, Abdualiyev Almaz, Sagnayeva Saule, Yoldash Suhrab
Abstract: 162 Viewers 10.47738/jads.v6i4.935
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3075-3088
Enhancing VIX Shock Prediction via a Probabilistic Attention Transformer
Jin Su Kim, Zoonky Lee
Abstract: 252 Viewers 10.47738/jads.v6i4.947
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3089-3105
Applied Data Science for Exploring Multi-Channel Retail Service Quality Affecting Customer Satisfaction and Loyalty at Commercial Banks
Man Thi Le, Tam Phan Thanh
Abstract: 189 Viewers 10.47738/jads.v6i4.1134
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3106-3122