Vol. 50 No. 12 (2026): Online-only issue

DOI: https://doi.org/10.31449/inf.v50i12

Published: 05/13/2026

Interpretable Machine Learning Framework for Early-Stage Potato Yield Forecasting Using Climatic Features in Bangladesh

MD Jiabul Hoque, Nor Hidayati Binti Abdul Aziz, Sumayea Benta Hasan, Md. Khaliluzzaman
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ATT-LCNN: An Attention-Enhanced Lightweight CNN for Acoustic Signal-Based Municipal Pipeline Leak Detection

Mingjie Liang, Cuimei Li
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AI-Blockchain Integrated Trusted Interaction Mechanism... Informatica 50 (2026) 411–426 411 AI-Blockchain Integrated Trusted Interaction Mechanism for Enhanced Network Security

Xulei Gao
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Adaptive UAV Inspection and Path Planning for Distribution Networks Using Multi-Agent Deep Reinforcement Learning

Tingting Yang, Xin Wang
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Predicting Loess Collapsibility Using Grey Relational Analysis and Transformer Networks Zeliang Chen Lanzhou New Area Urban Construction Engineering Co., Ltd., Lanzhou 73000, China

Zeliang Chen
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Development of a Federated Learning and Knowledge Graph-Based Personalized E-Commerce Recommendation System Using PTB-MFA

Li Jianmin, Yang Jinmei
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IoT Privacy Protection Scheme Based on Hyperledger Fabric

Weiyan Feng, Li Zhang, Xin Zhao
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Adaptive Warehouse Task Allocation Using Stacked Surrogate Models and Active Learning with Simulation-Based Validation

HuijuanHao
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Adaptive Navigation for Robots Based on Object Relationship Reasoning and Reinforcement Learning

Jianguo Zhang, Ziran Jia, Wenxing Sun, Duanjiao Li, Yun Chen, Junwen Yao, Jianming Liu, Yongchao Liang, Ning Ding
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Fusion of Improved LSTM with Graph Attention Networks for Malicious IoT Traffic Detection

Yonghong Li
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Credit Evaluation of Supply Chain Partners Using Ensemble Learning and Conditional GANs

Dan Cui
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IoT and Multi-Source Data-Driven Intelligent Warehouse Optimization Using KMA-RDTC

Jiping Liu, Chenxiao Liu
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ADRL-VPP: An Adaptive Deep Reinforcement Learning Framework for Load Regulation in Virtual Power Plants

Cong Zhang, Jin Wang, Lu Lin, Xiaoyi Wang, Yuxuan Li, Yue Ban
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Abnormal Traffic Detection in Industrial Control Networks Using a CNN-LSTM Fusion Model

Dinghui Lyu
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Comparative Analysis of Transformer-Based and Neural Network Models for Emotion Detection in Tweets

Bin Zhang, Xi Yang, Chen Zhang, Tangsen Huang
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API Interception-Based GPU Virtualization for Containerized HPC Workloads in Cloud Environments

Ming Lu, Heng Wu, Rongzhou Luo
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Digital Twin-Based Multimodal Data Fusion for Health Monitoring in Smart Elderly Care Platforms

Zhe Li, Jinhao Liang, Yu Zhang
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An Agent-Based Simulation Framework for Clinical Management Integrating Fuzzy Logic-Based Patient Satisfaction Evaluation

Amadou DIABAGATE, Yazid Hambally Yacouba, Awa FOFANA, Abdellah AZMANI, Adama COULIBALY
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A Hybrid AI Framework Combining Causal Nonmonotonic Reasoning with VMD-GNN and IGWO-DBN for Decision-Making under Big Data

Hui Li, Chao Xv, Ruijuan Liu
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STC-RL: A Spatiotemporal Control Framework for Intelligent Environmental Regulation in Automated Warehousing Using IoT and Deep Learning

Xiaosa Zhou
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Gold Price Forecasting with a Hybrid Queuing Search Algorithm and Extreme Gradient Boosting Regressor Model

Yingying Dai
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Swarm-Optimized Ensemble Learning for Intrusion Detection using CICIDS2018 and UNSW-NB15

Wafa Kareem Abdullah, Idress Mohammed Husien
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Topology and Detailing in Personalized 3D Garment Modeling Through Neural Implicit Representations and Constraining GANs

Fengyi Liu, Jie Ren, Siru Liu
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Ensemble Feature Fusion of VGG16, ResNet50, and Vision Transformer for Pneumonia Detection in Chest X-ray Images

Deepa A B, Varghese Paul
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Research on System Software Fault Data Analysis and Diagnosis Improvement Based on ISOA-SVM

ZhenXiong Yan
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Elevator Fault Prediction and Adaptive Maintenance Using Nonlinear IoT with CNN-LSTM and BP Neural Networks

Wei Yao
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TAU-PSO: A Transferable Attention U-Net with Particle Swarm Optimization for Optic Cup-Disc Segmentation in Fundus Images

Saba Sheiba, Dr. Neelakantappa M
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Vol. 50 No. 12 (2026): Online-only issue

Interpretable Machine Learning Framework for Early-Stage Potato Yield Forecasting Using Climatic Features in Bangladesh

ATT-LCNN: An Attention-Enhanced Lightweight CNN for Acoustic Signal-Based Municipal Pipeline Leak Detection

AI-Blockchain Integrated Trusted Interaction Mechanism... Informatica 50 (2026) 411–426 411 AI-Blockchain Integrated Trusted Interaction Mechanism for Enhanced Network Security

Adaptive UAV Inspection and Path Planning for Distribution Networks Using Multi-Agent Deep Reinforcement Learning

Predicting Loess Collapsibility Using Grey Relational Analysis and Transformer Networks Zeliang Chen Lanzhou New Area Urban Construction Engineering Co., Ltd., Lanzhou 73000, China

Development of a Federated Learning and Knowledge Graph-Based Personalized E-Commerce Recommendation System Using PTB-MFA

IoT Privacy Protection Scheme Based on Hyperledger Fabric

Adaptive Warehouse Task Allocation Using Stacked Surrogate Models and Active Learning with Simulation-Based Validation

Adaptive Navigation for Robots Based on Object Relationship Reasoning and Reinforcement Learning

Fusion of Improved LSTM with Graph Attention Networks for Malicious IoT Traffic Detection

Credit Evaluation of Supply Chain Partners Using Ensemble Learning and Conditional GANs

IoT and Multi-Source Data-Driven Intelligent Warehouse Optimization Using KMA-RDTC

ADRL-VPP: An Adaptive Deep Reinforcement Learning Framework for Load Regulation in Virtual Power Plants

Abnormal Traffic Detection in Industrial Control Networks Using a CNN-LSTM Fusion Model

Comparative Analysis of Transformer-Based and Neural Network Models for Emotion Detection in Tweets

API Interception-Based GPU Virtualization for Containerized HPC Workloads in Cloud Environments

Digital Twin-Based Multimodal Data Fusion for Health Monitoring in Smart Elderly Care Platforms

An Agent-Based Simulation Framework for Clinical Management Integrating Fuzzy Logic-Based Patient Satisfaction Evaluation

A Hybrid AI Framework Combining Causal Nonmonotonic Reasoning with VMD-GNN and IGWO-DBN for Decision-Making under Big Data

STC-RL: A Spatiotemporal Control Framework for Intelligent Environmental Regulation in Automated Warehousing Using IoT and Deep Learning

Gold Price Forecasting with a Hybrid Queuing Search Algorithm and Extreme Gradient Boosting Regressor Model

Swarm-Optimized Ensemble Learning for Intrusion Detection using CICIDS2018 and UNSW-NB15

Topology and Detailing in Personalized 3D Garment Modeling Through Neural Implicit Representations and Constraining GANs

Ensemble Feature Fusion of VGG16, ResNet50, and Vision Transformer for Pneumonia Detection in Chest X-ray Images

Research on System Software Fault Data Analysis and Diagnosis Improvement Based on ISOA-SVM

Elevator Fault Prediction and Adaptive Maintenance Using Nonlinear IoT with CNN-LSTM and BP Neural Networks

TAU-PSO: A Transferable Attention U-Net with Particle Swarm Optimization for Optic Cup-Disc Segmentation in Fundus Images

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