Future Industrial Internet

This book constitutes the proceedings of the Third Future Industrial Internet Symposium, FII 2025, held in Nanjing, China, on August 21, 2025.

The 12 full papers and 6 short paper included in this book were carefully reviewed and selected from 75 submissions. They focus industrial internet and associated fields, showcasing the most recent technologies and academic achievements in the industrial internet domain.

Inhalt

.- UDD: A Unified Distribution-Aware Dataset Distillation Framework for the Industrial Internet of Things.

.- MeterGPT: Prompting Multi-modal Large Language Model for Zero-shot Analog Meter Reading.

.- Intelligent Manufacturing Quality Management Based on ZTE Nebula Large Model.

.- A Multimodal Deep Learning-Based Method for Service Security Risk Detection in the Industrial Internet of Things Edge.

.- System Entropy Reduction Based Intellicise Transmission and Organization Methods in Industrial Networks.

.- Ensemble Broad Learning System for Bearing Fault Diagnosis.

.- Incremental semi-supervised kernel broad learning system for industrial fault detection.

.- Enhancing Time Series Forecasting through Feature Extraction and Multimodal Alignment with Large Language Models.

.- Simulation-Enhanced Remaining Useful Life Prediction with Structure-Aware Attention and Adaptive Horizon Control.

.- Research on Machine-Learning-Based Quality Prediction for Test Stations.

.- LISTA-Transformer model based on sparse coding and attention mechanism and its application in fault diagnosis.

.- STCC-Coupled Industrial Network Systems: Integrated Architecture and Task-Aware Timeliness Metrics.

.- A Seasonal-trend Structured Multi-variate Multi-step Prediction Model for Wastewater Influent Variables.

.- An Informer-Based Masked Granger Causality Framework for Causality Analysis in Wastewater Treatment.

.- Bearing Fault Diagnosis with Large Language Models Based on Dynamic Graph Structure and Knowledge Graph.

.- Wireless Environment Knowledge Modeling and Validation for Digital Twin Channel in IIoT Scenarios.

.- Fixed-time synchronization of multi-layer networks via Hölder continuous in Industrial Manufacture.

.- Inference and Decision Technologies for Wireless Coverage and Audio-Visual Multimodal Fusion in the Industrial Internet: Challenges and Trends.