This CCIS volume, constitutes the refereed proceedings of the 19th China Conference on Wireless Sensor Networks, CWSN 2025, held in Hangzhou, China, during September 67, 2025.

The 36 full papers were included in this were carefully reviewed and selected from 66 submissions. They focus on the design, implementation, and application of IoT, the exchange and application of theories and technologies on IoT.

Inhalt

.- Internet of Things Theory and Technology.
.- Physical Logic Reconstruction and Weight Allocation Network for DOA Estimation under Low SNR.
.- PMCF-GNN:A Parallel Multi-Channel Fusion Graph Neural Network for Encrypted IoT Traffic Classification.
.- Accelerating SAR-based Sensing for Wide-Area IoT: A Fast and Flexible RMA Framework.
.- HiLoRa: Pushing the Performance Limits in LoRa Networks.
.- Internet of Things Services and Application Technologies.
.- LogSieve: Log Parsing with Selective LLM-Based Template Rectification.
.- LEOCaching: Network Topology-Aware Dynamic Caching in Satellite Networks via Multi-Agent Reinforcement Learning.
.- Research and Implementation of Non-invasive Blood Glucose Monitoring System with Smart Ring.
.- GNSS/ visual fusion positioning in Urban environment based on semantic segmentation and adaptive filtering.
.- A Lightweight Complex Wavelet Network for Cross-Domain RF Fingerprint Identification in IoT.
.- An Online Auction Mechanism for Mobile Crowdsensing based on Location Privacy.
.- Research on Gas Concentration Prediction Method Based on Environmental Parameter Correlations in Coal Mine Working Face.
.- MSTDFN:Multi-modal Spatio-Temporal Dynamic Fusion Network for Traffic Flow Prediction.
.- Gati-based Identity Recognition via WiFi sensing.
.- Trajectory Optimization for AoI-Minimized Data Collection in Multi-UAV-Aided Wireless Sensor Networks.
.- Energy consumption optimization of UAV data acquisition based on reinforcement learning.
.- Smart Internet of Things.
.- 2T-1S: A Lightweight Scene Segmentation Framework for IoT Devices Based on Hybrid-Modal Knowledge Distillation.
.- Reconciling Burst Traffic and Sluggish Resource Response for In-Vehicle Video Streaming.
.- RLAEG: A Reinforcement Learning Agent of Enhanced Generalizability for Autonomous Control in IoRT.
.- Charging and Discharging Scheduling Optimization Based on Multi-Agent Reinforcement Learning.
.- A Lightweight Blockchain-Based Identity Privacy Protection Scheme for Vehicular Networks.
.- Enabling the Detection of Shallowly Buried Trash in Sandy Land with IR-UWB Radar.
.- UAV Mobility Trajectory Scheduling and Edge Computing Offloading Strategy Based on Deep Reinforcement Learning.
.- Integrated Communication, Computing and Control for Dynamic Closed-Loop Control in the Multi-AGV System.
.- Transformer-Based Human Activity Recognition with Wearable Sensors.
.- Cloud Computing and Edge Computing.
.- CB-ALBERT An IoT-Driven Multimodal Fake Review Detection FrameworkResearch on Contradiction Awareness and Dynamic Fusion Based on E-Commerce Data.
.- Multi feature temporal convolution network for time series data prediction for Internet of Things.
.- LLM Inference Offloading Optimization for UAVs in Low Altitude Intelligent Networking.
.- Multi-view Representation Learning with Refined Fusion Information Exploration.
.- MHP-SERVE: Mobile Heterogeneous Parallel Serving for LoRA Inference.
.- A Unified Performance Measurement and Prediction System of DNN models On Heterogeneous Devices.
.- Robust Distributed Bandit with Malicious Agents
.- ERC SegFormer: A Railway Scene Semantic Segmentation Network Integrating Edge Perception and Structural Constraints.
.- Adaptive Bitrate Control for Video Internet of Things System.
.- Modeling of Opinion Dynamics with Asynchronous Update in Online Social Networks.
.- Sentiment Dictionary and Syntactic Perception Enhanced Graph Attention Network for Aspect-Based Sentiment Analysis.
.- AdventureAgent: Proactive Cognitively-Enhanced LLM Agent for Trekking Safety.