Graph-Based Framework Detects IoT Anomalies Without Labels
A new self-supervised graph neural network framework, GraphContrast-IoT, improves anomaly detection in industrial IoT sensor networks by combining physical topology ...
Tag: sensor networks
Information Theory Helps Air Quality Networks Detect Faulty Sensors During Wildfire Smoke
Environmental scientists have combined Shannon entropy and machine learning to distinguish genuine wildfire smoke plumes from faulty ground-level fine particulate ...
Virtual and Augmented Reality Tools Expand Beyond Disaster Training Into Infrastructure Recovery
A systematic review of 68 studies reveals that virtual and augmented reality tools are expanding beyond emergency response training into ...
Discover Internet of Things Editorial Reviews Five-Year Expansion and AI Challenges
A five-year editorial review documents the expansion of Discover Internet of Things alongside research challenges in artificial intelligence, edge analytics, ...
New Framework Improves Clustering of Incomplete Multi-View Data
A new joint optimization framework improves incomplete multi-view clustering by integrating Tanimoto similarity, adaptive weighting, and dynamic compensation to handle ...
DeepSIP Framework Improves Air Quality Forecasting by Filling Sensor Gaps
A new deep learning framework called DeepSIP improves air quality forecasting by effectively imputing missing sensor data and modeling complex ...
Federated learning reads each school’s air data to forecast CO2 without pooling it
A new federated learning framework reads each school's own CO2 record to set its aggregation weight, matching centralized training on ...
From Fourier to Deep Learning: How Bridge Health Monitoring Signals Are Evolving
A new review of 201 studies traces how bridge structural health monitoring evolved from classical Fourier and wavelet analysis to ...
AI Framework Rebuilds Missing Urban Air Pollution Data While Quantifying Its Own Uncertainty
A generative adversarial network combined with an unscented Kalman filter reconstructed missing air-quality data across New York City, cutting prediction ...
Europe’s Lightning Map Gets a Reality Check: Towers Reveal Network Pins Strikes Within 125 Metres
A 14-year study of 257 tall structures across Europe validates the EUCLID lightning detection network, finding a median location accuracy ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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