#infrastructure-monitoring News & Analysis

2 articles tagged with #infrastructure-monitoring. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 96/10

🧠

LogNEO: A GPT-Neo Reinforcement Learning Framework for Accurate Real-Time Log Anomaly Detection

Researchers introduce LogNEO, a machine learning framework using GPT-Neo fine-tuned with reinforcement learning to detect anomalies in system logs with state-of-the-art accuracy. The model achieves F1-scores exceeding 0.91 on major benchmarks while processing 15,000 events per second with 45ms latency, demonstrating practical viability for production infrastructure monitoring.

AINeutralarXiv – CS AI · Jun 56/10

🧠

SagnacAssisted Enhanced OTDR for Distributed Acoustic Sensing: A Standardized Benchmark and Engineering Evaluation Framework

Researchers have developed an enhanced fiber-optic sensing system that combines phase-sensitive optical time-domain reflectometry with Sagnac interferometry to improve distributed acoustic sensing (DAS) performance over long distances. The new architecture addresses signal degradation issues and achieves 89.79% accuracy in acoustic event recognition, with an open-source benchmark framework for future development.