#health-management News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Jun 56/10

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Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

Researchers propose applying Tabular Foundation Models to industrial Prognostics and Health Management (PHM) tasks by converting time-series signals into tabular representations. The approach demonstrates superior performance across diagnostics and prognostics compared to sequence models and transformers, while achieving high data efficiency in low-data industrial settings.

AINeutralarXiv – CS AI · Jun 16/10

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Benchmarking Machine Learning Uncertainty Quantification Methodologies for Predicting Turbine Gas Temperature Degradation

Researchers benchmarked five machine learning uncertainty quantification methods for predicting turbine gas temperature in engine health management systems. The study reveals distinct trade-offs between prediction interval coverage, width, and stability, providing practical guidance for selecting appropriate methods in real-world prognostics applications.