Combining Expert Knowledge and Deep Learning with Case-Based Reasoning for Predictive Maintenance
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Combining Expert Knowledge and Deep Learning with Case-Based Reasoning for Predictive Maintenance
Klein, Patrick
Springer Fachmedien Wiesbaden
04/2025
406
Mole
Inglês
9783658469856
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Introduction.- Foundations.- Data Generation for AI-based Predictive Maintenance Research.- Semantic Description of a Factory Simulation Environment.- Problem Definition and Introduction of Developed Constructs Used Across Application Scenarios.- Combining a Deep Anomaly Detection with a Semantic Knowledge Graph for Diagnosis.- Infusing Expert Knowledge into a Siamese Neural Network for Encoding Time Series.- Conclusion.
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Knowledge Graph;Knowledge-Informed Machine Learning;Anomaly Detection;Predictive Maintenance;Neural Networks;Knowledge-based Root Cause Analysis
Introduction.- Foundations.- Data Generation for AI-based Predictive Maintenance Research.- Semantic Description of a Factory Simulation Environment.- Problem Definition and Introduction of Developed Constructs Used Across Application Scenarios.- Combining a Deep Anomaly Detection with a Semantic Knowledge Graph for Diagnosis.- Infusing Expert Knowledge into a Siamese Neural Network for Encoding Time Series.- Conclusion.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
