Explainable Artificial Intelligence for Predictive Maintenance Applications
Stephan Matzka
Abstract
This paper presents and provides a realistic, yet synthetic, predictive maintenance dataset for use in this paper and by the community. An explainable model and an explanatory interface are described, trained using the dataset, and their explanatory performance evaluated and compared.
Topics & Concepts
Computer scienceArtificial intelligenceExplanatory modelMachine learningPredictive maintenancePredictive modellingInterface (matter)EngineeringReliability engineeringStatisticsMathematicsBubbleMaximum bubble pressure methodParallel computingExplainable Artificial Intelligence (XAI)Imbalanced Data Classification TechniquesEnergy Load and Power Forecasting