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Long Horizon Transformer Quantile Fault Prediction for Multi Site Industrial Predictive Maintenance

Poland, David J et al.
arXiv (All) · Papers
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Long-horizon predictive maintenance requires models to distinguish slowly evolving degradation from normal operating-regime variation over planning windows measured in days rather than hours. This paper evaluates whether an explicit conditional-quantile representation provides an informative classif
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