Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations. (arXiv:2206.11574v1 [cs.LG])

Predictive maintenance (PdM) is the task of scheduling maintenance operations
based on a statistical analysis of the system's condition. We propose a
human-in-the-loop PdM approach in which a machine learning system predicts
future problems in sets of workstations (computers, laptops, and servers). Our
system interacts with domain experts to improve predictions and elicit their
knowledge. In our approach, domain experts are included in the loop not only as
providers of correct labels, as in traditional active learning, but as a …

arxiv human lg loop maintenance predictive predictive maintenance scale