Time Series Analysis in Compressor-Based Machines: A Survey

no code implementations • 27 Feb 2024 • Francesca Forbicini, Nicolò Oreste Pinciroli Vago, Piero Fraternali

In both industrial and residential contexts, compressor-based machines, such as refrigerators, HVAC systems, heat pumps and chillers, are essential to fulfil production and consumers' needs.

Change Point Detection Fault Detection +2

Predicting machine failures from multivariate time series: an industrial case study

no code implementations • 27 Feb 2024 • Nicolò Oreste Pinciroli Vago, Francesca Forbicini, Piero Fraternali

Non-neural Machine Learning (ML) and Deep Learning (DL) models are often used to predict system failures in the context of industrial maintenance.

Binary Classification Time Series