Industrial Informatics

Time series analysis in compressor-based machines: a survey featured image

Time series analysis in compressor-based machines: a survey

In both industrial and residential contexts, compressor-based machines, such as refrigerators, heat, ventilation, and air conditioning systems, heat pumps, and chillers, are …

francesca-forbicini
PRECEPT featured image

PRECEPT

Energy consumption in buildings has been decreasing since 2008, mainly due to efforts observed in the residential sector and policy measures, as well as higher energy prices and …

Predicting Machine Failures from Multivariate Time Series: An Industrial Case Study featured image

Predicting Machine Failures from Multivariate Time Series: An Industrial Case Study

Non-neural machine learning (ML) and deep learning (DL) are used to predict system failures in industrial maintenance. However, only a few studies have assessed the effect of …

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Nicolò Pinciroli
ODIN AD: a framework supporting the life-cycle of time series anomaly detection applications featured image

ODIN AD: a framework supporting the life-cycle of time series anomaly detection applications

Anomaly detection (AD) in numerical temporal data series is a prominent task in many domains, including the analysis of industrial equipment operation, the processing of IoT data …

niccolo-zangrando
Anomaly detection in quasi-periodic energy consumption data series: a comparison of algorithms featured image

Anomaly detection in quasi-periodic energy consumption data series: a comparison of algorithms

The diffusion of domotics solutions and of smart appliances and meters enables the monitoring of energy consumption at a very fine level and the development of forecasting and …

niccolo-zangrando