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
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PRECEPT featured image

PRECEPT

I worked on predictive and proactive building-energy management within PRECEPT, combining time-series modeling, anomaly detection, and AI-assisted decision support to improve …

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
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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
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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
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