Monitoring Algorithms for Anomaly Detection - MULTIVARIATE?


Do we support MULTIVARIATE ANOMALY DETECTION? I looked at all the Anomaly detectors from Monitron to Lookout seems everything is SINGLE or UNI VARIATE???

1 réponse


Amazon Lookout for Equipment is a multivariate time series anomaly detection service. This service analyzes the data from the sensors on your equipment (e.g. pressure in a generator, flow rate of a compressor, revolutions per minute of fans), to automatically train a machine learning model for your equipment. Lookout for Equipment builds unique unsupervised ML models to analyze incoming sensor data in real-time and identify early warning signs that could lead to machine or process failures.

Amazon Monitron uses both machine learning (clustering capabilities using both vibration and temperature data) and ISO for vibration analysis.

Hope this helps,

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