Amazon.com, Inc.
Transforming multivariate time series data into image data to generate image-based predictions

Abstract:

An image-based prediction service of a provider network may receive multivariate time series data (e.g., from different sensors for a machine) from a remote network of the client. The multivariate time series data includes different time series of data that are obtained from different data sources (e.g., sensors) over a time period. The image-based prediction service may transform the multivariate time series data into image data that represents an image. The image-based prediction service may then process the image data using one or more image processing models to generate a prediction (e.g., machine failure within a week). The image-based prediction service may send the prediction to the remote network.