US 11,310,349 B1 · 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.

Claims20

Dependent claims

A system, comprising:

one or more processors;
and
one or more memories, wherein the one or more memories have stored thereon instructions, which when executed by the one or more processors, cause the one or more processors to implement an image-based prediction service for a plurality of clients of a provider network, wherein the image-based prediction service is configured to, for a given client:
receive, from a remote network of the client, multivariate time series data, wherein the multivariate time series data comprises different time series of data obtained from respective data sources over a time period;
transform the multivariate time series data into image data, wherein the image data comprises a set of data representing an image;
process the image data using one or more image processing models to generate prediction associated with the remote network;
and
send the prediction to the remote network or to another endpoint.

5 more elements

One or more non-transitory computer-accessible storage media storing program instructions that when executed on or across one or more processors cause the one or more processors to:

receive multivariate time series data, wherein the multivariate time series data comprises different time series of data obtained from respective data sources over a time period;
transform the multivariate time series data into image data, wherein the image data comprises a set of data representing an image;
process the image data using one or more image processing models to generate a prediction;
and
send the prediction to an endpoint.

2 more elements

Dependencies are inferred from the claim text.

Transforming multivariate time series data into image data to generate image-based predictions

Life of this patent

Transforming multivariate time series data into image data to generate image-based predictions

Life of this patent

Abstract

Claims20