Spatio-temporal data anomaly detection method and device, electronic equipment and storage medium

Abstract

The invention discloses a spatio-temporal data anomaly detection method and device, electronic equipment and a storage medium, and relates to the technical field of deep learning and cloud computing.According to the specific implementation scheme, spatial-temporal characteristics of spatial-temporal data are obtained, characteristic recovery data corresponding to the input spatial-temporal data are obtained according to the spatial-temporal characteristics, and anomaly detection is conducted based on the difference value between the spatial-temporal data and the characteristic recovery data.Therefore, according to the spatial-temporal characteristics of the spatial-temporal data; the feature recovery data is generated, the high-dimensional detail features of the spatio-temporal data arefiltered by the spatio-temporal features, anomaly detection can be conveniently carried out according to the feature recovery data and the spatio-temporal data, and the spatio-temporal features consider the features in the time dimension and the spatial dimension, so that the accuracy of an anomaly detection result is improved.

Description

technical field [0001] The present application relates to the field of computer technology, specifically to the field of deep learning and cloud computing technology, and in particular to a spatio-temporal data anomaly detection method, device, electronic equipment and storage medium. Background technique [0002] With the popularity of Internet of Things devices, positioning devices, smart phones, etc., spatio-temporal data is becoming more and more common and more relevant to people's lives. However, due to problems such as equipment failures, communication errors, and equipment accuracy, real spatiotemporal data often contain many outliers. These outliers have a serious impact on subsequent applications. [0003] It can be seen that anomaly detection for spatio-temporal data is very important. Contents of the invention [0004] The present application provides a spatio-temporal data anomaly detection method, device, electronic equipment and storage medium for spatio-t...

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