Real-time data flow intelligent processing platform based on brain-like hierarchical memory mechanism

Abstract

The invention provides a real-time data stream intelligent processing platform based on a brain-like hierarchical memory mechanism. The platform comprises a data preprocessing module, a hierarchical memory network module, an online monitoring and fault diagnosis module, a data validity rechecking module, a database module and a real-time production system, the hierarchical memory network module isused for storing data samples processed by the data preprocessing module and used for establishing the platform in a hierarchical manner, receiving a normal data sample sent by the data preprocessingmodule, and retrieving and sending the data sample closest to the normal data sample to the database module, and the database module is used for storing original data samples consistent with preprocessed data sample IDs stored by the hierarchical memory network module, receiving the closest data sample sent by the hierarchical memory network module, extracting the original data sample consistentwith the data sample ID, and feeding back the original data sample to the real-time production system. According to the platform, real-time feedback can be realized, data is simplified, and the data processing and storage pressure is alleviated.

Description

technical field [0001] The invention belongs to the field of brain-inspired intelligence and industrial big data, and relates to a real-time data flow intelligent processing platform based on a brain-inspired layered memory mechanism. Background technique [0002] In the context of the current era of industrial big data, more and more industrial enterprises realize the value of data and pay attention to the collection, storage and retrieval of real-time production data during the transformation process of industrial enterprises to modernization and intelligence. To realize the intelligentization of the production process, the data-driven control method has become an indispensable link. How to ensure that the data input into the data-driven controller is sufficiently credible and high-quality is the key to determining product quality. However, there are often various disturbances in the process of industrial field data collection, such as data loss, noise interference, data a...

AI Technical Summary

Problems solved by technology

[0009] The purpose of the present invention is to overcome the problems of strong limitations, weak anti-interference and high data storage pressure in the above-mentioned prior art, and provide a brain-inspired hierarchical memory system with strong anti-interference and small data storage capacity. Mechanism's real-time data flow intelligent processing platform

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