End-to-end sea-air activity target data rule real-time mining method

Abstract

According to the end-to-end sea-air activity target data rule real-time mining method disclosed by the invention, automatic discrimination and hidden rule discovery of an unknown target can be completed through end-to-end mining from target input to multiple activity rule output. The method is realized through the following technical scheme: firstly, sea area target activity rule data is divided into a known target and an unknown target, and end-to-end sea area target activity rule mining data and identity identification are unified in a complete sea area target activity data rule framework; a set of unified sea area target activity data rule mining framework is constructed, known target activity rule data is directly mined, meanwhile, a target recognition module is created by adopting a convolutional network model, target recognition is performed on unknown target activity rule data by utilizing a dynamic time warping algorithm and classical track information, and unknown target identities are judged online, then real-time end-to-end mining is performed on the activity rule data of the target multi-dimensional information, and a mining result as an activity rule is outputted.

Description

technical field [0001] The invention relates to law mining technology in many information processing fields such as data mining and pattern recognition, and in particular relates to an end-to-end activity law mining technology. Background technique [0002] With the rapid development of information technology and the introduction of new generation information technologies such as "Internet of Things" and "Cloud Computing", big data has gradually been widely disseminated, linking the real world with the network world and realizing the exponential growth of data. Data mining is a product of the information age, and data mining is the process of mining interesting patterns and knowledge from large amounts of data. Data mining is a new discipline that meets the needs of extracting information from massive data in the information society. It is the intersection of statistics, machine learning, database, pattern recognition, artificial intelligence and other disciplines, and it p...

AI Technical Summary

Problems solved by technology

[0009] In order to further improve the intelligence and completeness of target activity law mining, the present invention provides a more concise, intelligent and complete End-to-end real-time mining method of target activity data in sea area, which is beneficial to follow-up target behavior analysis and alarm related work

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