Unmanned combat simulation map generation method based on improved generative adversarial network

Abstract

The invention discloses an unmanned combat simulation map generation method based on an improved generative adversarial network. The unmanned combat simulation map generation method comprises the steps: 1, establishing a map database with typical characteristics; 2, carrying out database data training preprocessing; 3, constructing a basic generative adversarial network; 4, improving the structural design of the generative adversarial network; and 5, generating a data mapping application. The invention provides a processing thought of unmanned combat map data, and improves the intuition of data observation while reducing the data storage dimension; and a stepped training structure of the generative adversarial network is provided, and the training speed and precision are improved through a staggered network of a plurality of generators and discriminators. According to the method, the size of the generated map is not restrained, a data matrix of any dimension can be generated, the proportion is set according to needs when the map is mapped into the longitude and latitude, edge smoothing processing can be carried out on the output map of each network, splicing of a plurality of maps is achieved, and a complex map composed of any size and any terrain is obtained.

Description

technical field [0001] The invention relates to an unmanned combat simulation map generation method based on an improved generative confrontation network, and belongs to the field of simulation technology. Background technique [0002] UAV is a kind of aircraft controlled by radio remote control equipment and its own related program control device. At present, civilian drones are mostly used in agriculture, plant protection, aerial photography, disaster relief, etc. With the development of aviation technology and radio technology, various uses of drones are being developed, and more and more drones are appearing in military scenes. In addition to the rapid development of the application of military drones, the application of ground unmanned vehicles has gradually attracted people's attention. Since the unmanned combat system has the advantages of high safety factor and low cost, its development is an inevitable trend, and it is very important to improve its application rel...

AI Technical Summary

Problems solved by technology

The invention proposes an unmanned combat simulation map generation system and method based on the improved generative confrontation network by self-made simulation map data with terrain characteristics, and improving the structure of the basic generative confrontation network, aiming at solving complex and uncertain unmanned combat The problem of generating simulation maps

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