Intelligent agent training method and system for unmanned system simulation confrontation

Abstract

The invention relates to an intelligent agent training method and system for unmanned system simulation confrontation. The method comprises the following steps: acquiring a game video published by a snowstorm company, and carrying out the pre-processing; analyzing the preprocessed data into a database for storage by using PYSC2; acquiring a preset number of action fields and state fields and correspondingly constructing a feature vector; forming (A, S) two-tuples by the action feature vectors and the state feature vectors, and normalizing the two-tuples to obtain a third data set; acquiring afirst training set and a second training set according to the third data set; training the multi-layer full convolution LSTM network by using the first training set to obtain a first intelligent agent; training the multi-layer full convolution LSTM network by using the second training set to obtain a second intelligent agent; and training the first intelligent agent by using the second intelligentagent to obtain a third intelligent agent. The third agent trained by the method can simulate the simulated confrontation of the unmanned system commanded by the human commander.

Description

technical field [0001] The invention relates to the field of intelligent body training, in particular to an intelligent body training method and system for simulated confrontation of unmanned systems. Background technique [0002] The U.S. Defense Advanced Research Projects Agency (DARPA), plans to launch its revolutionary "Gremlin" (Gremlin) UAV system within 5 years, and the project aims to realize its advanced UAV swarm system and autonomous battle management capabilities , Combat UAVs can perform "air launch" and "air recovery" on the aircraft carrier. [0003] This system is similar to the Protoss aircraft carrier in the Blizzard game "StarCraft". If it can really transform into an aircraft carrier in the game in the future, then such a giant "hive" that can move in the air will become another giant in human history. super weapon. At present, for this system, the US military has conducted experiments on the "Lockheed C-130" (Lockheed C-130 "Hercules") transport aircra...

AI Technical Summary

Problems solved by technology

[0006] The importance of an intelligent brain to winning a war is self-evident. The contribution of an intelligent commander will surpass any type of intelligent weapon. A new report in June 2018 mentioned that the current combat training database of the US military The existing data in the database does not support machine learning and other artificial intelligence algorithms

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