Deep reinforcement learning-based incomplete information game method, device, system and storage medium

Abstract

The invention provides a deep reinforcement learning-based incomplete information game method, a device, a system and a storage medium. The method comprises the steps of exploring and utilizing a mechanism to improve a strategy gradient algorithm, adding a memory unit into a deep reinforcement learning network, and optimizing a reward value by a self-driven mechanism. The beneficial effects of theinvention are that: the method is suitable for large-scale production. The problem of high variance frequently occurring in a strategy gradient algorithm is solved through a baseline function. For the problem of high time complexity in the reinforcement learning sampling and optimization process, a parallel mechanism is adopted to improve the model solving efficiency. Through a self-driven mechanism, an intelligent agent is helped to explore the environment more effectively while making up for the sparse environment reward value.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to an incomplete information game method, device, system and storage medium based on deep reinforcement learning. Background technique [0002] In recent years, with the improvement of computer computing power and the development of big data technology, artificial intelligence has once again entered the golden age of development, and deep learning and reinforcement learning are the most eye-catching technologies in this peak of artificial intelligence development. Many scientific researchers and enterprises have increased their research on artificial intelligence. Countries around the world, including my country, have listed artificial intelligence research as an important development strategy at present, and artificial intelligence has even become the most important component of the comprehensive strength of countries in the world in the future. part. [000...

AI Technical Summary

Problems solved by technology

However, for 3D incomplete information video games with huge state dimensions, complex tasks, and untimely acquisition of reward signals, there is still a lack of practical and effective solutions.

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