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Method, device and medium for implementing strategy game based on reinforcement learning

A technology for enhancing learning and implementing methods, applied in the computer field, can solve problems such as poor reusability

Active Publication Date: 2022-07-01
ZHUHAI KINGSOFT ONLINE GAME TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] At present, there are many kinds of algorithms used for strategy game development, and each has its own strengths. In order to meet the needs of project development, it is necessary to learn from each other and improve the ease of use. The current technical solution is only for the corresponding strategic game project. For corresponding development, resources need to be invested in each development, and the reusability is poor

Method used

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  • Method, device and medium for implementing strategy game based on reinforcement learning
  • Method, device and medium for implementing strategy game based on reinforcement learning
  • Method, device and medium for implementing strategy game based on reinforcement learning

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Embodiment Construction

[0018] This part will describe the specific embodiments of the present invention in detail, and the preferred embodiments of the present invention are shown in the accompanying drawings. Each technical feature and overall technical solution of the invention should not be construed as limiting the protection scope of the invention.

[0019] In the description of the present invention, the meaning of several is one or more, the meaning of multiple is two or more, greater than, less than, exceeding, etc. are understood as not including this number, above, below, within, etc. are understood as including this number.

[0020] In the description of the present invention, the consecutive numbers on the method steps are for the convenience of review and understanding. In combination with the overall technical solution of the present invention and the logical relationship between the various steps, adjusting the execution order of the steps will not affect the technology of the present ...

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Abstract

The present invention relates to a technical solution of a strategy game implementation method, device and medium based on reinforcement learning, including: a scene is generated by custom setting a number of agents to generate the trajectory of each strategy game; Trajectory running and recording: abstracting one or more components in a strategy game, the components have the same and / or similar functions used to achieve the same and / or similar functions in different strategy games; building a toolkit, the tool includes a set of multiple enhancements Learning algorithms. The beneficial effects of the present invention are: reproducible, can copy the environmental results, in different operating environments, the same random seed should be used to obtain the same results; barrier-free, each game is collected through an easy-to-use interface after the end of the game And organizational experience usage can easily configure state representation, action coding, reward design and even game rules; extensible, allowing new environments to be easily added to the framework.

Description

technical field [0001] The invention relates to the field of computers, in particular to a method, device and medium for implementing strategy games based on reinforcement learning. Background technique [0002] At present, there are various algorithms used for strategy game development, and each has its own strengths. In order to meet the needs of project development, it is necessary to complement each other's learning algorithms and improve ease of use. The current technical solution is only for the corresponding strategy game projects. For corresponding development, each development needs to invest resources, and the reusability is poor. SUMMARY OF THE INVENTION [0003] The purpose of the present invention is to solve at least one of the technical problems existing in the prior art, and to provide a strategy game implementation method, device and medium based on reinforcement learning. Fast reuse and optimal strategy for the game. [0004] The technical solution of t...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A63F13/60A63F13/77A63F13/822
CPCA63F13/60A63F13/77A63F13/822A63F2300/6009A63F2300/55A63F2300/807
Inventor 姚泽升李爱华杨明邦张经生
Owner ZHUHAI KINGSOFT ONLINE GAME TECH CO LTD