T/JSIA 0003-2024: Game Decision-making System Standard Based on Multi-Agent Reinforcement Learning

Scope

Main Technical Content: 4. General Requirements 4.1 System Composition The system consists of a data storage module, an information configuration module, an interactive display module, and a strategy generation module. 4.1.1 Data Storage Module The data storage module uses a database system or file system to achieve persistent storage of sensing data and algorithm models. 4.1.1.1 Basic Technical Requirements of the Data Storage Module a) Use a database system or file system to achieve persistent storage of data. b) Select appropriate data structures and storage methods to support efficient data query and retrieval. 4.1.1.2 Functional Requirements of the Data Storage Module a) Provide data write and read interfaces, allowing the decision-making system to store critical data in the database or file system and retrieve data from it. The central storage of the storage system should support dynamic and continuous expansion of storage capacity. b) Support bulk storage and query of data to facilitate training and analysis of large-scale data, and have redundant backup functionality. 4.1.1.3 Performance Requirements of the Data Storage Module a) Concurrent storage performance: The data storage should be able to meet the requirements of concurrent writing. b) The system should not cause program abnormalities due to slow response of the storage system. The efficiency of database queries should be high enough to return query results in a short time. c) The storage device should optimize the design of the cache and adopt a record performance-first strategy to ensure real-time recording of data. Support persistent storage of data to ensure that the data will not be lost after the system is shut down. 4.1.2 Information Configuration Module For scenarios involving reinforcement learning algorithm applications, information can be custom-configured, such as the number of agents and basic environment configuration information. Implement user interfac

Development Information

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