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Wireless resource scheduling integrated intelligent control system and method, wireless communication system

A wireless resource scheduling and control method technology, which is applied in the wireless resource scheduling integrated intelligent control system and the field of wireless communication systems, can solve the problem of not realizing the wireless resource allocation of micro base stations, being unable to adapt and meet diverse needs, and not providing resource scheduling mathematics. Model and other issues to achieve the effect of improving the timeliness of decision-making, improving generalization ability, and overcoming difficult modeling or inaccurate models

Active Publication Date: 2022-04-01
XIDIAN UNIV
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  • Summary
  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] (1) The existing technology focuses on the wireless resource allocation from the macro base station to the micro base station, and does not realize the wireless resource allocation from the micro base station to the user, that is, the allocation of access link wireless resources
Moreover, prior art 1 only provides the functional modules of the micro base station and the macro base station for wireless resource scheduling, and does not provide a specific resource scheduling mathematical model
[0006] (2) The existing technology allocates wireless resources in a limited proportion and fair rules, lacks flexibility and integration, and cannot adapt to and meet the rich network scenarios in the fifth-generation mobile communication system and the performance requirements of users in terms of throughput, reliability, and delay. diverse needs

Method used

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  • Wireless resource scheduling integrated intelligent control system and method, wireless communication system
  • Wireless resource scheduling integrated intelligent control system and method, wireless communication system
  • Wireless resource scheduling integrated intelligent control system and method, wireless communication system

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Embodiment Construction

[0039] In order to make the object, technical solution and advantages of the present invention more clear, the present invention will be further described in detail below in conjunction with the examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0040] The application principle of the present invention will be described in detail below in conjunction with the accompanying drawings.

[0041] Such as figure 1 As shown, the wireless resource scheduling integrated intelligent control system provided by the embodiment of the present invention is based on deep reinforcement learning to jointly realize user scheduling and resource allocation. Under this framework, the base station can realize intelligent and automatic wireless resource management.

[0042] The existing wireless resource scheduling system adopts artificial logic modeling, such as figure 1 As shown in (a)...

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Abstract

The invention belongs to the technical field of wireless communication, and discloses an integrated intelligent control system and method for wireless resource scheduling, and a wireless communication system; in each TTI, a base station acquires a list of users to be scheduled; the base station collects parameters related to user wireless resource scheduling, and constructs State space; the base station decides resource scheduling actions for all users according to the deep neural network; the base station uses the deep neural network to calculate the cumulative reward corresponding to the current state action; the base station performs resource allocation actions and obtains the expected cumulative reward of environmental feedback; the base station updates the deep neural network online . The present invention adopts an intelligent wireless resource scheduling framework, aggregates user scheduling and resource allocation modules, and improves the timeliness of decision-making in real-time communication. The present invention avoids the selection of different scheduling rules with emphasis on performance, overcomes the deficiency of high time delay caused by selection and switching between different scheduling rules in the prior art, and makes the present invention effectively apply to delay-sensitive real-time communication scenarios.

Description

technical field [0001] The invention belongs to the technical field of wireless communication, and in particular relates to an integrated intelligent control system and method for wireless resource scheduling, and a wireless communication system. Background technique [0002] At present, the existing technologies commonly used in the industry are as follows: the fifth-generation mobile communication system provides and supports three types of scenarios, including enhanced mobile broadband (Enhanced Mobile Broadband, eMBB), ultra-reliable and low-latency communication (Ultra-Reliable and Low Latency Communications, URLLC), and Massive Machine Type Communications (mMTC), emerging scenarios have higher requirements for throughput, reliability, and delay. At the same time, with the development of smart terminals, services are diversified and heterogeneous, such as online reading, online games, virtual reality / augmented reality and other diverse services that require stricter QoS...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04W72/04H04W72/12
CPCH04W72/53H04W72/535
Inventor 杨春刚王昕伟王玲霞
Owner XIDIAN UNIV
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