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Method for collaborative implementation of contents of unmanned equipment based on coalition formation game

An implementation method and content technology, applied in the field of unmanned device content collaboration based on alliance formation game, can solve problems such as poor user service quality, achieve good utility, optimize content transmission system, and improve system utility

Active Publication Date: 2021-10-26
SHANGHAI UNIV
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AI Technical Summary

Problems solved by technology

[0004] Aiming at the problem of poor user service quality caused by the excessive load of the base station in the prior art, the present invention proposes an unmanned device content collaboration realization method based on alliance formation game, constructs an unmanned equipment alliance based on an alliance game algorithm, and analyzes unmanned equipment transmission Energy consumption, user satisfaction and system reliability, establish a multi-unmanned equipment cooperative communication strategy to achieve the goal of maximizing system utility

Method used

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  • Method for collaborative implementation of contents of unmanned equipment based on coalition formation game
  • Method for collaborative implementation of contents of unmanned equipment based on coalition formation game
  • Method for collaborative implementation of contents of unmanned equipment based on coalition formation game

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Embodiment Construction

[0036] The experimental environment is Windows 10 64bit operating system, the CPU is Intel i5-10210U, the GPU is NVIDIA GeForce MX 250, the memory is 16GB, and the development language of the experiment is MATLAB.

[0037] When all communications use orthogonal channels to reduce interference from other devices. And when the UAV and the user do not move during the data transmission process, the UAV and the user (UAV-UE link), between the macro base station and the UAV (MBS-UAV link), and the UAV The signal-to-noise ratio (SNR) between UAV and UAV (UAV-UAV link) is:

[0038] 1) UAV-UE link: The propagation channel from the UAV to the user adopts the standard logarithmic normal shadowing model. The standard logarithmic normal shading model can model line-of-sight LoS and non-line-of-sight NLos links by choosing specific channel parameters, specifically:

[0039] Among them: n is the UAV, u is the user, f=5GHz is the carrier frequency, d n,u Indicates the distance between UAV ...

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Abstract

The invention provides a method for collaborative implementation of the contents of unmanned equipment based on a coalition formation game. According to the invention, a spectral clustering algorithm is used for clustering of users according to similarity among users; contents on unmanned equipment are cached based on user preferences and current content popularity distribution; then according to a principle of maximizing a system utility function of the unmanned equipment, the cooperative content transmission problem of the unmanned equipment is modeled as a coalition game model, and the coalition game of the unmanned equipment is carried out; and finally, a stable coalition structure is formed through convergence. According to the method, an unmanned equipment coalition is constructed based on an coalition game algorithm, the transmission energy consumption, the user satisfaction and the system reliability of the unmanned equipment are analyzed, and a multi-unmanned equipment cooperative communication strategy is established, so the purpose of maximizing system utility is achieved.

Description

technical field [0001] The present invention relates to a technology in the field of distributed information control, in particular to a method for realizing collaborative content of unmanned devices based on a coalition formation game (Coalition Formation Game, CFG). Background technique [0002] Buffer technology is a potential technology to alleviate link congestion. For dense user scenarios, most of the existing caching work is usually performed in a static network without mobility, and the cached content is stored in a static base station on the ground. However, in areas such as ultra-dense users and high-rise buildings, static ground base stations with caching may not be able to meet the high capacity needs of users. Due to the advantages of fast and efficient, LoS link to ground nodes, and controllable movement, UAVs have high caching prospects in future wireless communications, and can be deployed as aerial base stations to assist traditional cellular networks. [...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04W16/22H04W8/18
CPCH04W16/22H04W8/18Y02D30/70
Inventor 孙彦赞钟心琳张舜卿陈小静徐树公
Owner SHANGHAI UNIV