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Multi-target online learning wireless caching method based on super Pareto principle

A multi-objective and principled technology, applied in wireless communication, network traffic/resource management, electrical components, etc., can solve problems such as caching scheme adoption

Active Publication Date: 2019-09-17
UNIV OF ELECTRONIC SCI & TECH OF CHINA
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0006] However, this caching scheme based on estimated popularity cannot be adopted in the actual system

Method used

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  • Multi-target online learning wireless caching method based on super Pareto principle
  • Multi-target online learning wireless caching method based on super Pareto principle
  • Multi-target online learning wireless caching method based on super Pareto principle

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Embodiment Construction

[0033] The technical solution of the present invention will be described in detail below according to a specific implementation case. However, it should not be understood that the scope of the above-mentioned subject of the present invention is limited to the following examples, and all technologies implemented based on the content of the present invention belong to the scope of the present invention.

[0034] Firstly, the data setting of the specific implementation example of the present invention is introduced. Assume that the value of file popularity and file in the present invention all obeys Zipf distribution, assume that the number of actions in the collection A is 230 and length is L=500 (i.e. cache file number), file popularity Zipf value is set to 0.72; file value The Zipf value is 0.78. Time T=8000, the number of users is 1000, the value of files is 1000, the number of files is F=10000, and the cache accounts for 5% of the total files.

[0035] Such as figure 2 S...

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Abstract

The invention discloses a multi-target online learning wireless caching method based on a super Pareto principle, belongs to the field of mobile communication, and mainly relates to a method that a base station caches contents required by nearby users in advance from a content provider in wireless network leisure time and gives consideration to profits of the content provider at the same time in mobile communication. According to the method, inheritance and development of a standard UCB single-target method are achieved, and the multi-target optimization problem in the wireless cache can be solved through the improved method, that is, file flow maximization on a backhaul link is unloaded in advance in the communication leisure time period, and meanwhile profit maximization of file unloading can also be considered. The method is simple, and the algorithm complexity is the logarithmic function level. Moreover, the revenue of the content provider is also considered while the core target of the wireless cache is preferentially considered, namely, the revenue is specifically expressed on the importance of the file value. According to the method, multiple targets are considered, and the requirements of a wireless communication transceiver can be well met.

Description

technical field [0001] The invention belongs to the field of mobile communication, and mainly relates to a method in which a base station in mobile communication buffers content required by nearby users in advance from a content provider when the wireless network is idle, and at the same time takes into account the content provider's profit. Background technique [0002] In recent years, with the gradual popularization of mobile devices with multimedia functions (such as smart phones, tablet computers, etc.), new wireless service applications have also emerged in large numbers, such as iQiyi, Youku, Taobao, Weibo, etc. This makes the function of wireless mobile communication permeate from the initial call to entertainment, office, social areas and other fields. At the same time, this has also contributed to the rapid growth of data traffic in wireless networks. [0003] The explosive growth of mobile data traffic is a huge burden on the existing cellular network infrastruct...

Claims

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Application Information

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IPC IPC(8): H04L29/08H04W28/14
CPCH04W28/14H04L67/568
Inventor 陈特董彬虹李昊蔡沅沅
Owner UNIV OF ELECTRONIC SCI & TECH OF CHINA