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Method and device of building decision-making tree and method and device of network performance optimization

A technology of network performance and decision tree, applied in electrical components, wireless communication, etc., can solve the problems of cumbersome process, low flexibility of network performance optimization, lag, etc.

Active Publication Date: 2013-05-15
CHINA MOBILE GROUP DESIGN INST
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AI Technical Summary

Problems solved by technology

[0014] Embodiments of the present invention provide a method and device for establishing a decision tree, and a network performance optimization method and device to solve the problems of low flexibility, cumbersome process and relatively lagging network performance optimization in the prior art

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  • Method and device of building decision-making tree and method and device of network performance optimization

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Embodiment 1

[0032] The following describes the process of establishing a wireless parameter decision tree.

[0033] Such as figure 1 As shown, it is a schematic flowchart of a method for establishing a wireless parameter decision tree proposed in Embodiment 1 of the present invention, and its specific processing flow is as follows:

[0034] Step 11, for each wireless parameter serving as a root node or an intermediate node of the wireless parameter decision tree in the wireless network, respectively acquire parameter data of the wireless parameter in each preset statistical period.

[0035] The wireless network contains multiple wireless parameters. For each wireless parameter, the parameter data of the wireless parameter is regularly counted, and the parameter data of the wireless parameter in each statistical cycle is stored in the operation and maintenance center (OMC, Operations & Maintenance Center ), when establishing the wireless parameter decision tree of the wireless network, th...

Embodiment 2

[0046] There are many algorithms for establishing a decision tree, such as the ID3 algorithm and the C5 algorithm. The following uses the C5 algorithm as an example to introduce the detailed steps for establishing a wireless parameter decision tree.

[0047] Such as figure 2 As shown, it is a schematic diagram of a specific implementation flow chart of the method for establishing a wireless parameter decision tree in Embodiment 2 of the present invention, and its principle is as follows image 3 As shown, the specific processing flow is as follows:

[0048] In step 21, firstly, based on the preset statistical periods, the acquired parameter data set composed of each parameter data is divided into a training parameter data set and a testing parameter data set.

[0049] The parameter data of each wireless parameter in each statistical cycle is called a data item. If the parameter data of N statistical cycles is obtained, that is to say, N data items are obtained, N data items ...

Embodiment 3

[0076] Corresponding to the method for establishing a wireless parameter decision tree proposed in Embodiment 1 of the present invention, Embodiment 3 of the present invention proposes a device for establishing a wireless parameter decision tree, the structure of which is as follows Figure 5 shown, including:

[0077] The parameter data acquisition unit 51 is configured to obtain parameter data of the wireless parameter in each preset statistical period for each wireless parameter serving as the root node or intermediate node of the wireless parameter decision tree in the wireless network;

[0078] The performance data condition determination unit 52 is configured to determine the performance data conditions that each preset performance parameter needs to satisfy when the wireless network is at the network performance level for each network performance level that is a leaf node of the wireless parameter decision tree;

[0079] A performance data determining unit 53, configure...

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Abstract

The invention discloses a method and device of building a decision-making tree and a method and device of network performance optimization. The method of the network performance optimization comprises the steps of obtaining preset current parameter data of wireless parameters in a wireless network to be optimized; forecasting a network performance level of the wireless network according to a wireless parameter decision-making tree of the wireless network and the obtained parameter data; judging whether the wireless network needs performance optimizing or not according to the forecast network performance level; and if a judging result is yes, the parameter data of the wireless parameters conduct adjusting so as to optimize network performance of the wireless network. By the adoption of the technical scheme, the problems that in the prior art, flexibility of network performance optimization is low, and a process is complex and lags are solved.

Description

technical field [0001] The invention relates to the technical field of network performance optimization, in particular to a method and device for establishing a decision tree, and a network performance optimization method and device. Background technique [0002] The wireless network is a dynamically changing network with uneven distribution of traffic density, tight frequency resources, and long-term constant changes in network configuration. In recent years, the scale of wireless networks has continued to expand. How to effectively guarantee the service quality of wireless networks with limited resources and a large network scale poses a huge challenge to the maintenance and performance optimization of wireless networks. [0003] The general wireless network performance optimization method mainly includes data collection and data analysis on the wireless network that is officially put into operation, finds out the reasons that affect the performance of the wireless network...

Claims

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Application Information

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IPC IPC(8): H04W24/02
Inventor 徐晶王西点程楠王磊沈骜方波赵蓓张斌
Owner CHINA MOBILE GROUP DESIGN INST
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