Adaptive method for classifying communication environments in network planning

A technology of communication environment and classification method, which is applied in the field of self-adaptive communication environment classification, can solve problems such as incorrect network coverage prediction, poor adaptability, unsatisfactory classification effect and accuracy, and achieve strong adaptability, classification effect and Effect of Accuracy Improvement

Active Publication Date: 2010-10-27
重庆信科通信建设监理咨询有限公司
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Problems solved by technology

[0003] At present, there are few methods for the classification of communication environments, some of which mainly rely on on-site measurements, which will inevitably consume human resources; In ", first randomly select k objects from the sample set as the initial centroid; and for the remaining sample points, assign them to the category with the smallest distance to them according to their Euclidean distances from these centroids; then Recalculate the centroids of the obtained clusters and repeat this process until the iteration converges
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  • Adaptive method for classifying communication environments in network planning
  • Adaptive method for classifying communication environments in network planning
  • Adaptive method for classifying communication environments in network planning

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[0012] The present invention proposes a self-adaptive propagation environment classification method. This method realizes the classification of the propagation environment through initialization, sampling, absolute similarity calculation, feature extraction, condition judgment, relative similarity calculation and cluster selection. The specific process is as follows figure 1 As shown, including the following steps.

[0013] Step 1. Initialize the number of cells M in the planning area and the calculated number of iterations N. Determine the value of M according to the nature of the communication network in the planned area (3G network or 2G network). For example, for a 2G network, a sector corresponds to a cell in most cases; for a 3G network, a sector can have as many The number of cells depends on the frequency or scrambling code used, and the number of iterations N is set according to the number of cells, and the number of iterations is set corresponding to the number of cell...

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Abstract

The invention relates to an adaptive method for classifying communication environments in network planning, and relates to wireless network planning and optimizing technology. The method comprises the following steps of: selecting a sample point to acquire an attribute vector of the sample point; calculating the absolute similarity of a target cell and a cell where the sample point is positioned; calculating the relative similarity according to the percentage pij of the geo-information and building information of the cell oi, in which the sample point is positioned, in a grid; and performing cluster selection of the target cell according to the relative similarity. When the communication environment is changed, the method has good adaptivity and transportability, has good classification effect and precision although the execution speed is in a tolerable range, and can provide important reference for wireless network optimizing and planning.

Description

Technical field [0001] The present invention relates to network planning and optimization technology, in particular to an adaptive propagation environment classification method. Background technique [0002] The accurate description of the wireless propagation environment is used in the planning and design of the wireless cellular system, providing more accurate coverage prediction when used in simulation, and providing an accurate radio wave propagation model, thereby helping the planning, deployment and expansion of the wireless network. [0003] At present, there are few methods to classify the communication environment. One part mainly relies on on-site measurement, which will inevitably consume human resources; another part of the communication environment classification method is based on the idea of ​​clustering. For example, in the document "A Method to Correct the Communication Model According to the Classification of the Communication Environment In 》, first randomly sele...

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Application Information

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IPC IPC(8): H04W16/18
Inventor 李方伟胡艳丽朱江张雅清李晗孙逊张海波
Owner 重庆信科通信建设监理咨询有限公司
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