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The Cdma Network Optimization Analysis Of The Data Mining Research And Implementation

Posted on:2011-04-02Degree:MasterType:Thesis
Country:ChinaCandidate:X WuFull Text:PDF
GTID:2208360308466764Subject:Computer application technology
Abstract/Summary:PDF Full Text Request
Network optimization plays a vital role in maintaining the normal operation of a mobile communication network. After the mobile communication network was put into use, with the ever-expanding of the business diversity, the ever-changing of the environment in the coverage area and the ever-changing of the number and distribution of users, its performance will inevitably be seriously affected, in order to ensure network quality and capacity to meet market demand, timely network optimization is essential.Network optimization is a complicated systematic project,which involves data collection, data analysis, program implementation, acceptance and assessment, and a series of other work. Among them, the data analysis is undoubtedly vital to the entire project, effective and efficient data analysis is the very basis upon which network problems are located and reasonable optimization solutions are proposed.The data that CDMA network optimization analysis required is mainly from two aspects: statistical data from background system and test data from the field. These data is featured by huge quantities, large amounts of information and lots of noise. In order to analyze these data more efficiently, it needs to get the support of advanced intelligent data processing technology. Compared to other intelligent data processing technology, data mining has obvious advantages. It is good at excavating those hidden, unknown but potentially useful information and knowledge from a large number of real and noisy application data. Therefore, data mining application in CDMA network optimization analysis has important and practical significance. The main work of this paper can be summarized as following:â'ˆThe basic theory of CDMA network optimization and data mining are introduced in order to make theoretical preparation for follow-up study;â'‰Deeply studied how to make the data mining technology be applied to the CDMA network optimization analysis (including conventional basic analysis and professional thematic analysis);â'ŠWith the carrier of CDMA network optimization analysis software ZXPOS CNA researched by ZTE Corporation, a detailed study is made to design and develop a CDMA network optimization analysis software;â'‹Take regression analysis application in Radio Propagation Environment Analysis and classification analysis application in Cover Analysis as the example to show the remarkable effect of data mining application in CDMA network optimization analysis;â'ŒDiscussed how to use a professional third-party data mining tools to assist CDMA network optimization analysis.
Keywords/Search Tags:Mobile Communication, CDMA, Network Optimization, Data Mining
PDF Full Text Request
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