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基于Hadoop的電信經(jīng)營(yíng)數(shù)據(jù)分析系統(tǒng)的設(shè)計(jì)與實(shí)現(xiàn)

發(fā)布時(shí)間:2018-04-28 19:48

  本文選題:Hadoop + 經(jīng)營(yíng)數(shù)據(jù)分析; 參考:《天津大學(xué)》2016年碩士論文


【摘要】:人類已經(jīng)進(jìn)入了大數(shù)據(jù)時(shí)代,數(shù)據(jù)資產(chǎn)成為了企業(yè)的核心競(jìng)爭(zhēng)力,如何圍繞電信企業(yè)的大數(shù)據(jù)資產(chǎn),構(gòu)建大數(shù)據(jù)生態(tài)系統(tǒng),以用戶體驗(yàn)為導(dǎo)向,創(chuàng)新商業(yè)模式,成為了電信企業(yè)面臨的重要任務(wù)。面向電信企業(yè)的大數(shù)據(jù)分析平臺(tái),其建設(shè)的原則是建設(shè)完善的、高性能的、開放的平臺(tái);大數(shù)據(jù)能力平臺(tái)構(gòu)建的穩(wěn)定性是最重要的,重點(diǎn)需要關(guān)注部件的性能,以及對(duì)某項(xiàng)技術(shù)的更新?lián)Q代。同時(shí)提供大數(shù)據(jù)應(yīng)用能力開發(fā)的開發(fā)環(huán)境Develop Studio,使大數(shù)據(jù)合作伙伴能夠直接在這個(gè)平臺(tái)上開發(fā)應(yīng)用、發(fā)布應(yīng)用和運(yùn)行應(yīng)用。同時(shí),大數(shù)據(jù)平臺(tái)的基本架構(gòu)實(shí)現(xiàn)全部云化;陔娦牌髽I(yè)對(duì)經(jīng)營(yíng)分析大數(shù)據(jù)的需求,本文對(duì)基于Hadoop的電信經(jīng)營(yíng)分析大數(shù)據(jù)分析平臺(tái)的架構(gòu)進(jìn)行了設(shè)計(jì)并對(duì)部分功能模塊進(jìn)行了實(shí)現(xiàn)。對(duì)基于Hadoop的電信運(yùn)營(yíng)商大數(shù)據(jù)平臺(tái)進(jìn)行了設(shè)計(jì)與實(shí)現(xiàn),對(duì)此平臺(tái)的數(shù)據(jù)、技術(shù)架構(gòu)進(jìn)行了設(shè)計(jì),對(duì)架構(gòu)中的信息整合、數(shù)據(jù)資產(chǎn)、能力開放等模塊進(jìn)行了設(shè)計(jì);,對(duì)Hadoop集群在本系統(tǒng)中的應(yīng)用模式與應(yīng)用特點(diǎn)進(jìn)行了設(shè)計(jì),對(duì)增強(qiáng)的Hadoop架構(gòu),以及Hadoop中的HDFS、MapReduce、HBase、MPP等增強(qiáng)功能進(jìn)行了在系統(tǒng)中的設(shè)計(jì)。對(duì)平臺(tái)的資源管理模塊的實(shí)現(xiàn)進(jìn)行了描述,對(duì)運(yùn)維管控模塊進(jìn)行了實(shí)現(xiàn),尤其對(duì)元數(shù)據(jù)的管理和數(shù)據(jù)安全進(jìn)行了詳細(xì)的實(shí)現(xiàn)。實(shí)際使用的結(jié)果表明,Hadoop架構(gòu)適合進(jìn)行電信經(jīng)營(yíng)數(shù)據(jù)的分析統(tǒng)計(jì)。本文設(shè)計(jì)實(shí)現(xiàn)的大數(shù)據(jù)經(jīng)營(yíng)分析平臺(tái)具有很強(qiáng)的實(shí)用性。
[Abstract]:Human beings have entered the era of big data, and data assets have become the core competitiveness of enterprises. Has become the telecommunication enterprise to face the important task. Big data's analytical platform for telecommunications enterprises is built on the principle of building a perfect, high performance and open platform. The stability of big data's ability platform is the most important, and the focus is on the performance of components. And the replacement of a technology. At the same time, it provides Develop Studio, a development environment for big data's application capability development, which enables big data partners to develop applications, release applications and run applications directly on this platform. At the same time, big data platform of the basic architecture to achieve all cloud. Based on the requirement of big data, this paper designs the architecture of the analysis platform of the telecom business analysis based on Hadoop and implements some functional modules. This paper designs and implements big data platform of telecom operator based on Hadoop, designs the data and technical framework of this platform, integrates information and data assets in the framework, The application mode and characteristics of Hadoop cluster in this system are designed. The enhanced Hadoop architecture and the enhanced functions such as HDFS MapReduceHBaseMMPP in Hadoop are designed in the system. The implementation of the resource management module of the platform is described, and the operation and maintenance management module is implemented, especially the metadata management and data security are implemented in detail. The practical results show that the Hadoop architecture is suitable for the analysis and statistics of telecom operation data. Big data management analysis platform designed and implemented in this paper has strong practicability.
【學(xué)位授予單位】:天津大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2016
【分類號(hào)】:F626;TP311.13

【參考文獻(xiàn)】

相關(guān)期刊論文 前8條

1 王珊;王會(huì)舉;覃雄派;周p,

本文編號(hào):1816622


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