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基于Hadoop的分布式對稱加密數(shù)據(jù)存儲的分析與研究

發(fā)布時間:2018-07-27 11:00
【摘要】:隨著互聯(lián)網(wǎng)技術(shù)和分布式數(shù)據(jù)存儲的高速發(fā)展,企業(yè)對云平臺使用越來越普及。與此同時,人們對于自身存儲在云平臺的數(shù)據(jù)安全的關(guān)心程度也前所未有,對云平臺上存儲的數(shù)據(jù)安全有了更高的要求。Hadoop能夠讓用戶輕松架構(gòu)和使用分布式平臺,然后通過該平臺對大量數(shù)據(jù)進(jìn)行分布式處理。但是基于Hadoop的分布式數(shù)據(jù)存儲目前存在著很大的安全隱患,缺少對靜態(tài)數(shù)據(jù)的加密保障,在安全方面只關(guān)注了數(shù)據(jù)的驗證和備份等部分,并沒有注重數(shù)據(jù)本身的安全性,因此頻頻爆發(fā)安全問題。本文研究的主要內(nèi)容就是將加密技術(shù)應(yīng)用到Hadoop云平臺中,能夠?qū)崿F(xiàn)對存儲在Hadoop云平臺的數(shù)據(jù)進(jìn)行分布式的對稱加密和解密。首先,本論文在介紹了云計算和分布式數(shù)據(jù)存儲的國內(nèi)外研究現(xiàn)狀和發(fā)展趨勢后,對Hadoop開源平臺的兩大關(guān)鍵技術(shù):分布式文件系統(tǒng)HDFS(Hadoop Distributed Filesystem)和用于處理海量數(shù)據(jù)的編程模型MapReduce做了詳細(xì)的介紹。其次,通過對現(xiàn)有加密算法的對比,分析傳統(tǒng)分布式數(shù)據(jù)存儲和Hadoop分布式數(shù)據(jù)存儲存在的問題,本文結(jié)合Hadoop分布式云計算框架中的的MapReduce模型,總結(jié)得出了基于Hadoop的分布式對稱加密數(shù)據(jù)存儲技術(shù),并進(jìn)行了簡要的分析。然后,從整體上對數(shù)據(jù)的分布式加密和解密各個模塊進(jìn)行了設(shè)計,并詳細(xì)介紹了用MapReduce實現(xiàn)對稱加密AES(Advanced Encryption Standard)算法過程,特別是著重介紹和設(shè)計了能夠?qū)崿F(xiàn)該算法的Map函數(shù)和Reduce函數(shù)。最后,在實驗室內(nèi)搭建Hadoop集群,并且通過該云平臺,來實現(xiàn)加密和解密過程,并對分布式對稱加密算法進(jìn)行功能測試、擴展性測試和效率測試,驗證整個流程。通過比較測試數(shù)據(jù)給出仿真性能分析,提出優(yōu)化問題,并對工作進(jìn)行了總結(jié)和展望。
[Abstract]:With the rapid development of Internet technology and distributed data storage, the use of cloud platform is becoming more and more popular. At the same time, people pay more attention to the security of data stored on cloud platform than ever before. Hadoop can make it easy for users to construct and use distributed platform. Then, a large number of data are distributed through the platform. However, the distributed data storage based on Hadoop has great security hidden danger at present, it lacks the encryption guarantee of static data, pays attention only to the verification and backup of data in the security aspect, and does not pay attention to the security of the data itself. As a result, security issues frequently erupt. The main content of this paper is to apply encryption technology to Hadoop cloud platform, which can realize distributed symmetric encryption and decryption of data stored in Hadoop cloud platform. First of all, this paper introduces the research status and development trend of cloud computing and distributed data storage at home and abroad. This paper introduces two key technologies of Hadoop open source platform: distributed file system (HDFS (Hadoop Distributed Filesystem) and programming model (MapReduce) which is used to deal with massive data. Secondly, by comparing the existing encryption algorithms, this paper analyzes the problems existing in traditional distributed data storage and Hadoop distributed data storage, and combines the MapReduce model of Hadoop distributed cloud computing framework. The distributed symmetric encryption data storage technology based on Hadoop is summarized and analyzed briefly. Then, the distributed encryption and decryption modules of data are designed, and the process of using MapReduce to realize symmetric encryption AES (Advanced Encryption Standard) algorithm is introduced in detail. Especially, the Map function and Reduce function which can realize the algorithm are introduced and designed. Finally, the Hadoop cluster is built in the laboratory, and the encryption and decryption process is realized through the cloud platform. The distributed symmetric encryption algorithm is tested by function, extensibility test and efficiency test, and the whole process is verified. The simulation performance analysis is given by comparing the test data, the optimization problem is put forward, and the work is summarized and prospected.
【學(xué)位授予單位】:西安科技大學(xué)
【學(xué)位級別】:碩士
【學(xué)位授予年份】:2015
【分類號】:TP309.7;TP333

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