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物流信息文件多維元數(shù)據(jù)索引與查詢(xún)研究

發(fā)布時(shí)間:2018-10-17 17:41
【摘要】:隨著電子商務(wù)和物流產(chǎn)業(yè)的迅猛發(fā)展,其存儲(chǔ)處理系統(tǒng)中的物流文件具有數(shù)據(jù)量大、數(shù)據(jù)更新頻繁等特點(diǎn),對(duì)物流文件如何快速地實(shí)現(xiàn)查找是物流系統(tǒng)迫切需要解決問(wèn)題之一。物流文件中含有大量的多維元數(shù)據(jù),現(xiàn)有的索引結(jié)構(gòu)因沒(méi)有充分利用其中元數(shù)據(jù),而不能更有效的滿(mǎn)足多維元數(shù)據(jù)復(fù)雜查詢(xún)的要求。為此,本論文主要研究?jī)?nèi)容如下:首先,在物流文件中,根據(jù)多維元數(shù)據(jù)索引結(jié)構(gòu)的需求,本文在R樹(shù)節(jié)點(diǎn)上放入布隆過(guò)濾器(Bloom Filter)提出一種多維元數(shù)據(jù)索引結(jié)構(gòu),稱(chēng)為R樹(shù)布隆過(guò)濾器,簡(jiǎn)稱(chēng)R-TBF(R-Tree and Bloom Filter)。物流文件中元數(shù)據(jù)更新頻次高,為了保證索引結(jié)構(gòu)的更新性能,本文接著提出R-TBF索引結(jié)構(gòu)的更新機(jī)制,它由基礎(chǔ)索引結(jié)構(gòu)和更新緩存結(jié)構(gòu)組成。最后用在物流文件中的多維元數(shù)據(jù)的查詢(xún)實(shí)例說(shuō)明我提出的索引結(jié)構(gòu)與更新機(jī)制。其次,為了能夠在物流信息存儲(chǔ)系統(tǒng)中快速的查找到物流文件,本文采用R-TBF索引結(jié)構(gòu),建立元數(shù)據(jù)立方體(metadata cube),設(shè)計(jì)了一種基于元數(shù)據(jù)立方體的R樹(shù)布隆過(guò)濾器的查詢(xún)機(jī)制,英文簡(jiǎn)稱(chēng)R-TBFMC(Query Mechanism of R-Tree and Bloom Filter based Metadata Cube)。查詢(xún)機(jī)制設(shè)計(jì)了三個(gè)模塊:R-TBFMC主模塊,R-TBFMC查詢(xún)模塊以及R-TBFMC更新模塊。同時(shí)設(shè)計(jì)了兩種查詢(xún)方法,分別是范圍和值查詢(xún)法和范圍最大值查詢(xún)法。最后,進(jìn)行了多維元數(shù)據(jù)查詢(xún)機(jī)制的實(shí)現(xiàn)工作,實(shí)現(xiàn)了多維元數(shù)據(jù)查詢(xún)機(jī)制的三個(gè)模塊,以及兩種查詢(xún)算法——范圍和值查詢(xún)法和范圍最大值查詢(xún)法。并對(duì)提出的查詢(xún)機(jī)制(基于元數(shù)據(jù)立方體的R樹(shù)布隆過(guò)濾器的查詢(xún)機(jī)制)的性能進(jìn)行測(cè)試與分析來(lái)證實(shí)此查詢(xún)機(jī)制的高效性。
[Abstract]:With the rapid development of electronic commerce and logistics industry, the logistics files in the storage and processing system are characterized by large amount of data and frequent updating of data. How to find logistics files quickly is one of the urgent problems that need to be solved in logistics system. There are a lot of multidimensional metadata in the logistics file, and the existing index structure can not satisfy the requirement of complex query of multidimensional metadata because it does not make full use of the metadata. Therefore, the main contents of this paper are as follows: firstly, according to the requirement of multidimensional metadata index structure in logistics file, this paper puts a kind of multidimensional metadata index structure (Bloom Filter) into the R-tree node. Called R-Tree Bron filter, abbreviated as R-TBF (R-Tree and Bloom Filter).) In order to ensure the update performance of index structure, this paper proposes an update mechanism of R-TBF index structure, which consists of basic index structure and update cache structure. Finally, the index structure and update mechanism are illustrated by a query example of multidimensional metadata in the logistics file. Secondly, in order to find the logistics files quickly in the logistics information storage system, this paper adopts the R-TBF index structure, establishes the metadata cube (metadata cube), to design a query mechanism of R-tree Bron filter based on the metadata cube. Abbreviated R-TBFMC (Query Mechanism of R-Tree and Bloom Filter based Metadata Cube). The query mechanism includes three modules: R-TBFMC main module, R-TBFMC query module and R-TBFMC update module. At the same time, two query methods, range and value query and range maximum query, are designed. Finally, the implementation of multidimensional metadata query mechanism is carried out, and the three modules of multidimensional metadata query mechanism are implemented, as well as two query algorithms: range and value query and range maximum query. The performance of the proposed query mechanism (the query mechanism of R-tree Bron filter based on metadata cube) is tested and analyzed to verify the efficiency of the query mechanism.
【學(xué)位授予單位】:南京郵電大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2015
【分類(lèi)號(hào)】:TP311.13

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