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基于Web的數(shù)據(jù)可視化工具設(shè)計(jì)與實(shí)現(xiàn)

發(fā)布時(shí)間:2018-04-02 10:02

  本文選題:教育信息化 切入點(diǎn):數(shù)據(jù)可視化 出處:《華中師范大學(xué)》2017年碩士論文


【摘要】:大數(shù)據(jù)正改變著社會(huì)的方方面面,教育也不例外,越來(lái)越多的教育數(shù)據(jù)被收集和存儲(chǔ),教育領(lǐng)域已經(jīng)步入了教育大數(shù)據(jù)時(shí)代。如何快速、便捷展示和分析教育數(shù)據(jù)成為普通教育工作者面臨的一個(gè)問題。數(shù)據(jù)可視化可將抽象的數(shù)據(jù)轉(zhuǎn)換為形象的圖表,利于數(shù)據(jù)特點(diǎn)和規(guī)律的發(fā)掘,因而將數(shù)據(jù)可視化技術(shù)應(yīng)用于教育領(lǐng)域,服務(wù)于普通教育工作者具有重要意義。但是普通教育工作者缺乏專業(yè)的數(shù)據(jù)可視化知識(shí)和技能,方便易用的數(shù)據(jù)可視化工具便成為迫切需要。本文首先梳理了數(shù)據(jù)可視化的研究現(xiàn)狀及其在教育中的應(yīng)用現(xiàn)狀,在此基礎(chǔ)之上對(duì)工具進(jìn)行了詳細(xì)的需求分析,著重闡述了功能需求和業(yè)務(wù)流程。然后,根據(jù)需求分析對(duì)工具進(jìn)行了設(shè)計(jì),重點(diǎn)對(duì)前端的設(shè)計(jì)模式進(jìn)行了思考,確定了 MVVM設(shè)計(jì)模式及其衍生的前端視圖模型。其次,對(duì)工具進(jìn)行了實(shí)現(xiàn),針對(duì)數(shù)據(jù)可視化圖表的封裝、交互以及導(dǎo)入特殊數(shù)據(jù)類型三個(gè)關(guān)鍵技術(shù)問題提出了解決對(duì)策。通過AngularJS指令技術(shù)和JavaScript閉包技術(shù)實(shí)現(xiàn)了圖表的封裝,使用D3.js人機(jī)交互技術(shù)實(shí)現(xiàn)了圖表的交互,通過在視圖模型中采用雙數(shù)組結(jié)構(gòu)實(shí)現(xiàn)了網(wǎng)狀和層次數(shù)據(jù)基于表格的導(dǎo)入和展示。最后,對(duì)工具進(jìn)行了功能和性能測(cè)試,測(cè)試結(jié)果表表明工具運(yùn)行正常、功能穩(wěn)定,達(dá)到了設(shè)計(jì)目標(biāo)。本文采用AngularJS框架、表格插件Handsometable、數(shù)據(jù)可視化繪圖庫(kù)Echarts和D3.js設(shè)計(jì)和實(shí)現(xiàn)了一款Web數(shù)據(jù)可視化工具。該工具操作簡(jiǎn)單、支持?jǐn)?shù)據(jù)類型豐富,滿足了教師、學(xué)生、教育管理者等人員可視化基本教育數(shù)據(jù)的需求,為今后此類數(shù)據(jù)可視化工具的開發(fā)提供了參考。
[Abstract]:Big data is changing all aspects of society, and education is no exception. More and more educational data have been collected and stored. The field of education has entered the era of educational big data. How to quickly, The convenient display and analysis of educational data has become a problem faced by ordinary educators. Data visualization can transform abstract data into graphic charts, which is conducive to exploring the characteristics and laws of the data. Therefore, it is of great significance to apply data visualization technology to the field of education and to serve the general educators, but the general educators lack the professional knowledge and skills of data visualization. The convenient and easy to use data visualization tools become an urgent need. Firstly, this paper combs the research status of data visualization and its application in education, and then makes a detailed demand analysis of the tools. Then, according to the requirement analysis, the tool is designed, the design pattern of the front end is considered, and the MVVM design pattern and its derived front view model are determined. The implementation of the tool is carried out, and the solutions to the three key technical problems of data visualization chart encapsulation, interaction and importing special data type are put forward. The encapsulation of the chart is realized by AngularJS instruction technology and JavaScript closure technology. D3.js human-computer interaction technology is used to realize the graph interaction, and the grid and hierarchical data are imported and displayed based on table by using double array structure in the view model. Finally, the function and performance of the tool are tested. The test results show that the tool runs normally, functions stably and achieves the design goal. In this paper, a Web data visualization tool is designed and implemented by using AngularJS framework, table plug-in Handsometable. data visualization drawing library Echarts and D3.js. The data types are abundant and meet the needs of teachers, students, education administrators and other personnel to visualize basic educational data, which provides a reference for the development of such data visualization tools in the future.
【學(xué)位授予單位】:華中師范大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2017
【分類號(hào)】:TP393.09;G434

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