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基于OCR技術(shù)的航天器材料及器件試驗數據識別系統
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中船重工奧藍托無(wú)錫軟件技術(shù)有限公司

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Spacecraft Material and DeviceTest Data Identification System Based on OCR Technology
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    摘要:

    航天器材料及器件數據庫需要海量國內外試驗報告數據的支撐,其中表格作為最普遍的數據存儲形式含有的數據量最為龐大,然而面對人工識別提取表格數據工作繁瑣且易出錯的難點(diǎn),以PDF文檔的表格為研究對象,提出基于OCR技術(shù)的航天器材料及器件試驗數據識別系統;采用了B/S架構,基于EXT、JAVA、Python等技術(shù)語(yǔ)言進(jìn)行開(kāi)發(fā),系統具備PDF文檔轉換、表格識別、數據提取、數據編輯等功能;依據系統設計采用版面分析和PDFPlumber表格檢測的關(guān)鍵技術(shù)和方法以達導準確有效識別PDF文檔表格的目的,采用EXT表格控件形式展現提取的數據經(jīng)試驗測試實(shí)現了對PDF文檔內規整表格的批量識別和數據提取;驗證了設計方案的可行性,滿(mǎn)足了試驗數據試別系統的高識別準確率、快速識別等特點(diǎn);

    Abstract:

    The database of spacecraft materials and devices needs the support of massive test reports at home and abroad. As the most common form of data storage, table contains the largest amount of data. However, faced with the tedious and error-prone work of manual identification and extraction of table data, the table of PDF document is taken as the research object. The data identification system of spacecraft material and device test based on OCR technology is proposed. Using B/S architecture, based on EXT, JAVA, Python and other technical languages for development, the system has PDF document conversion, form recognition, data extraction, data editing and other functions; According to the system design, the key technologies and methods of layout analysis and PDFPlumber form inspection are used to identify PDF document forms accurately and effectively. The extracted data are displayed in the form of EXT form control. The batch identification and data extraction of regular forms in PDF documents are realized through the test. The feasibility of the design scheme is verified to meet the characteristics of high recognition accuracy and fast recognition of the test data test system.

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陸俊杰,魏亞?wèn)|,李曉峰,王成,李洪普,李鋒.基于OCR技術(shù)的航天器材料及器件試驗數據識別系統計算機測量與控制[J].,2023,31(1):282-288.

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歷史
  • 收稿日期:2022-06-17
  • 最后修改日期:2022-07-12
  • 錄用日期:2022-07-13
  • 在線(xiàn)發(fā)布日期: 2023-01-16
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