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基于數據挖掘的發(fā)動(dòng)機頻率測試系統設計
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新疆工程學(xué)院 信息工程學(xué)院

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Design of Engine Frequency Test System Based on Data Mining
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    摘要:

    目前設計的發(fā)動(dòng)機頻率測試系統的檢測率準確率較低,虛警率過(guò)大。基于數據挖掘設計一種新的發(fā)動(dòng)機頻率測試系統,系統整體架構分為數據采集板、圖形界面、數據處理軟件三部分,利用CAN總線(xiàn)連接上位機和下位機,通過(guò)傳感器、供電電源、采集模塊、存儲器組成數據采集板。由16通道高速數據采集模塊、FPGA、LabIVIEWFPGA開(kāi)發(fā)平臺組成圖形界面,實(shí)現系統硬件設計。分別設計了傳感器信號調理電路、A/D轉換電路、C8051F040單片機及其 CAN通訊電路,通過(guò)數據挖掘對發(fā)動(dòng)機頻率測試系統頻率數據進(jìn)行聚類(lèi),實(shí)現測試顯示以及測試結果的保存。通過(guò)CAN通信程序、HT程序、主機程序組成將測試數據傳輸至圖形顯示界面,完成基于數據挖掘的發(fā)動(dòng)機頻率測試系統設計。實(shí)驗結果表明,基于數據挖掘的發(fā)動(dòng)機頻率測試系統能夠有效提高發(fā)動(dòng)機頻率測試的檢測率,降低系統虛警率,有效減小了發(fā)動(dòng)機頻率測量誤報。

    Abstract:

    At present, the detection accuracy of the engine frequency test system is low and the false alarm rate is too high. A new engine frequency test system is designed based on data mining. The system architecture is divided into three parts: data acquisition board, graphical interface and data processing software. The upper computer and the lower computer are connected by CAN bus. The data acquisition board is composed of sensors, power supply, acquisition module and memory. The graphic interface is composed of 16 channel high-speed data acquisition module, FPGA and labiviewfpga development platform to realize the system hardware design. The sensor signal conditioning circuit, a / D conversion circuit, C8051F040 single chip microcomputer and its can communication circuit are designed respectively. Through data mining, the frequency data of the engine frequency test system are clustered to realize the test display and test result preservation. Through can communication program, HT program and host program, the test data is transmitted to the graphical display interface, and the engine frequency test system based on data mining is designed. The experimental results show that the engine frequency test system based on data mining can effectively improve the detection rate of engine frequency test, reduce the system false alarm rate, and effectively reduce the engine frequency measurement false alarm.

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陳曉飛,賈勇,秦健勇.基于數據挖掘的發(fā)動(dòng)機頻率測試系統設計計算機測量與控制[J].,2021,29(7):26-30.

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  • 收稿日期:2020-11-11
  • 最后修改日期:2020-12-15
  • 錄用日期:2020-12-21
  • 在線(xiàn)發(fā)布日期: 2021-07-23
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