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基于感知模糊Petri網(wǎng)的自動(dòng)裝彈機故障分析方法
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北京石油化工學(xué)院 信息工程學(xué)院

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TJ38

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S北京市教育委員會(huì )科技計劃一般項目(KM201810017007);國家自然科學(xué)(31101088)資助;


One Approach for Failure of Auto-Loader Base onPerceptron Algorithm and Fuzzy Petri Net
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    摘要:

    坦克自動(dòng)裝彈機故障發(fā)生率高,原因復雜,為了縮短自動(dòng)裝彈機故障診斷時(shí)間,提高診斷準確度,在分析了自動(dòng)裝彈機內部原理及獲取相關(guān)專(zhuān)家經(jīng)驗后,提出了一種基于感知模糊Petri網(wǎng)的故障診斷方法。結合自動(dòng)裝彈機的具體構造建立對應的PFPN故障模型,通過(guò)模糊Petri網(wǎng)表示故障傳播過(guò)程,利用感知機誤差反向傳遞方法學(xué)習有限的專(zhuān)家經(jīng)驗,確定Petri網(wǎng)絡(luò )中觸發(fā)事件的權值。通過(guò)正向推理,實(shí)現了對自動(dòng)裝彈機故障的準確判斷。逆向推理結合最小割級方法,縮小排查范圍,提高推理效率。以旋轉故障機為例建立對應的 PFPN故障模型,與故障樹(shù)模型診斷結果和歷史診斷數據對比,驗證該故障分析方法的合理性和有效性,實(shí)現了對自動(dòng)裝彈機的快速準確的故障診斷。

    Abstract:

    the failure rate of the tank auto-loader is high and the causes of failure are complicated. In order to shorten the fault diagnosis time of the auto-loader and improve the diagnostic accuracy, after analyzing the internal principle of the automatic loading machine and obtaining relevant expert experience, a perception-based Fault diagnosis method for fuzzy Petri nets. Combined with the specific construction of the automatic loader, the corresponding PFPN fault model is established. The fuzzy Petri net is used to represent the fault propagation process. The perceptron error back-transfer method is used to learn the limited expert experience and determine the weight of the trigger event in the Petri network. Through forward reasoning, accurate judgment of the failure of the automatic loader is realized. Reverse reasoning combined with the minimum cut level method reduces the scope of investigation and improves the efficiency of reasoning. By taking the Rotary ammunition loader as an example, the corresponding PFPN fault model is established. By comparing with the fault tree model diagnosis results and historical diagnostic data, the rationality and effectiveness of the fault analysis method are verified.The fault diagnosis of automatic loader is realized quickly and accurately.

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李英順,張銀圖,陳悅峰,周建軍,江山青.基于感知模糊Petri網(wǎng)的自動(dòng)裝彈機故障分析方法計算機測量與控制[J].,2019,27(10):147-153.

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  • 收稿日期:2019-01-28
  • 最后修改日期:2019-04-29
  • 錄用日期:2019-04-29
  • 在線(xiàn)發(fā)布日期: 2019-10-16
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