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基于BP網(wǎng)絡(luò )和專(zhuān)家系統的鋁電解槽分層故障診斷
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(1.兗礦科澳鋁業(yè)有限公司,山東 鄒城 273500; ;2.中國礦業(yè)大學(xué) 信息與電氣工程學(xué)院,江蘇 徐州 221008)

作者簡(jiǎn)介:

丁立偉(1975-),男,山東日照人,高級工程師,碩士,主要從事有色冶金、故障診斷及智能控制等方向的研究。[FQ)]

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Aluminum Cell Hierarchical Fault Diagnosis Method Based on BP Network and Expert System[HS)]
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(1.Yankuang Keao Aluminum Co. Ltd.,Zoucheng 273500,China; ;2.School of Information and Electrical Engineering,CUMT,Xuzhou 221008,China)

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    摘要:

    針對鋁電解槽故障種類(lèi)繁多和不易診斷的問(wèn)題,設計了基于BP網(wǎng)絡(luò )和專(zhuān)家系統的分層故障診斷系統,包括前層分類(lèi)和后層預報;通過(guò)對槽電阻信號的頻譜分析,提取了故障特征信息,并對故障進(jìn)行分類(lèi);建立了基于BP網(wǎng)絡(luò )的前層分類(lèi)器,用于診斷特征顯著(zhù)的故障;制定了故障診斷和控制規則,完善了專(zhuān)家系統的知識庫,根據前層分類(lèi)結果對余下故障進(jìn)行診斷;通過(guò)制定規則,將前層分類(lèi)和后層預報相結合,實(shí)現了故障診斷系統的整體設計;仿真結果及理論分析表明,該系統可有效預報單一及復合故障,提高故障診斷的準確率,保證鋁電解槽工作狀況的穩定。

    Abstract:

    In order to solve the problem of great variety and diagnostic difficulty of the aluminum cell’ fault,a layered fault diagnosis expert system based on BP neural network and expert system was designed,which included former layer classification and after layer prediction. Based on the analysis for the frequency spectrum of the cell resistance signal,the fault feature information was extracted to classify the fault,A former layer classifier based on BP network was established to diagnose the obvious features of faults. Furthermore,with fault diagnosis rules and control rules as well as the consummate knowledge of expert system,the remaining fault was diagnosed according to the former layer classification results. The overall design of fault diagnosis system was achieved by setting the rules and combining the former layer classification and after layer prediction. The simulation results and theoretical analysis show that the system can effectively forecast the single and compound fault and then improve the diagnostic accuracy,ensure the working conditions of the aluminum cell.

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丁立偉,聶婷,李停.基于BP網(wǎng)絡(luò )和專(zhuān)家系統的鋁電解槽分層故障診斷計算機測量與控制[J].,2014,22(11):3476-3479.

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  • 在線(xiàn)發(fā)布日期: 2015-01-22
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