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基于貝葉斯網(wǎng)絡(luò )的風(fēng)力發(fā)電機故障診斷方法
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成都天奧測控技術(shù)有限公司

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The Method for diagnosis of Wind Turbine Based on Bayesian network
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    摘要:

    貝葉斯網(wǎng)絡(luò )是概率統計學(xué)的重要分支,具有強大的不確定性問(wèn)題處理能力,適用于復雜系統的故障診斷。風(fēng)力發(fā)電機系統維護成本較高,為減少維修成本,需要進(jìn)行準確的故障定位。文章對基于貝葉斯網(wǎng)絡(luò )的故障診斷方法進(jìn)行了研究,介紹了貝葉斯網(wǎng)絡(luò )故障診斷模型的建立過(guò)程,并著(zhù)重介紹了診斷算法推導和計算過(guò)程。利用歷史故障統計數據建立了風(fēng)力發(fā)電機系統貝葉斯網(wǎng)絡(luò )MATLAB模型,主要包括網(wǎng)絡(luò )結構有向無(wú)環(huán)圖和條件概率分布參數等內容。最后,模擬了兩種故障,分別采用貝葉斯網(wǎng)絡(luò )方法和相關(guān)性矩陣方法進(jìn)行故障診斷,通過(guò)對兩種方法診斷結果的比較,前者具有更好的故障分辨率,可有力支持復雜系統的維護保障、降低維修成本。

    Abstract:

    Bayesian network is an improtant variety of probability statistics,Because of its powerful capabilities of dealing with the uncertainty problem,it is suitable for diagnosis of complex system.The maintenance cost of wind turbine is very high,people needs to locate the faults accurately to reduce the maintenance cost. This paper studied the method of diagnosis based on bayesian network,described the details of the method for building the bayesian network diagnosis model ,especially for the derivation and calculaiton.It built the bayesian network MATLAB model of wind turbine using the historical fault data,this model contains Directed acyclic graph and Conditional probability distribution. Finally,this paper simulated two kinds of faults in the wind turbine system,two methods were used to diagnose these fault,One is the Bayesian network model and the other is the Dependency matrix.The result is that the Bayesian network method has the better fault resolution more than the Dependency matrix method,this could provides strong support to reducing maintenance cost of the complex system .

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胡 宇,唐小峰,文永康,鄒建.基于貝葉斯網(wǎng)絡(luò )的風(fēng)力發(fā)電機故障診斷方法計算機測量與控制[J].,2021,29(4):51-58.

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  • 收稿日期:2020-09-14
  • 最后修改日期:2020-10-16
  • 錄用日期:2020-10-16
  • 在線(xiàn)發(fā)布日期: 2021-04-25
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