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基于故障診斷的電機(jī)可靠性預(yù)測(cè)

基于故障診斷的電機(jī)可靠性預(yù)測(cè)

出版社:電子工業(yè)出版社出版時(shí)間:2023-12-01
開本: 其他 頁數(shù): 344
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本書全面探索了電機(jī)和驅(qū)動(dòng)器的故障診斷和故障預(yù)測(cè)的新興方法。作者從基本背景開始,描述了電機(jī)和驅(qū)動(dòng)器故障的物理原理、影響故障和信號(hào)的設(shè)計(jì)和組件,以及信號(hào)的處理和分析。另外,本書基于描述這些信號(hào)的特征,介紹通常用于提取相關(guān)特征以診斷電機(jī)或驅(qū)動(dòng)器健康狀況的方法、識(shí)別電機(jī)或驅(qū)動(dòng)器健康狀態(tài)的方法、區(qū)分可能的故障及其嚴(yán)重性的方法,討論了用于識(shí)別故障趨勢(shì)和估計(jì)剩余使用壽命的工具。本書解決了故障診斷、故障預(yù)測(cè)和故障緩解之間的關(guān)系,有較高的應(yīng)用參考價(jià)值。

基于故障診斷的電機(jī)可靠性預(yù)測(cè) 目錄

第1章 基本方法和工具··································································1
1.1 一般方法·········································································1
1.2 特征提。盒盘(hào)和預(yù)處理····················································2
1.2.1 原始信號(hào):信號(hào)和傳感器類型·······································2
1.2.2 預(yù)處理····································································17
1.2.3 模型方法·································································38
1.2.4 等價(jià)空間法······························································44
1.3 特征簡(jiǎn)化——主成分分析···················································46
1.3.1 主成分分析:空間簡(jiǎn)化和無監(jiān)督聚類······························47
1.3.2 組間關(guān)聯(lián)·································································49
1.3.3 信息含量:香農(nóng)熵·····················································50
1.3.4 監(jiān)督聚類的模式大小簡(jiǎn)化············································51
1.3.5 無監(jiān)督聚類的模式大小簡(jiǎn)化:拉普拉斯分?jǐn)?shù)·····················53
1.3.6 無監(jiān)督聚類的聚類數(shù)選擇············································54
1.3.7 其他的聚類質(zhì)量準(zhǔn)則··················································56
1.4 聚類方法········································································58
1.4.1 概論·······································································58
1.4.2 監(jiān)督聚類·································································61
1.4.3 無監(jiān)督聚類······························································67
1.5 預(yù)測(cè)方法········································································73
1.5.1 預(yù)測(cè)過程·································································73
1.5.2 時(shí)間序列外推法························································75
1.5.3 貝葉斯網(wǎng)絡(luò)······························································80
1.5.4 馬爾可夫鏈······························································82
1.5.5 隱馬爾可夫模型························································82
1.5.6 雨流算法·································································87
原著參考文獻(xiàn)·········································································90
第2章 應(yīng)用與具體細(xì)節(jié)·································································99
2.1 電機(jī)驅(qū)動(dòng)概述··································································98
2.2 電機(jī)···············································································99
2.2.1 基本原理·······························································100
2.2.2 磁鋼和磁體····························································101
2.2.3 繞組和絕緣····························································105
2.3 電機(jī)型號(hào)、運(yùn)行與控制····················································108
2.3.1 三相繞組·······························································108
2.3.2 感應(yīng)電機(jī)·······························································109
2.3.3 永磁交流電機(jī)·························································113
2.4 電機(jī)故障······································································115
2.4.1 操作變量及其測(cè)量···················································116
2.4.2 監(jiān)控、檢測(cè)和故障分類·············································117
2.4.3 軸承·····································································121
2.4.4 絕緣·····································································133
2.5 開路及短路故障、偏心、磁鐵斷裂和轉(zhuǎn)子斷條·····················143
2.5.1 感應(yīng)電機(jī)·······························································144
2.5.2 永磁交流電機(jī)·························································158
2.5.3 傳感器故障····························································166
2.5.4 故障緩解與管理······················································168
2.6 電力電子器件和系統(tǒng)·······················································172
2.6.1 交流電機(jī)中的電力電子器件·······································173
2.6.2 靜態(tài)開關(guān)·······························································179
2.6.3 電容器··································································191
2.6.4 器件故障及其表現(xiàn)···················································202
2.6.5 電容器失效模式······················································207
2.6.6 功率器件故障診斷與預(yù)測(cè)技術(shù)····································207
2.6.7 電容器故障診斷與預(yù)測(cè)技術(shù)·······································247
原著參考文獻(xiàn)·················································
展開全部

基于故障診斷的電機(jī)可靠性預(yù)測(cè) 作者簡(jiǎn)介

Elias G. Strangas,美國(guó)密歇根州立大學(xué)(Michigan State University, MSU)電氣與計(jì)算機(jī)學(xué)院教授,富布賴特學(xué)者(Fulbright Scholars),第23屆國(guó)際電機(jī)會(huì)議(ICEM 2018)大會(huì)主席,第11屆IEEE電機(jī)與電力電子及驅(qū)動(dòng)故障診斷國(guó)際研討會(huì)(SDEMPED 2017)主席,獲MSU教育卓越獎(jiǎng)。1975年于希臘國(guó)家技術(shù)大學(xué)(National Technical University of Greece)取得電氣與機(jī)械工程學(xué)士學(xué)位,1977年和1980年于美國(guó)匹茲堡大學(xué)(University of Pittsburgh)取得電氣工程碩士學(xué)位和博士學(xué)位。1981至1983年在希臘雅典施耐德電氣公司(ELVIM)擔(dān)任研發(fā)經(jīng)理,1983年至1986年在美國(guó)密蘇里大學(xué)羅拉分校(University of Missouri, Rolla)任教。自1986年后一直執(zhí)教于MSU至今,并負(fù)責(zé)電機(jī)與驅(qū)動(dòng)實(shí)驗(yàn)室(EMDL)的指導(dǎo)和管理工作。主要進(jìn)行電機(jī)設(shè)計(jì)與驅(qū)動(dòng)控制方面的研究,包括電機(jī)參數(shù)數(shù)值計(jì)算方法、電機(jī)與驅(qū)動(dòng)系統(tǒng)的設(shè)計(jì)和控制、電機(jī)驅(qū)動(dòng)系統(tǒng)故障診斷和容錯(cuò)控制、驅(qū)動(dòng)系統(tǒng)可靠性等。

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