LEADER 02687nam 22005655 450 001 9911015871803321 005 20250703130251.0 010 $a981-9672-18-X 024 7 $a10.1007/978-981-96-7218-9 035 $a(MiAaPQ)EBC32195990 035 $a(Au-PeEL)EBL32195990 035 $a(CKB)39578306400041 035 $a(DE-He213)978-981-96-7218-9 035 $a(EXLCZ)9939578306400041 100 $a20250703d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aPrognostics and Health Management for Intelligent Electromechanical Systems /$fby Hui Liu, Fang Cheng, Yanfei Li 205 $a1st ed. 2025. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2025. 215 $a1 online resource (257 pages) 311 08$a981-9672-17-1 327 $aIntroduction -- Feature extraction of bearing vibration signal -- Ensemble intelligent diagnosis for bearing faults -- Deep learning based prediction for bearing remaining useful life.-Optimization based prediction for IGBT remaining useful life. 330 $aThis book gives a detailed introduction to the technical background, feature extraction methods, PHM models and big data embedding methods of the big data theory in PHM for intelligent electromechanical systems. Combination with deep learning and big data, this book explains the hybrid algorithm framework of PHM such as ensemble intelligence and optimized intelligence and introduces PHM models for bearing, IGBT, MOSFET and other components and their big data embedding platform. This book improves the PHM method and theory of electromechanical system under industrial big data and provides reference for the development of intelligent electromechanical equipment and intelligent industrial production in the future. . 606 $aMechatronics 606 $aComputational intelligence 606 $aEngineering$xData processing 606 $aMechatronics 606 $aComputational Intelligence 606 $aData Engineering 615 0$aMechatronics. 615 0$aComputational intelligence. 615 0$aEngineering$xData processing. 615 14$aMechatronics. 615 24$aComputational Intelligence. 615 24$aData Engineering. 676 $a629.8 700 $aLiu$b Hui$0274539 701 $aCheng$b Fang$01833488 701 $aLi$b Yanfei$01827456 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9911015871803321 996 $aPrognostics and Health Management for Intelligent Electromechanical Systems$94408380 997 $aUNINA