潘屹豪.数据驱动的工业机器人智能故障诊断方法研究[D].广东工业大学,2021(03).

任翔宇,秦勇,王彪,贾利民,程晓卿.基于博弈映射学习的多传感源信息融合三相电机智能故障诊断方法[J].电工技术学报,2023(17).

张旭东,郑晓钦,李修东,王海峰,金石,吴新振.基于相电流平均值改进算法的九相永磁同步电机系统开路故障诊断[J].中国电机工程学报,2023(04).

孙曙光,李勤,杜太行,崔景瑞,王景芹.基于一维卷积神经网络的低压万能式断路器附件故障诊断[J].电工技术学报,2020(12).

丁石川,厉雪衣,杭俊,王尹江,王群京.深度学习理论及其在电机故障诊断中的研究现状与展望[J].电力系统保护与控制,2020(08).

姜洪开,邵海东,李兴球.基于深度学习的飞行器智能故障诊断方法[J].机械工程学报,2019(07).

Li-Hua Wang,Xiao-Ping Zhao,Jia-Xin Wu,Yang-Yang Xie,Yong-Hong Zhang.Motor Fault Diagnosis Based on Short-time Fourier Transform and Convolutional Neural Network[J].Chinese Journal of Mechanical Engineering,2017(06).

郑晓钦,马伟明,王东.十五相感应电机缺相故障稳态性能分析（英文）[J].中国电机工程学报,2018(05).

Wenfeng Gong,Hui Chen,Zehui Zhang,Meiling Zhang,Haibo Gao.A Data-Driven-Based Fault Diagnosis Approach for Electrical Power DC-DC Inverter by Using Modified Convolutional Neural Network With Global Average Pooling and 2-D Feature Image[J].IEEE Access,2020.

aff > .An Online Data-driven Method for Simultaneous Diagnosis of IGBT and Current Sensor Fault of 3-Phase PWM Inverter in Induction Motor Drives[J].IEEE Transactions on Power Electronics,2020.

Sang Hun Kim,Dong Yeon Yoo,Sang Won An,Ye Seul Park,Jung Won Lee,Kyo Beum Lee.Fault Detection Method Using a Convolution Neural Network for Hybrid Active Neutral-Point Clamped Inverters[J].IEEE Access,2020.

Serkan Kiranyaz,Adel Gastli,Lazhar Ben-Brahim,Nasser Al-Emadi,Moncef Gabbouj.Real-Time Fault Detection and Identification for MMC Using 1-D Convolutional Neural Networks.[J].IEEE Trans. Industrial Electronics,2019.

Bin Gou,Yan Xu 0005,Yang Xia,Gary Wilson,Shuyong Liu.An Intelligent Time-Adaptive Data-Driven Method for Sensor Fault Diagnosis in Induction Motor Drive System.[J].IEEE Trans. Industrial Electronics,2019.

Sun Quan,Wang Youren,Jiang Yuanyuan.A Novel Fault Diagnostic Approach for DC-DC Converters Based on CSA-DBN[J].IEEE Access,2018.

Cai Baoping,Zhao Yubin,Liu Hanlin,Xie Min.A Data-Driven Fault Diagnosis Methodology in Three-Phase Inverters for PMSM Drive Systems[J].IEEE Transactions on Power Electronics,2017.

Y. LeCun,L. Bottou,Y. Bengio,P. Haffner.Gradient-based learning applied to document recognition[J].Proceedings of the IEEE,1998(11).