基于判据融合的异步电动机定子绕组匝间短路诊断

Abstract
Figure/Table
References
Related Citation (13)

Download: PDF (1124 KB) HTML (1 KB)
Export: BibTeX | EndNote (RIS)

Abstract To solve the interference problem of other common abnormal operating conditions in the diagnosis of the stator winding inter-turn short-circuit fault, a stator winding inter-turn short-circuit fault diagnosis scheme based on criterion fusion for asynchronous motors is proposed. First, considering the causal relationship between fault features, fusion criteria with current features as the main feature and voltage features as the auxiliary feature are proposed. Next, these fusion criteria are used to diagnose the stator winding inter-turn short-circuit fault and fault phase. Last, the effectiveness of the scheme is verified through simulation experiments.

Key words： asynchronous motors stator winding inter-turn short-circuit fault criterion fusion causal relationship

Received: 26 October 2023

	Service

	E-mail this article
	Add to my bookshelf
	Add to citation manager
	E-mail Alert
	RSS
	Articles by authors
	ZHANG Junhua

Cite this article:

ZHANG Junhua. Diagnosis of stator winding inter-turn short-circuit fault for asynchronous motors based on criterion fusion[J]. Electrical Engineering, 2024, 25(3): 38-45.

URL:

https://dqjs.cesmedia.cn/EN/Y2024/V25/I3/38

[1] 唐斯, 陈新楚, 郑松. 基于注意力与多尺度卷积神经网络的电机轴承故障诊断[J]. 电气技术, 2020, 21(11): 32-38.
[2] 孙丽玲, 李和明, 许伯强. 基于多回路数学模型的异步电动机内部故障瞬变过程[J]. 电力系统自动化, 2004, 28(23): 35-40, 75.
[3] 何玉灵, 孙凯, 王涛, 等. 基于变分模态分解与精细复合多尺度散布熵的发电机匝间短路故障诊断[J]. 电力自动化设备, 2021, 41(3): 164-172.
[4] 张业成, 刘国海, 陈前. 基于电流波动特征的永磁同步电机匝间短路与局部退磁故障分类诊断研究[J]. 电工技术学报, 2022, 37(7): 1634-1643, 1653.
[5] 魏东, 刘侃, 丁荣军, 等. 基于多重同步压缩变换的永磁同步电机初期匝间短路故障检测[J]. 电工技术学报, 2022, 37(18): 4651-4663.
[6] 张雅晖, 杨凯, 李天乐. 一种利用融合相关谱的异步电机故障诊断方法[J]. 电机与控制学报, 2021, 25(11): 1-7.
[7] 陈勇, 梁洪, 王成栋, 等. 基于改进小波包变换和信号融合的永磁同步电机匝间短路故障检测[J]. 电工技术学报, 2020, 35(增刊1): 228-234.
[8] WEI Dong, LIU Kan, HU Wei, et al.Short-time adaline based fault feature extraction for inter-turn short circuit diagnosis of PMSM via residual insulation monitoring[J]. IEEE Transactions on Industrial Elec- tronics, 2023, 70(3): 3103-3114.
[9] 魏书荣, 张路, 符杨, 等. 基于派克矢量轨迹椭圆度的海上双馈电机定子绕组匝间短路早期故障辨识[J]. 中国电机工程学报, 2017, 37(10): 3001-3009.
[10] 陈众, 伍雅娜, 冷鹏, 等. 异步电机定子绕组匝间短路故障诊断研究[J]. 电机与控制应用, 2019, 46(5): 120-125.
[11] 钟守平, 王洪林, 陈佳胜, 等. 大型燃气轮发电机组保护关键技术研究[J]. 电气技术, 2021, 22(12): 67-72.
[12] 康逸群, 宋梦琼. 大型发电机注入式定子接地保护应用与分析[J]. 电气技术, 2020, 21(1): 129-132.
[13] 田代宗, 孙宇光, 王善铭, 等. 多相整流永磁同步发电机绕组内部相间短路的故障分析[J]. 电工技术学报, 2020, 35(6): 1262-1271.
[14] 陈鹏, 谢颖, 李道璐. 感应电机定子匝间短路故障温升特性研究[J]. 电工技术学报, 2023, 38(18): 4875-4888.
[15] FU Yang, REN Zixu, WEI Shurong, et al.Using flux linkage difference vector in early inter-turn short circuit detection for the windings of offshore wind DFIGs[J]. IEEE Transactions on Energy Conversion, 2021, 36(4): 3007-3015.
[16] 肖启明, 郭谋发. 基于变分模态分解与图信号指标的配电网高阻接地故障识别算法[J]. 电气技术, 2021, 22(5): 50-55.
[17] 郭昱君, 王爱元, 姚晓东. 基于BP神经网络和小波包能量熵的异步电动机故障诊断[J]. 电机与控制应用, 2022, 49(10): 53-59.
[18] 许伯强, 何俊驰, 孙丽玲. 基于SAE与改进LightGBM算法的笼型异步电机故障诊断方法[J]. 电机与控制学报, 2021, 25(8): 29-36.
[19] 李俊卿, 陈雅婷, 李斯璇. 基于深度置信网络的同步发电机励磁绕组匝间短路故障预警[J]. 电力自动化设备, 2021, 41(2): 153-158.
[20] SONG Qiang, WANG Mingsheng, LAI Wuxuan, et al.On Bayesian optimization-based residual CNN for estimation of inter-turn short circuit fault in PMSM[J]. IEEE Transactions on Power Electronics, 2023, 38(2): 2456-2468.
[21] SHIH K J, HSIEH M F, CHEN Bojia, et al.Machine learning for inter-turn short-circuit fault diagnosis in permanent magnet synchronous motors[J]. IEEE Transactions on Magnetics, 2022, 58(8): 1-7.
[22] 施永茜, 姜斌, 冒泽慧. 异步电机定子匝间短路故障建模及检测研究[J]. 控制工程, 2020, 27(1): 22-27.
[23] 张军军. 基于余弦相似性的在线监测系统智能预警方法[J]. 电气技术, 2023, 24(9): 65-70.
[24] 赵耀, 陆佳煜, 李东东, 等. 基于机电信号融合的电励磁双凸极电机绕组匝间短路故障诊断[J]. 电工技术学报, 2023, 38(1): 204-219.
[25] 袁岳, 陈实, 刘璐瑶, 等. 基于改进D-S证据理论的变压器多维信息融合及状态评估[J]. 电气技术, 2021, 22(6): 66-72.
[26] TALLAM R M, HABETLER T G, HARLEY R G.Transient model for induction machines with stator winding turn faults[J]. IEEE Transactions on Industry Applications, 2002, 38(3): 632-637.
[27] 刘卉圻, 韩坤, 苟斌, 等. 异步电机定子绕组匝间短路故障建模与分析[J]. 机车电传动, 2013(6): 52-55.
[28] CRUZ S M A, CARDOSO A J M. Stator winding fault diagnosis in three-phase synchronous and a synchronous motors, by the extended Park’s vector approach[J]. IEEE Transactions on Industry Appli- cations, 2001, 37(5): 1227-1233.