发文时间:2026-03-24 撰稿人:

张莉*; 岳文博; 黄梦君; 杨建伟; 基于IMF模态筛选改进双阶段迁移学习的复合故障诊断方法研究, 振动与冲击,2026, 45(3): 226-237+270=259.

Wenbo Yue; Li Zhang*; Jianwei Yang; Bo Tang; Dechen Yao; An Improved Domain Adaptive Method for Early Weak Fault Diagnosis of Bearings Based on Sample Compactness and Anomalous Feature Filtering, IEEE Transactions on Instrumentation and Measurement, 2025, 74: 3561016.

Wenbo Yue; Li Zhang*; Jianwei Yang; Dongpo Wang; A semi-supervised learning method based on pseudo-label iterative purification for intelligent fault diagnosis of rolling bearing, Measurement Science and Technology, 2024, 35(6): 66013.

Dongpo Wang; Li Zhang*; Jianwei Yang; Wenbo Yue; A staged deep multi-source domain adaptation framework based on loss dynamic adjustment for bearing fault diagnosis, Journal of Mechanical Science and Technology, 2025, 39 (9): 5011-5023.

Li Zhang, Liang Guo, Hongli Gao, Dawei Dong, Guoqiang Fu, Xin Hong. Instance-based ensemble deep transfer learning network: A new intelligent degradation recognition method and its application on ball screw[J]. Mechanical Systems and Signal Processing, 2020, 140: 106681.

Li Zhang, Hongli Gao, Juan Wen, Shichao Li, Qi Liu. A deep learning-based recognition method for degradation monitoring of ball screw with multi-sensor data fusion[J]. Microelectronics Reliability, 2017, 75: 215-222.

Li Zhang, Hongli Gao, Dawei Dong, Guoqiang Fu, Qi Liu. Wear calculation-based degradation analysis and modeling for remaining useful life prediction of ball screw[J]. Mathematical Problems in Engineering, 2018: 2969854.

Guoqiang Fu, Li Zhang, Jianzhong Fu, Hongli Gao, Yu’an Jin. F test-based automatic modeling of single geometric error component for error compensation of five-axis machine tools[J]. The International Journal of Advanced Manufacturing Technology, 2018, 94: 4493-4505.

Li Zhang, Hongli Gao. A deep learning-based multi-sensor data fusion method for degradation monitoring of ball screws[C]. Prognostics and System Health Management Conference (PHM), 2016: 1-6.

 

授权发明专利

张莉;杨建伟;岳文博;姚德臣;白堂博;王东坡,一种基于自调节联合分布自适应的早期微弱故障诊断方法,2025,ZL202410747845.0

张莉;杨建伟;王东坡;姚德臣;岳文博;黄梦君,一种基于多源域深度迁移学习的轴承故障诊断方法及系统,2025,ZL202510091190.0

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