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基本信息 The basic information
姓名: 朱军

学院: 民航学院


学历: 博士研究生毕业

学位: 哲学博士


职称: 副教授

职务:


学科: 机械工程-工业工程,航空宇航科学-航空航天安全工程


邮箱: j.zhu@nwpu.edu.cn




工作经历 Work Experience
2021.01-至今 西北工业大学 民航学院 副教授



教育经历 Education Experience
2016.08-2020.12 新加坡国立大学 工业工程，哲学博士，导师：陈楠
2013.09-2016.06 中国科学技术大学 机械电子工程，工学硕士，导师：何清波（****青年拔尖）
2009.09-2013.06 华中农业大学 机械设计制造及其自动化，工学学士





荣誉获奖 Awards Information
2020年获新加坡国立大学研究奖学金
2013年获华中农业大学“优秀毕业生”称号
2012年获国家励志奖学金





科学研究 Scientific Research
研究方向：
人工智能驱动技术的机械装备状态监测、故障诊断与剩余寿命预测；数据分析；健康管理与运维


科研项目：
新加坡基金委NRF-胜科工业SembCorp重点基金项目, R-261-513-003-281，2016-04至2021-03, 6000万(SGD)，结题，参加









学术成果 Academic Achievements
期刊论文：
1. J. Zhu, N. Chen, C. Shen. A New Multiple Source Domain Adaptation Fault Diagnosis Method between Different Rotating Machines[J], IEEE Transactions on Industrial Informatics, 17(7), 4788-4797, 2020. (中科院SCI一区, Top Journal, IF=9.112)
2. J. Zhu, N. Chen, C. Shen. A New Data-driven Transferable Remaining Useful Life Prediction Approach for Bearing under Different Working Conditions[J], Mechanical Systems and Signal Processing, 139, 106602, 2020. (中科院SCI一区, Top Journal, IF=6.471)
3. J. Zhu, N. Chen, W. Peng. Estimation of bearing remaining useful life based on multiscale convolutional neural network[J], IEEE Transactions on Industrial Electronics, 66(4), 3208-3216, 2019. (中科院SCI一区, Top Journal, IF=7.515, ESI 高被引论文)
4. J. Zhu, N. Chen, C. Shen. A New Deep Transfer Learning Method for Bearing Fault Diagnosis under Different Working Conditions[J], IEEE Sensors Journal, 20(15), 8394-8402, 2020.
5. J. Zhu, C. Wang, Z. Hu, F. Kong, X. Liu. Adaptive variational mode decomposition based on artificial fish swarm algorithm for fault diagnosis of rolling bearings[J], Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 231(4), 635-654, 2017.
6.L. Chen, Q. Li, C. Shen, J. Zhu, D. Wang, M. Xia.Adversarial domain-invariant generalization: a generic domain-regressive framework for bearing fault diagnosis under unseen conditions[J],IEEE Transactions on Industrial Informatics, 2021. DOI: 10.1109/TII.2021.**.
7. C. Shen, X. Wang, D. Wang, Y. Li, J. Zhu, M. Gong. Dynamic joint distribution alignment network for bearing fault diagnosis under variable working conditions[J], IEEE Transactions on Instrumentation and Measurement, 2021. DOI: 10.1109/TIM.2021.**.
8. P. Lei, C. Shen, J. Zhu, D. Wang, X. Jiang, Z. Zhu. A New Transferable Bearing Fault Diagnosis Approach with Adaptive Manifold Embedded Distribution Alignment[J], Measurement Science and Technology, 2020. DOI:10.1088/1361-6501/abc38b.
9. X. Wang, C. Shen, M. Xia, D. Wang, J. Zhu, Z. Zhu. Multi-scale Deep Intra-class Transfer Learning for Bearing Fault Diagnosis[J], Reliability Engineering and System Safety, 202, 107050, 2020.
10. Y. Qi, C. Shen, J. Zhu, X. Jiang, J Shi, Z. Zhu. A New Deep Fusion Network for Automatic Mechanical Fault Feature Learning[J], IEEE Access, 7, 152552-152563, 2019.
11. X. Liu, Z. Hu, Q. He. S. Zhang, J. Zhu. Doppler distortion correction based on microphone array and matching pursuit algorithm for a wayside train bearing monitoring system[J], Measurement Science and Technology, 28(10), 105006, 2017.
12. Z. Hu, C. Wang, J. Zhu, X. Liu, F. Kong. Bearing fault diagnosis based on an improved morphological filter[J], Measurement, 80, 163-178, 2016.
13. 朱军，闵祥敏，孔凡让，黄伟国，王朝，胡智勇. 基于分量筛选奇异值分解的滚动轴承故障诊断方法研究[J], 振动与冲击, 34(20):61-65, 2015.
14. 刘星辰，胡智勇，何清波，朱军. 基于时频脊线旋转匹配的多普勒矫正方法研究[J], 振动与冲击, 36(17):29-34, 2017.
会议论文：
1.J. Zhu, N. Chen, C. Shen, D. Wang. Multi-source Unsupervised Domain Adaptation for Machinery Fault Diagnosis under Different Working Conditions[C], 2020 IEEE 18th International Conference on Industrial Informatics (INDIN), 2020. DOI: 10.1109/INDIN45582.2020.**.





社会兼职 Social Appointments
Program Committee Member, International Conference on Machine Vision and Information Technology (CMVIT), 2021.
担任SCI期刊《Shock and Vibration》 客座主编（Guest Editor）.
担任Mechanical Systems and Signal Processing、IEEE Transactions on Industrial Informatics、IEEE Transactions on Industrial Electronics、IEEE Sensors Journal、Measurement Science and Technology等多个国际期刊的审稿人.