石娟娟，女，工学博士，教授，博士生导师。2008年获得西北农林科技大学农业机械化及其自动化工学学士学位，同年获得推免攻读硕士研究生；2011年获得西北农林科技大学农业电气化与自动化专业工学硕士学位；2011年9月赴加拿大渥太华大学攻读博士学位，2015年12月获机械工程博士学位，2016年1月加入苏州大学轨道交通学院至今，2022年破格晋升为教授并获得博导资格，入选2024年度全球前2%顶尖科学家榜单。
主持国家自然科学基金项目2项（青年、面上），江苏省自然科学基金青年基金，江苏省省高校基金面上项目，国家博士后基金等省部及市厅级项目10余项，主要参与国家自然科学基金2项。在本领域国际权威顶级SCI期刊《Mechanical Systems and Signal Processing》、《Journal Sound and Vibration》、《Nonlinear Dynamics》、《ISA Transactions》、《Expert Systems with Application》、《IEEE Transactions on Instrumentation and Measurement》等和国内权威期刊《机械工程学报》、《振动工程学报》、《仪器仪表学报》等发表SCI/EI检索论文70余篇,论文引用次数2500余次（Google Scholar）。授权发明和实用新型专利10余项、PCT专利5项。获教育部自然科学二等奖1项（排5）、中国交通运输协会科技进步二等奖1项（排1）、中国振动工程学会科学技术奖二等奖1项（排2）、日内瓦国际发明展银奖1项（排2）。担任IEEE sensors Journal副主编、中国机械工程学会设备智能运维分会委员、中国振动工程学会故障诊断专业委员会理事、江苏省仪器仪表学会故障诊断仪器专业委员会委员等。
代表性论文列表：
2025年：
1. Miao Tang, Juanjuan Shi*, Hangyuan Qin, Weiguo Huang, Changqin Shen, Zhongkui Zhu. Box-Cox enabled oscillatory sparse decomposition for frog feature extraction of high-speed railway turnout. Measurement Science and Technology. 2025, 36: 036129.
2. Yufei Chen, Juanjuan Shi*, Jiming Hu, Weiguo Huang, Changqing Shen, Zhongkui Zhu. Simulation data driven time–frequency fusion 1D convolutional neural network with multiscale attention for bearing fault diagnosis. Measurement Science and Technology. 2025, 36: 035109
3. Juanjuan Shi, Jingting Gu, Hangyuan Qin, Hao Hu, Changqing Shen, Zhongkui Zhu. Data-driven multiscale 1D CNN based fault diagnosis of high-speed railway turnout welded joints. IEEE sensors Journal, 2025, early access.
4. JuanjuanShi, Jimin Hu, Yang Luo, Yihao Yu, Natalie Baddour, Weiguo Huang, Changqing Shen, Zhongkui Zhu, Three-dimensional dynamic modeling and vibration analysis of roller bearings under compound fault excitation, Journal of Sound and Vibration, 2025, 613: 119188
2024年：
1. Juanjuan Shi, Yihao Yu, Xingxing Jiang, Chuan Li, Changqing Shen, Weiguo Huang, Zhongkui Zhu, Dynamic modeling considering time-varying contact pairs and parameterized defects of deep groove ball bearings for its vibration characteristic analysis, Nonlinear Dynamics, 112(2024), PP: 17781-17809.
2. Xinyin Zhang, Juanjuan Shi*, Yang Luo, Yihao Yu, Changqing Shen, Zhongkui Zhu, Dynamic modeling and force-vibration mapping mechanism construction of rolling bearings considering cage flexibility and local faults, Measurement Science and Technology, 35(2024): 065005.
3. Weizhen Liu, Miao Tang, Jinzhao Liu, Hangyuan Qin, Juanjuan Shi, Weiguo Huang, Changqing Shen, Zhongkui Zhu, Point Rail of High-Speed Railway Turnout Induced Feature Extraction Using Oscillatory Behavior-Based Signal Sparse Decomposition, IEEE Transactions on Instrumentation and Measurement. 73(2024): 1-13.
4. Yufei Chen, Juanjuan Shi*, Changqing Shen, Weiguo Huang and Zhongkui Zhu, CycleGAN with Momentum Control for Intelligent Bearing Fault Diagnosis Driven by Dynamic Models, IEEE Sensors Journal, 24(2024): 39315-39324. (vol. 24, no. 23, pp. 39315-39324, 1 Dec.1, 2024)
5. 石娟娟，张馨尹，丁传仓，沈长青，黄伟国，朱忠奎，滚动轴承精细化动力学建模及“力-振动响应”映射机制研究，振动工程学报. (已录用)
6. Zehui Hua, Juanjuan Shi*, Patrick Dumond, Domain-invariant feature exploration for intelligent fault diagnosis under unseen and time-varying working conditions, Mechanical Systems and Signal Processing, 24(2025): 112193.
2023年：
1. Kangning Liu, Juanjuan Shi*, Changqing Shen, Weiguo Huang and Zhongkui Zhu. Synchronous fault feature extraction for rolling bearings in a generalized demodulation framework. Measurement Science and Technology. 34 (2023) 095009 (18pp).
2. Hao Hu, Hangyuan Qin*, Juanjuan Shi*, Yihao Yu, Chuanxi Zheng, Changqing Shen, Zhongkui Zhu, Identification of high-speed railway turnout generated vibrations based on time–frequency slice and mutual correlation of vibration responses from axle box. Measurement, Volume 221, 15 November 2023, 113458
2022年：
1. Zhou Su, Juanjuan Shi*, Yang Luo, Changqing Shen, Zhongkui Zhu. Fault severity assessment for rotating machinery via improved Lempel–Ziv complexity based on variable-step multiscale analysis and equiprobable space partitioning. Measurement Science and Technology.2022.33(5):055018.
2. Juanjuan Shi, Zehui Hua, Weiguo Huang*, Patrick Dumond, Changqing Shen, Zhongkui Zhu. Instantaneous frequency synchronized generalized stepwise demodulation transform for bearing fault diagnosis. IEEE Transactions on Instrumentation and Measurement. 71(2022): 3509515.
3. 苏舟, 石娟娟* ,关云辉, 张晶, 黄伟国, 沈长青, 朱忠奎. 信号频域特征驱动的车辆关键旋转部件灰色故障诊断[J]. 振动.测试与诊断, 2021, 44(3): 514-522.（T2级期刊，EI）
4. Yihao Yu, Juanjuan Shi*, Changqing Shen, Yang Luo, Tianyang Wang, Zhongkui Zhu. Dynamic modelling of gearbox with multiple localized defects and its coupled vibration analysis. Mechanical Systems and Signal Processing, Volume 180, Page 109469, 2022.
5. Juanjuan Shi, Zhou Su, Hangyuan Qin, Changqing Shen, Weiguo Huang, Zhongkui Zhu. Generalized Variable-Step Multiscale Lempel-Ziv Complexity: A Feature Extraction Tool for Bearing Fault Diagnosis. IEEE Sensors Journal, v 22, n 15, p 15296-15305, 2022.
6. Weiguo Huang, Cheng Zhang, Shuyou Wu, Juanjuan Shi*, Guifu Du, Zhongkui Zhu. Nonconvex regularized sparse representation in a tight frame for gear fault diagnosis. Measurement Science and Technology. 2022, 33: 085901.
......