主要研究方向:
结构动力学、桥梁安全监测与损伤检测、人工智能方法。
主持科研项目
1、国家自然科学基金面上项目,52178289, 桥梁损伤识别的跨域深度迁移学习方法,2022/01-2025/12、58万。
2、国家自然科学基金青年基金,11402098、基于单测点信号的桥梁损伤诊断与定位的混沌振子及重构相空间方法研究,2015/01-2017/12,28万。
3、国家重点研发计划项目专题项目,2019YFC1511004-06,基于监测数据特征与地震损伤模式匹配的建筑群震害快速评估技术,75万。
4、广东省重点领域研发计划项目,重大跨海交通集群工程智能安全监测与应急,负责课题二的子任务1,4,5的开发任务,及课题四的子任务3的开发任务。90万。
5、国家重点实验室开放基金,SV2014-KF-16,结构损伤诊断的混沌及相空间重构方法研究、2014/07-2016/07,8万。
6、教育部博士点基金,20134401120014,基于移动荷载下响应重构相空间的桥梁结构损伤检测方法研究,2014/01-2016/01,4万。
7、中央高校培育与创新基金,23613030,基于响应相空间重构的结构损伤检测方法研,2013/01-2014/12,5万。
8、中央高校创新与培育基金,332201721617413,基于大数据方法的大型桥梁结构安全监测与评估研究, 2017/01-2018/12,12万。
9、广州市科技计划项目,201804010498,桥梁安全监测与评估的大数据智能化方法研究,2018/04-2021-03,20万。
10、广州市科学技术协会科普项目,大型结构设计科普-粤港澳台大学生结构模型设计竞赛,2018/01-2018 /12,K20180701007,8万。
11、横向项目,楼层现浇施工模板早拆工艺的立杆轴力测试及梁和楼板的挠度测试实验、2014/10、6万。
12、工业和信息化部电子五所, 封装器件力学性能试验及动态损伤检测,2019/09-2019/12,15.16万。
13、工业和信息化部电子五所,电子器件激励信号传递特性动态模拟仿真,2020/05-2020/12,12万。
科研成果:
获中国专利奖优秀奖1项(排名第一)。主持国家自然科学基金面上项目1项,青年基金1项,国家重点研发计划项目专题项目1项,教育部博士点基金1项,国家重点实验室开放基金1项,广东省重点领域研发计划项目子课题1项,广州市科技计划项目1项,广州市科普项目1项,中央高校创新与培育基金1项,暨南大学跃升计划项目1项,横向项目5项。发表论文60余篇,SCI收录20余篇。授权发明专利10项,软件著作权1项,发表著作1本。
代表性论著
程良彦, 王钦亭, 聂振华.《塑性力学》,吉林大学出版社,2018.
Zhenhua Nie, Zhaofeng Shen, Jun Li, Hong Hao, Yizhou Lin*, Hongwei Ma*. Output-only complete mode shape identification of bridges using a limited number of sensors. Mechanical System and Signal Processing, 2022, 178: 109246.
Yi-Zhou Lin, Zhen-Hua Nie*, Hong-Wei Ma*.Dynamics Based Cross-domain Structural Damage Detection through Deep Transfer Learning. Computer-Aided Civil and Infrastructure Engineering, 2022, 37(1):24-54.
Zhenhua Nie, Zhaofeng Shen, Jun Li, Hong Hao, Yizhou Lin, Hongwei Ma*, Hui Jiang.Using a single sensor for bridge condition monitoring via moving embedded principal component analysis. Structural Health Monitoring-An International Journal, 2021, 20(6):3123-3149.
Zhenhua Nie,Jun Lin, Jun Li, Hong Hao, Hongwei Ma*. Bridge condition monitoring under moving loads using two sensor measurements. Structural Health Monitoring-An International Journal, 2019, 19(3): 917-937.
Zhenhua Nie, Hong Hao, Hongwei Ma*. Using vibration phase space topology changes for structural damage detection. Structural Health Monitoring-An International Journal, 2012, 11(5):538-557.
Zhenhua Nie, Enguo Guo, Jun Li, Hong Hao, Hongwei Ma*, Hui Jiang. Bridge condition monitoring using fixed moving principal component analysis. Struct Control & Health Monitoring, 2020, 27(6):e2535.
Zhenhua Nie, Hong Hao, Hongwei Ma*.Structural damage detection based on the reconstructed phase space for reinforced concrete slab: Experimental study. Journal of Sound and Vibration, 2013, 332 (4): 1061-1078.
Zhenhua Nie, Yongkang Xie, Jun Li, Hong Hao, Hongwei Ma*. Damage detection in bridges under moving loads based on subspace projection residuals. Advances in Structural Engineering, 2022, DOI.org/10.1177/13694332211056107
Jun Lin, Huanlin Liu, Shihua Huang, Zhenhua Nie*, Hongwei Ma*. Structural damage detection with canonical correlation analysis using limited sensors. Journal of Sound and Vibration, 2022.538:117243.
Hong-Wei Ma, Yi-Zhou Lin, Zhen-Hua Nie*. Physical Interpretation of Principal Component Analysis for Structural Dynamics Through String Vibration. International Journal of Structural Stability and Dynamics, 2019, 19(9):1950109.
Yi-Zhou Lin, Zhen-Hua Nie*, Hong-Wei Ma*. Mechanism of Principal Component Analysis in Structural Dynamics under Ambient Excitation. International Journal of Structural Stability and Dynamics, 2020, 20(12): 2050136.
Xirui Ma, Yizhou Lin, Zhenhua Nie*, Hongwei Ma*.Structural damage identification based on unsupervised feature-extraction via Variational Auto-encoder, Measurement, 2020, 160:107811.
Wenhao Luo, Wei Su, Zhenhua Nie*. Vibration Characteristic Measurement Method of MEMS Gyroscopes in Vacuum, High and Low Temperature Environment and Verification of Excitation Method. IEEE Access, 2021. 9:3111629.
RuofanGao,Jingran He*, Zhenhua Nie*. Stochastic harmonic function-based traffic load simulation method for fatigue damage assessment of concrete bridges. Probabilistic Engineering Mechanics, 2022, 69:10308.
Hong Xiang, ZhenHua Nie*, Ruofan Gao, Hong-Wei Ma*. Pattern matching-based structural damage identification using mode shape difference ratio with limited sensors. International Journal of Structural Stability and Dynamics, 2023,https://doi.org/10.1142/S0219455423501067.
Zhenhua Nie, Hongwei Ma*. Visualization of structural damage detection using vibration-based identification techniques. Advanced Science Letters, 4(8):3124-3130, 2011.
Zhenhua NIE,Tao Chen, Guanghao Xia, Zuanfeng LI ,Ruofan Gao,Hongwei MA*. Structural damage identification based on pattern matching using the flexibility change rate. Earthquake Engineering and Resilience, 2023, DOI: 10.1002/eer2.40.
Yi-zhou Lin, Zhen-hua Nie, Hongwei Ma*. Structural Damage Detection with Automatic Feature-Extraction through Deep Learning. Computer-Aided Civil and Infrastructure Engineering, 2017, 32:1025-1046.
Zhenhua Nie, Enguo Guo, Hongwei Ma*. Structural damage detection using wavelet packet transform combining with principal component analysis. International Journal of Lifecycle Performance Engineering, 2019. 3(2):149-170.
Jing Wu, Yu Wang, Weiwei Zhang, Zhenhua Nie, Rong Lin, Hongwei Ma. Defect detection of pipes using Lyapunov dimension of Duffing oscillator based on ultrasonic guided waves. Mechanical Systems and Signal Processing, 2017, 82,130-147.
X.Y. Li, L.X. Wang, S.S. Law, Z.H. Nie. Covariance of dynamic strain responses for structural damage detection. Mechanical Systems and Signal Processing 2017, 95, 90-105.
Wei Su, Wenhao Luo,Zhenhua Nie, Wen-Wen Liu, Zhenhua Cao , Zhi Wang. A Wideband Folded Reflectarray Antenna Based on Single-Layered Polarization Rotating Metasurface. IEEE Access, 2020, 8:158579-158584.
Zhen Peng, Jun Li, Hong Hao, Zhenhua Nie. Improving identifiability of structural damage using higher order responses and phase space technique. Structural Control and Health Monitoring, 2021, 28 (10), doi.org/10.1002/stc.2808.
聂振华, 杨卫星,程良彦,马宏伟*.联合移动主成分与传递熵的桥梁损伤识别方法. 振动工程学报,2020, 33(5):1062-1072.
聂振华,马宏伟*. 基于重构相空间的结构损伤识别方法. 固体力学学报, 34(1):83-92, 2013.
聂振华,程良彦,马宏伟*. 基于结构动力特性的损伤检测可视化方法. 振动与冲击, 30(12):7-13, 2011.
沈清伟,聂振华*,马宏伟.局部传递率函数与模式匹配的结构损伤快速识别方法. 振动工程学报, 2022,
马宏伟,林逸洲,聂振华*. 利用少量传感器信息与人工智能的桥梁结构安全监测新方法. 建筑科学与工程学报, 2018,35(5):9-23.
聂振华,蔡文,夏子立,马宏伟*. 基于少量传感器信息高分辨率协调模态置信因子的桥梁结构损伤识别. 振动, 测试与诊断,2023 (Online).