主要研究方向:
結構動力學、橋梁安全監測與損傷檢測、人工智能方法。
主持科研項目
1、國家自然科學基金面上項目,52178289, 橋梁損傷識別的跨域深度遷移學習方法,2022/01-2025/12、58萬。
2、國家自然科學基金青年基金,11402098、基于單測點信號的橋梁損傷診斷與定位的混沌振子及重構相空間方法研究,2015/01-2017/12,28萬。
3、國家重點研發計劃項目專題項目,2019YFC1511004-06,基于監測數據特征與地震損傷模式匹配的建筑群震害快速評估技術,75萬。
4、廣東省重點領域研發計劃項目,重大跨海交通集群工程智能安全監測與應急,負責課題二的子任務1,4,5的開發任務,及課題四的子任務3的開發任務。90萬。
5、國家重點實驗室開放基金,SV2014-KF-16,結構損傷診斷的混沌及相空間重構方法研究、2014/07-2016/07,8萬。
6、教育部博士點基金,20134401120014,基于移動荷載下響應重構相空間的橋梁結構損傷檢測方法研究,2014/01-2016/01,4萬。
7、中央高校培育與創新基金,23613030,基于響應相空間重構的結構損傷檢測方法研,2013/01-2014/12,5萬。
8、中央高校創新與培育基金,332201721617413,基于大數據方法的大型橋梁結構安全監測與評估研究, 2017/01-2018/12,12萬。
9、廣州市科技計劃項目,201804010498,橋梁安全監測與評估的大數據智能化方法研究,2018/04-2021-03,20萬。
10、廣州市科學技術協會科普項目,大型結構設計科普-粵港澳臺大學生結構模型設計競賽,2018/01-2018 /12,K20180701007,8萬。
11、橫向項目,樓層現澆施工模板早拆工藝的立桿軸力測試及梁和樓板的撓度測試實驗、2014/10、6萬。
12、工業和信息化部電子五所, 封裝器件力學性能試驗及動態損傷檢測,2019/09-2019/12,15.16萬。
13、工業和信息化部電子五所,電子器件激勵信號傳遞特性動態模擬仿真,2020/05-2020/12,12萬。
科研成果:
獲中國專利獎優秀獎1項(排名第一)。主持國家自然科學基金面上項目1項,青年基金1項,國家重點研發計劃項目專題項目1項,教育部博士點基金1項,國家重點實驗室開放基金1項,廣東省重點領域研發計劃項目子課題1項,廣州市科技計劃項目1項,廣州市科普項目1項,中央高校創新與培育基金1項,暨南大學躍升計劃項目1項,橫向項目5項。發表論文60余篇,SCI收錄20余篇。授權發明專利10項,軟件著作權1項,發表著作1本。
代表性論著
程良彥, 王欽亭, 聶振華.《塑性力學》,吉林大學出版社,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.
聶振華, 楊衛星,程良彥,馬宏偉*.聯合移動主成分與傳遞熵的橋梁損傷識別方法. 振動工程學報,2020, 33(5):1062-1072.
聶振華,馬宏偉*. 基于重構相空間的結構損傷識別方法. 固體力學學報, 34(1):83-92, 2013.
聶振華,程良彥,馬宏偉*. 基于結構動力特性的損傷檢測可視化方法. 振動與沖擊, 30(12):7-13, 2011.
沈清偉,聶振華*,馬宏偉.局部傳遞率函數與模式匹配的結構損傷快速識別方法. 振動工程學報, 2022,
馬宏偉,林逸洲,聶振華*. 利用少量傳感器信息與人工智能的橋梁結構安全監測新方法. 建筑科學與工程學報, 2018,35(5):9-23.
聶振華,蔡文,夏子立,馬宏偉*. 基于少量傳感器信息高分辨率協調模態置信因子的橋梁結構損傷識別. 振動, 測試與診斷,2023 (Online).