主要研究方向:
結(jié)構(gòu)動(dòng)力學(xué)、橋梁安全監(jiān)測(cè)與損傷檢測(cè)、人工智能方法。
主持科研項(xiàng)目
1、國(guó)家自然科學(xué)基金面上項(xiàng)目,52178289, 橋梁損傷識(shí)別的跨域深度遷移學(xué)習(xí)方法,2022/01-2025/12、58萬(wàn)。
2、國(guó)家自然科學(xué)基金青年基金,11402098、基于單測(cè)點(diǎn)信號(hào)的橋梁損傷診斷與定位的混沌振子及重構(gòu)相空間方法研究,2015/01-2017/12,28萬(wàn)。
3、國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目專(zhuān)題項(xiàng)目,2019YFC1511004-06,基于監(jiān)測(cè)數(shù)據(jù)特征與地震損傷模式匹配的建筑群震害快速評(píng)估技術(shù),75萬(wàn)。
4、廣東省重點(diǎn)領(lǐng)域研發(fā)計(jì)劃項(xiàng)目,重大跨海交通集群工程智能安全監(jiān)測(cè)與應(yīng)急,負(fù)責(zé)課題二的子任務(wù)1,4,5的開(kāi)發(fā)任務(wù),及課題四的子任務(wù)3的開(kāi)發(fā)任務(wù)。90萬(wàn)。
5、國(guó)家重點(diǎn)實(shí)驗(yàn)室開(kāi)放基金,SV2014-KF-16,結(jié)構(gòu)損傷診斷的混沌及相空間重構(gòu)方法研究、2014/07-2016/07,8萬(wàn)。
6、教育部博士點(diǎn)基金,20134401120014,基于移動(dòng)荷載下響應(yīng)重構(gòu)相空間的橋梁結(jié)構(gòu)損傷檢測(cè)方法研究,2014/01-2016/01,4萬(wàn)。
7、中央高校培育與創(chuàng)新基金,23613030,基于響應(yīng)相空間重構(gòu)的結(jié)構(gòu)損傷檢測(cè)方法研,2013/01-2014/12,5萬(wàn)。
8、中央高校創(chuàng)新與培育基金,332201721617413,基于大數(shù)據(jù)方法的大型橋梁結(jié)構(gòu)安全監(jiān)測(cè)與評(píng)估研究, 2017/01-2018/12,12萬(wàn)。
9、廣州市科技計(jì)劃項(xiàng)目,201804010498,橋梁安全監(jiān)測(cè)與評(píng)估的大數(shù)據(jù)智能化方法研究,2018/04-2021-03,20萬(wàn)。
10、廣州市科學(xué)技術(shù)協(xié)會(huì)科普項(xiàng)目,大型結(jié)構(gòu)設(shè)計(jì)科普-粵港澳臺(tái)大學(xué)生結(jié)構(gòu)模型設(shè)計(jì)競(jìng)賽,2018/01-2018 /12,K20180701007,8萬(wàn)。
11、橫向項(xiàng)目,樓層現(xiàn)澆施工模板早拆工藝的立桿軸力測(cè)試及梁和樓板的撓度測(cè)試實(shí)驗(yàn)、2014/10、6萬(wàn)。
12、工業(yè)和信息化部電子五所, 封裝器件力學(xué)性能試驗(yàn)及動(dòng)態(tài)損傷檢測(cè),2019/09-2019/12,15.16萬(wàn)。
13、工業(yè)和信息化部電子五所,電子器件激勵(lì)信號(hào)傳遞特性動(dòng)態(tài)模擬仿真,2020/05-2020/12,12萬(wàn)。
科研成果:
獲中國(guó)專(zhuān)利獎(jiǎng)優(yōu)秀獎(jiǎng)1項(xiàng)(排名第一)。主持國(guó)家自然科學(xué)基金面上項(xiàng)目1項(xiàng),青年基金1項(xiàng),國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目專(zhuān)題項(xiàng)目1項(xiàng),教育部博士點(diǎn)基金1項(xiàng),國(guó)家重點(diǎn)實(shí)驗(yàn)室開(kāi)放基金1項(xiàng),廣東省重點(diǎn)領(lǐng)域研發(fā)計(jì)劃項(xiàng)目子課題1項(xiàng),廣州市科技計(jì)劃項(xiàng)目1項(xiàng),廣州市科普項(xiàng)目1項(xiàng),中央高校創(chuàng)新與培育基金1項(xiàng),暨南大學(xué)躍升計(jì)劃項(xiàng)目1項(xiàng),橫向項(xiàng)目5項(xiàng)。發(fā)表論文60余篇,SCI收錄20余篇。授權(quán)發(fā)明專(zhuān)利10項(xiàng),軟件著作權(quán)1項(xiàng),發(fā)表著作1本。
代表性論著
程良彥, 王欽亭, 聶振華.《塑性力學(xué)》,吉林大學(xué)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(wèi)星,程良彥,馬宏偉*.聯(lián)合移動(dòng)主成分與傳遞熵的橋梁損傷識(shí)別方法. 振動(dòng)工程學(xué)報(bào),2020, 33(5):1062-1072.
聶振華,馬宏偉*. 基于重構(gòu)相空間的結(jié)構(gòu)損傷識(shí)別方法. 固體力學(xué)學(xué)報(bào), 34(1):83-92, 2013.
聶振華,程良彥,馬宏偉*. 基于結(jié)構(gòu)動(dòng)力特性的損傷檢測(cè)可視化方法. 振動(dòng)與沖擊, 30(12):7-13, 2011.
沈清偉,聶振華*,馬宏偉.局部傳遞率函數(shù)與模式匹配的結(jié)構(gòu)損傷快速識(shí)別方法. 振動(dòng)工程學(xué)報(bào), 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(jié)構(gòu)安全監(jiān)測(cè)新方法. 建筑科學(xué)與工程學(xué)報(bào), 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(xié)調(diào)模態(tài)置信因子的橋梁結(jié)構(gòu)損傷識(shí)別. 振動(dòng), 測(cè)試與診斷,2023 (Online).
主要榮譽(yù)獎(jiǎng)勵(lì)
1.暨南大學(xué)“優(yōu)秀青年教師” (2013)
2.第一屆暨南大學(xué)新任教師教學(xué)競(jìng)賽一等獎(jiǎng) (2014)
3.暨南大學(xué)本科教學(xué)“校長(zhǎng)獎(jiǎng)” (2014)
4.暨南大學(xué)優(yōu)秀共產(chǎn)黨員(2016,2021)
5.暨南大學(xué)優(yōu)秀班主任(2016)
6.理工學(xué)院“大學(xué)生創(chuàng)業(yè)創(chuàng)新”優(yōu)秀指導(dǎo)教師(2015)
7.理工學(xué)院大學(xué)生創(chuàng)意競(jìng)賽活動(dòng)“青年導(dǎo)師” (2015)
8.理工學(xué)院“優(yōu)秀共產(chǎn)黨員” (2014)
9.第七屆全國(guó)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得三等獎(jiǎng)(指導(dǎo)教師)(2013)
10.第八屆全國(guó)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得三等獎(jiǎng)(指導(dǎo)教師)(2014)
11.第九屆全國(guó)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得三等獎(jiǎng)(指導(dǎo)教師)(2015)
12.第十屆全國(guó)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得三等獎(jiǎng)(指導(dǎo)教師)(2016)
13.第一屆廣東省大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得一等獎(jiǎng)(指導(dǎo)教師)(2013)
14.第一屆廣東省大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得優(yōu)秀指導(dǎo)教師獎(jiǎng)(2013)
15.2017年廣東省大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得二等獎(jiǎng)2項(xiàng),最佳創(chuàng)意獎(jiǎng)1項(xiàng)(指導(dǎo)教師)(2017)
16.2018年廣東省大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得二等獎(jiǎng)2項(xiàng) (指導(dǎo)教師)(2018)
17.第四屆中南地區(qū)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得二等獎(jiǎng)(指導(dǎo)教師)(2014)
18.第五屆中南地區(qū)大學(xué)生結(jié)構(gòu)設(shè)計(jì)競(jìng)賽獲得三等獎(jiǎng)(指導(dǎo)教師)(2016)
19.第十三屆“挑戰(zhàn)杯”廣東省大學(xué)生課外學(xué)術(shù)科技作品競(jìng)賽一等獎(jiǎng) (指導(dǎo)教師) (2015)