慕何青
发布时间: 2018-09-26

教师简介

姓名

慕何青

性别

所在系

土木工程系

 

职称

副教授

导师资格

硕导

所在教研室

结构II

通讯地址

广州市天河区华南理工大学7号楼7222

邮编

510641

电子邮件

cthqmu@scut.edu.cn

 

 

 

 

教育背景:

加州大学伯克利分校 (University of California, Berkeley)

土木与环境工程系,访问研究员,2013-2014

研究方向: Bayesian Inference in Earthquake Engineering

导师: Prof. Armen Der Kiureghian (美国工程院院士, Taisei Chair Professor)

 

加州理工学院 (California Institute of Technology, Caltech)

应用力学与土木工程系,访问研究员,2010, 2013

研究方向: Advanced Bayesian Learning

导师: Prof. James L Beck (Housner Chair Professor)

 

澳门大学 (University of Macau)

土木与环境工程系(结构方向),硕士、博士,2008-2014

毕业论文: Probabilistic Approach for Robust Parametric Identification, Outlier Detection and Real-Time Model Class Selection

导师: Prof. Ka Veng Yuen 阮家荣教授 (加州理工学院(Caltech)博士。澳门大学特聘教授Distinguished Prof)

 

澳门大学 (University of Macau)

土木与环境工程系,本科 (入学奖学金)2004-2008

毕业论文: On the Seismic Attenuation Relationship in China

导师: Prof. Ka Veng Yuen 阮家荣教授

 

广东实验中学,初中、高中1998-2004

 

工作经历:

华南理工大学,亚热带建筑科学国家重点实验室,工程结构全寿命监控与管理子实验室,固定研究人员(2016-)

华南理工大学,土木与交通学院,助理研究员、副教授 (2014-)

University of Macau, Research Assistant (2006-2014)

University of Macau, Teaching Assistant (2010-2014)

 

教学工作与招生信息:

本科教学:

本科生毕业论文导师(相关成果发表SCI论文)(2019-

本科生研究项目SRP导师(相关成果发表SCI论文)(2017-

结构力学,中文班(2016-

结构力学,土木工程卓越全英班(2015-

研究生招生方向:

土木工程(结构工程、防灾减灾工程及防护工程)

已毕业学生:

本科

梁新雄(2020

毕业论文:基于计算机视觉的车辆荷载建模(院级优秀论文

毕业去向:华南理工大学,土木工程系,硕士生(保研)

 

庞振浩(2020

毕业论文:基于车辆荷载与荷载效应数据的结构系统识别(校级优秀论文

毕业去向:东南大学,桥隧与地下工程系,硕士生(保研)

 

林锐森(2020

毕业论文:基于贝叶斯推理的岩石单轴抗压强度预测

毕业去向:Northwestern University(西北大学,美国),土木工程系(Department of Civil Engineering, School of Engineering and Applied Science),硕士

 

张之远(2020

毕业论文:基于桥面交通视频的车辆荷载时空分布识别

毕业去向:The University of Melbourne(墨尔本大学,澳大利亚),基础建设工程系(Department of Infrastructure Engineering),硕士生

 

卢健元(2019

毕业论文:基于强震数据的随机地震动模型研究

毕业去向:Georgia Institute of Technology(佐治亚理工学院,美国),电脑工程系(School of Industrial and System Engineering, Computational Science and Engineering),硕士生

 

张天宇(2019

本科生研究项目:基于结构健康监测系统的荷载效应不确定性研究(共同发表SCI论文一篇)

毕业去向:Georgia Institute of Technology(佐治亚理工学院,美国),土木工程系(Department of Civil Engineering),硕士

 

郭候佐(2018

本科生研究项目:基于结构健康监测系统的荷载效应不确定性研究(共同发表SCI论文一篇)

毕业去向:华南理工大学,土木工程系,硕士生(保研)

 

硕士

郑镇杰(联合指导硕士,2018

论文题目:基于时域随机地震动模型的地震动加速度时程模拟

毕业去向:The University of Hong Kong(香港大学),土木工程系,博士

 

博士

廖威(联合指导博士,2016

论文题目:基于健康监测系统的桥梁结构承载能力评估关键问题研究

毕业去向:广东珠三角城际轨道交通有限公司

 

研究方向:

研究兴趣

理论层面:贝叶斯理论、计算机视觉与机器学习、异常数据(离异点)分析

学科层面:结构健康监测、结构可靠度、地震工程

 

 

 

其他主页

研究生招生主页:https://yanzhao.scut.edu.cn/open/ExpertInfo.aspx?zjbh=nIeY4kWgB3AglRDXRHKoiQ==

个人主页:www.escience.cn/people/heqingmu

Researchgate Profile: www.researchgate.net/profile/He-Qing_Mu

Google Scholar Profile: scholar.google.com/citations?user=jgDtWugAAAAJ&hl=zh-TW

 

学术服务:

委员

1)国际土力学和岩土工程学会,工程风险评估与管理技术TC304专业技术委员会,通讯委员(2016-

(Corresponding member of Engineering Practice of Risk Assessment and Management, International Society of Soil Mechanics and Geotechnical Engineering, ISSMGE)

2)中国振动工程学会,结构抗振控制与健康监测青年工作委员会,委员(2015-

(Member of Youth Committee of Structural Control & Health Monitoring, Chinese Society for Vibration Engineering)

3)中国振动工程学会,随机振动青年工作委员会,委员(2018-

(Member of Youth Committee of Random Vibration, Chinese Society for Vibration Engineering)

4)中国土木工程学会工程风险与保险研究分会,青年论坛委员(2019-

(Member of Youth Committee of Risk and Insurance Research Branch, China Civil Engineering Society)

学术会议分会场组织者

16th International Symposium on Reliability Engineering and Risk Management,新加坡,2018

(Geotechnical databases and data analysis (ISSMGE TC 304 special session))

2ICOSSAR 2021,13th International Conference on Structural Safety & Reliability, 上海,2021

(MS19: Machine learning for Structural Health Monitoring and Reliability)

期刊审稿

ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering (ASCE)

Computer Methods in Applied Mechanics and Engineering (Elsevier)

Reliability Engineering and System Safety (Elsevier)

Mechanical System and Signal Processing (Elsevier)

Measurement (Elsevier)

Earthquake Engineering and Engineering Vibration (Springer)

Journal of Civil Structural Health Monitoring (Springer)

Structural Engineering and Mechanics (Techno)

Structural Monitoring and Maintenance (Techno)

Advances in Structural Engineering (Sage)

Advances in Mechanical Engineering (Sage)

Journal of Low Frequency Noise, Vibration & Active Control (Sage)

International Journal of Structural Engineering

International Journal of Lifecycle Performance Engineering

Informatica

International Journal of Computing Science and Mathematics

International Journal for Uncertainty Quantification

振动工程学报

 

奖励荣誉:

广州市珠江科技新星(2018

华南理工大学2017-2018学年度本科生先进班集体(担任获奖班2016级房建1班班主任)(2018

 

科研项目:

国家自然科学基金(青年基金),时变结构在非平稳噪声下的实时结构参数识别,负责人

国家自然科学基金(面上基金),大型复杂减隔震结构非线性随机振动时域显式方法研究,参与人

中国地震局地震工程与工程振动重点实验室重点专项-协作项目,基于贝叶斯理论的高层结构抗震评估方法研究,负责人

亚热带建筑科学国家重点实验室后备人才计划,车辆荷载识别与桥梁荷载效应估计研究,负责人

中央高校基本科研业务费重点项目,车辆荷载时空分布识别与桥梁荷载效应不确定性量化研究,负责人

广州市珠江科技新星,多源不确定性下的结构健康监测:理论架构与计算策略,负责人

广东省自然科学基金,大型结构健康监测:耦合不确定性量化与配套GPU加速计算策略,负责人

广州市科学研究计划(重点项目:200万),面向区域级结构健康监测与安全评估的CLOUD-BIM决策支持平台关键技术研究,负责人(排名第二)

华南理工大学土木与交通学院优秀青年教师培育项目,多源不确定性下的结构识别:贝叶斯识别理论研究与配套CPU/GPU高效混合计算策略,负责人

亚热带建筑科学国家重点实验室开放课题,基于贝叶斯理论的多结构模型鲁棒损伤识别,负责人

中国博士后科学基金,基于降维贝叶斯理论的地震动衰减关系研究,负责人

中央高校基本科研业务费面上项目,地表峰值加速度不确定性研究,负责人

澳门大学科研基金,鲁棒地震预警系统开发,联合负责人(UMAC MYRG, Development of Robust Earthquake Early Warning System, Co-PI

 

学术成果:

发表期刊

Computer-Aided Civil and Infrastructure Engineering (Wiley)3

Journal of Engineering Mechanics (ASCE)

ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering (ASCE)

Journal of Computing in Civil Engineering (ASCE)

Probabilistic Engineering Mechanics (Elsevier)

Measurement (Elsevier)

Journal of Aerospace Engineering (ASCE)

International Journal of Structural Stability and Dynamics (World scientific)

Earthquake Engineering and Engineering Vibration (Springer)

Journal of Low Frequency Noise, Vibration & Active Control (Sage)

Advances in Mechanical Engineering (Sage)

International Journal of Lifecycle Performance Engineering (IJLCPE)

Earthquake Engineering: New Research. (Nova Science, New York)

期刊文章:下划线为本科生或研究生)

1) Mu, H.-Q., & Yuen, K. V. (2020). Bayesian Learning-Based Data Analysis of Uniaxial Compressive Strength of Rock: Relevance Feature Selection and Prediction Reliability Assessment. ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 6.1 (2019): 04019018.

2) Mu, H.-Q., Hu, Q., Guo, H.Z., Zhang, T.Y., Su, C. (2019) Uncertainty Quantification of Load Effects Under Stochastic Traffic Flows. International Journal of Structural Stability and Dynamics, 19 (1), 1940009.

3) Mu, H.-Q., Guo, H.Z., Zhang, T.Y., Su, C. (2019) A Parametric Study of Bridge Load Effect Under Stochastic Vehicular Load. International Journal of Lifecycle Performance Engineering (IJLCPE), 3 (1), 77-90.

4) Mu, H. Q., & Yuen, K. V. (2018). Modal Frequency-Environmental Condition Relation Development Using Long-Term Structural Health Monitoring Measurement: Uncertainty Quantification, Sparse Feature Selection and Multivariate Prediction. Measurement, 130, 384-397.

5) Mu, H.-Q., Zheng, Z. J., Wu, X. H., & Su, C. (2018). Bayesian Network-Based Modal Frequency–Multiple Environmental Factors Pattern Recognition for the Xinguang Bridge Using Long-Term Monitoring Data. Journal of Low Frequency Noise Vibration and Active Control, 1461348418786520.

6) 黄非,陈红彦,李弘扬,慕何青2018“ 一带一路” 倡议背景下的粤港澳大湾区协同发展。华南理工大学学报(社会科学版),20 (1): 21-29

7) Mu, H.-Q., Yuen, K.-V. (2017) Novel Sparse Bayesian Learning and its Application to Ground Motion Pattern Recognition. Journal of Computing in Civil Engineering (ASCE), 31 (5), 04017031.

8) Mu, H.-Q., Yuen, K.-V. and Ng IT. (2017) Prediction on Uniaxial Compressive Strength of Rock: Bayesian Inference and Outlier Analysis, 12th International Conference on Structural Safety and Reliability (ICOSSAR). Vienna, Austria.

9) Mu, H.-Q., Yuen, K.-V. (2016) Ground Motion Prediction Equation Development by Heterogeneous Bayesian Learning. Computer-Aided Civil and Infrastructure Engineering, 31(10), 761-776.

10) Mu, H.-Q., Beck, J. L. (2016) Real-time Model Uncertainty Quantification and Hyper-robust Structural Identification. 6th Asian-Pacific Symposium on Structural Reliability and its Applications (APSSRA6).

11) Mu, H.-Q., Kuok, S.-C. and Yuen, K.-V. (2016) Stable Robust Extended Kalman Filter. Journal of Aerospace Engineering (ASCE), (30)2, B4016010.

12) Mu, H.-Q., Yuen, K.-V. and Kuok, S.-C. (2016) Relevance Feature Selection of Modal Frequency-Ambient Condition Pattern Recognition in Structural Health Assessment for Reinforced Concrete Buildings. Advances in Mechanical Engineering, 8(8), 1687814016662228.

13) Mu, H.-Q., Yuen, K.-V. (2015) Novel Outlier-Resistant Extended Kalman Filter for Robust Online Structural Identification. Journal of Engineering Mechanics (ASCE) 01; 141(1).

14) Yuen, K.-V., Mu, H.-Q. (2015) Real-Time System Identification: Model Class Selection and Parametric Identification. Computer-Aided Civil and Infrastructure Engineering 30(10), 785-801. [Most Cited CACAIE Papers from 2015-2016 (CACAIE期刊2015-2016年被引次数最多的5篇文章榜单)]

15) Mu, H.-Q., Xu, R.-R. and Yuen, K.-V. (2014) Seismic Attenuation Relationship with Homogeneous and Heterogeneous Prediction-Error Variance Model. Earthquake Engineering and Engineering Vibration 13(1): 1-11.

16) Yuen, K.-V., Mu, H.-Q. (2012) A Novel Probabilistic Method for Robust Parametric Identification and Outlier Detection. Probabilistic Engineering Mechanics 30: 48-59. [Most Cited Probabilistic Engineering Mechanics Articles since 2011 (PEM期刊自2011年起引用次数最多文章榜单)]

17) Yuen, K.-V., Mu, H.-Q. (2011) Peak Ground Acceleration Estimation by Linear and Nonlinear Models with Reduced Order Monte Carlo Simulation. Computer-Aided Civil and Infrastructure Engineering 26(1): 30-47.

18) Yuen, K.-V., Mu, H.-Q. (2008) Chapter 5. On the Seismic Attenuation with Consideration of the Prediction Model Complexity Earthquake Engineering: New Research, Nova Science Publishers, New York. ISBN: 978-1-60456-736-6

 

会议文章、学术报告:下划线为本科生或研究生)

1) 慕何青, 梁新雄, 基于计算机视觉的车辆荷载建模, 第八届全国结构抗振控制与健康监测学术会议,合肥, 中国, 20191122- 20191124.

2) Mu, He-Qing; Lu Jianyuan; Liang Jing-Wei; Su Cheng; Seismic attenuation relation development of the Guangdong province based on Bayesian model class selection and parametric identification, Nat Cat Risks in the PRD Region – Guangzhou Workshop, Guangzhou, China, 2019-10-26.

3) 刘汉藤, 慕何青, 桥梁车辆荷载效应极值外推研究, 第十届(2019)海峡两岸高校师生土木工程监测与控制研讨会,武汉, 中国, 2019823-2019826.

4) Wu, Stephen; Mu, He-Qing; Guo, Hou-Zuo; Efficient Bridge Lifetime Assessment by Traffic Load Model Updating and Subset Simulation, ASCE-EMI 2019, California Institute of Technology, Pasadena, US, 2019-06-21 To 2019-06-22.

5) 慕何青, 时变结构在非平稳噪声下的实时结构参数识别, 噪声参数识别与模型选择, 国家自然科学基金委“第一届土木工程青年论坛”学术交流研讨会, 长沙, 中国, 2018-11-09 To 2018-11-10.

6) Wu, Stephen; Mu, He-Qing; Guo, Hou-Zuo; Efficient Bridge Lifetime Assessment by Traffic Load Model Updating and Subset Simulation, Engineering Mechanics Institute International Conference 2018, Shanghai, China, 2018-11-02 To 2018-11-04.

7) 谭志健, 慕何青, 郭侯佐, 苏  成, 基于高斯过程回归的桥梁影响线拟合, 第十一届全国随机振动理论与应用学术会议暨第七届全国随机动力学学术会议, 宜昌, 中国, 2018.

8) Mu, He-Qing; Wu, Stephen; Guo, Hou-Zuo; Zhang, Tian-Yu; A model for bridge vehicular flow based on vehicular in-flow and load effect measurements, The 7th World Conference on Structural Control and Monitoring (7WCSCM), Qingdao, China, 2018-07-22 To 2018-07-25.

9) Du, Wenqi; Walling M.Y.; Mu He-Qing; Pan T-C; Su Cheng; The Worst-Case Scenario-Based Seismic Hazard Maps in Guangdong Province, China, 6th International Symposium on Reliability Engineering and Risk Management (6ISRERM), Singapore, 2018-05-31 To 2018-06-01

10) 慕何青, 贝叶斯方法与不确定性量化, 国家自然科学基金委“第一届全国土木工程青年学者学术沙龙”, 上海, 中国, 2017-12-16.

11) Mu, He-Qing; Yuen, Ka-Veng, Structural Modal Frequency-Environmental Condition Relation Development by Bayesian Learning Approach, The 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure, Australia, 2017-12-05 To 2017-12-08.

12) Zheng, Z. J.; Mu, He-Qing; Su, C., Modelling on strong ground motions considering nonstationarity, EASEC 2017-15th East Asia-Pacific Conference on Structural Engineering & Construction, China, 2017-11-11 To 2017-11-13.

13) Wu, X. H.; Mu, He-Qing; Su, C. Su, Modal parameters-environmental effects relationship development for the Xinguang bridge, EASEC 2017-15th East Asia-Pacific Conference on Structural Engineering & Construction, China, 2017-10-11 To 2017-10-13.

14) Mu, He-Qing, Selection of ground motion prediction equation by Bayesian learning approach, 15th International Symposium on Geo-Disaster Reduction-, Japan, 2017-08-25 To 2017-08-30.

15) Mu, He-Qing; Yuen, Ka-Veng; Ng, I. T., Prediction on Uniaxial Compressive Strength of Rock: Bayesian Inference and Outlier Analysis, 12th International Conference on Structural Safety and Reliability (ICOSSAR), Austria, 2017-08-02 To 2017-08-06.

16) Mu, He-Qing; Yuen, Ka-Veng; Kuok, Sin-Chi, Modal frequency-ambient condition pattern recognition by a novel machine learning algorithm, 24th Australasian Conference on the Mechanics of Structures and Materials, ACMSM 2016, 2016-12-06 To 2016-12-09.

17) He-Qing Mu; Wei Liao; Longbi Li; Cheng Su, Probability DistributionModel Selection of Load Effects of Bridges Using Weight-In-Motion Data:Bayesian Approach., International Symposium on Sustainability and Resiliency of Infrastructure 2016, Taiwan, 2016.

18) He-Qing Mu; J L Beck, Real-time Model Uncertainty Quantification and Hyper-Robust Structural Identification, 6th Asian-Pacific Symposium on Structural Reliability and its Applications, China, 2016.

19) 慕何青, 贝叶斯机器学习算法与其在模态频率-环境因素映射分析中的应用, 第六届全国结构抗振控制与健康监测学术会议,沈阳,中国, 2016.

20) 慕何青, 实时土木结构识别, 第十一届全国振动理论及应用学术会议,北京,中国, 2015.

21) Ka-Veng Yuen; He-Qing Mu, A Novel Online Algorithm for Simultaneous Data Cleansing and Robust Damage Detection, 5th Asia-Pacific Workshop on Structural Health Monitoring (5APWSHM), 2014-10-05 To 2014-10-11.

22) Ka-Veng Yuen; He-Qing Mu; Shi-Chi Kuok, Towards Robust Real-time System Identification, 2013/2014 Annual Symposium of HKIE Control, Automation and Instrumentation Division, 2014-05-05 To 2014-05-10.

23) Ka-Veng Yuen; He-Qing Mu, Outlier Detection Using the Outlier Probability for Robust Linear Regression, 59th World Statistics Congress, Hong Kong, China, 2013-08-10 To 2013-08-15.

24) Ka-Veng Yuen; He-Qing Mu, Outlier Analysis for Linear Regression and Online Structural Identification, 17th Annual Conference of HKSTAM 2013, Macau, China, 2013-06-01 To 2013-06-03.

25) He-Qing Mu; Ka-Veng Yuen, Outlier Problem and Robust Inference, 2nd Cross-Strait SDSV, Hong Kong and Macau, China, 2012-12-10 To 2012-12-15.

26) He-Qing Mu; Ka-Veng Yuen, Bayesian Model Selection for Peak Ground Acceleration Prediction, NCEFGS’2010, 2010-10-10 To 2010-10-15.

27) He-Qing Mu; Ka-Veng Yuen, Bayesian Analysis of Peak Ground Acceleration Attenuation Relationship, AIP Conference, 2010-02-01 To 2010-02-03.

28) He-Qing Mu; Ka-Veng Yuen, Bayesian Analysis of Peak Ground Acceleration Attenuation Relationship, ISCM II and EPMESC VII, 2009-12-10 To 2009-12-16.

29) Ka-Veng Yuen; He-Qing Mu, On The Boore-Joyner-Furnal Formula for Peak Ground Acceleration Attenuation with Data of China, APSSRA'08, 2008-02-27 To 2008-03-02.