曾强
发布时间: 2021-06-03

 

   :副教授、硕导

办公地址:华南理工大学五山校区交通大楼521D

电子邮箱zengqiang@scut.edu.cn 

联系电话13787783119

招生专业:交通运输规划与管理(学硕)、交通运输工程(专硕)

个人简介                                                                                    

曾强,男,19889月出生,湖南邵东人。主持国家自然科学基金1项、省部级课题3项,并参与了包括科技部重点研发计划项目在内的多项国家、省部级课题。与海内外多位知名学者在交通安全、公共交通组织等领域开展了深入的合作研究;以第一作者/通讯作者在《Accident Analysis and Prevention》、《Analytic Methods in Accident Research》、《Journal of Transport Geography》、《Journal of Safety Research》、《Transportmetrica A: Transport Science》等交通运输领域国际权威SCI/SSCI期刊上发表学术论文24篇(其中,JCR一区15篇,JCR二区4篇,ESI高被引论文6篇,ESI热点论文3篇),在《中国公路学报》等国内EI核心期刊上发表学术论文3篇;被引1100多次(Google Scholar),H指数18。担任《PLoS One》学术编辑,《Journal of Advanced Transportation》、《交通运输工程学报》、《交通信息与安全》专刊客座编辑、组稿专家,以及《IEEE Transaction on ITS》、《Accident Analysis and Prevention》、《Analytic Methods in Accident Research》等30余个学术期刊和会议的审稿人,多次被评为“优秀审稿人”。兼任WTC智能交通系统、交通前沿技术、交通安全管理技术委员会委员。

教育背景

¨ 2012.092015.12    中南大学   交通运输工程专业      博士(硕博连读)  导师:黄合来教授

¨ 2010.092012.06    中南大学交通运输规划与管理专业 硕士(推荐免试)  导师:邓连波 教授

¨ 2006.092010.06    中南大学    交通运输专业        学士       

工作经历

¨ 2018.10—          华南理工大学     土木与交通学院     助理研究员、副教授

¨ 2018.072019.07    香港理工大学   电机工程学系       助理研究员 

¨ 2016.062018.10    华南理工大学   土木与交通学院      博士后 合作导师温惠英

研究方向                                                                                  

¨ 道路交通安全:事故预测建模、道路安全评价、车辆防撞性分析、交通安全规划

¨ 交通系统建模:交通流分配、出行方式选择

¨ 公共交通运营与管理:地铁列车开行方案优化、地铁票价制定、公交线网规划

科研项目                                                                                  

¨ 主持项目

[1] 国家自然科学基金(71801095):考虑空间溢出效应和事故漏报特性的高速公路交通安全综合评价研究,2019-2021

[2] 中国博士后科学基金(一等2017M610529):基于交通大数据的区域交通事故率分析理论与方法,2017-2018

[3] 广东省自然科学基金(2017A030310161):基于交通大数据的城市道路交通事故率分析理论与方法,2018-2020

[4] 广州市科技计划项目:考虑昼夜差异的区域路网事故频次与严重程度联合预测研究,2021-2023

[5] 华南理工大学“双一流”建设项目:社会科学总论学科建设,2021-2023

[6] 中央高校科研基本业务费自然科学类项目(2020ZYGXZR007):交通小区昼夜交通安全水平综合分析研究,2020-2021

[7] 华南理工大学土木与交通学院青年教师科研启动基金:道路交通事故风险预测方法研究,2017-2018

[8] 华南理工大学“学生研究计划”项目:基于贝叶斯时空建模技术的高速公路事故预测理论研究,2018

[9] 华南理工大学“学生研究计划”项目:基于贝叶斯时空交互模型的事故多发路段判别,2020

¨ 参与项目

[1] 国家重点研发计划项目(2017YFE0134500):道路交通安全统计分析与建模国际对比研究,2019-2021

[2] 国家重点研发计划项目(2018YFB1601601):多源数据融合关键技术与隐患感知体系研究,2019-2021

[3] 国家自然科学基金(71701070):基于人车信息融合的大型车辆轨迹识别及其通行道路立体线形优化方法研究,2021-2024

[4] 国家自然科学基金(71701070):基于生理测度的驾驶人拥堵压力感知及风险行为调控方法研究,2018-2020

[5] 广州市科技计划项目:营运巴士驾驶人生理特性测定及风险行为优化方法研究,2018-2020

研究成果                                                                                  

¨ 英文期刊论文(*通讯作者

[1] Lianbo Deng, Qiang Zeng, Wei Gao, Song Bin. Optimization of train plan for urban rail transit in the multi-routing mode [J]. Journal of Modern Transportation, 2011, 19(4): 233-239. (ESCI)

[2] Lianbo Deng, Qiang Zeng, Wenliang Zhou, Feng Shi. The effect of train formation length and service frequency on the determination of train schedules [J]. Proceedings of the Institution of Mechanical Engineers Part FJournal of Rail and Rapid Transit, 2014, 228(4): 378-388. (SCI, Q3)

[3] Qiang Zeng, Helai Huang. Bayesian spatial joint modeling of traffic crashes on an urban road network [J]. Accident Analysis and Prevention, 2014, 67: 105-112. (SSCI, Q1, Top期刊)

[4] Qiang Zeng, Helai Huang. A stable and optimized neural network model for crash injury severity prediction [J]. Accident Analysis and Prevention, 2014, 73: 351-358. (SSCI, Q1, Top期刊)

[5] Helai Huang, Chunyang Li, Qiang Zeng*. Crash protectiveness to occupant injury and vehicle damage: An investigation on major car brands [J]. Accident Analysis and Prevention, 2016, 86: 129-136. (SSCI, Q1, Top期刊)

[6] Helai Huang, Qiang Zeng, Xin Pei, SC Wong, Pengpeng Xu. Predicting crash frequency using an optimized radial basis function neural network model [J]. Transportmetrica A: Transport Science, 2016, 12(4): 330-345. (SCI&SSCI, Q2)

[7] Qiang Zeng, Helai Huang, Xin Pei, SC Wong. Modeling nonlinear relationship between crash frequency by severity and contributing factors by neural networks [J]. Analytic Methods in Accident Research, 2016, 10: 12-25. (SSCI, Q1, Top期刊)

[8] Helai Huang, Bo Song, Pengpeng Xu, Qiang Zeng*, Jaeyoung Lee, Mohamed Abdel-Aty. Macro and micro models for zonal crash prediction with application in hot zones identification [J]. Journal of Transport Geography, 2016, 54: 248-256. (SSCI, Q1, Top期刊)

[9] Qiang Zeng, Huiying Wen, Helai Huang. The interactive effect on injury severity of driver-vehicle units in two-vehicle crashes [J]. Journal of Safety Research, 2016, 59: 105-111. (SSCI, Q1)

[10] Qiang Zeng, Helai Huang, Xin Pei, SC Wong, Mingyun Gao. Rule extraction from an optimized neural network for traffic crash frequency modeling [J]. Accident Analysis and Prevention, 2016, 97: 87-95. (SSCI, Q1, Top期刊)

[11] Jie Wang, Helai Huang, Qiang Zeng. The effect of zonal factors in estimating crash risks by transportation modes: Motor vehicle, bicycle and pedestrian [J]. Accident Analysis and Prevention, 2017, 98: 223-231. (SSCI, Q1, Top期刊, ESI高被引论文)

[12] Qiang Zeng*, Huiying Wen, Helai Huang, Xin Pei, SC Wong. A multivariate random parameters Tobit model for analyzing highway crash rate by injury severity [J]. Accident Analysis and Prevention, 2017, 99: 184-191. (SSCI, Q1, Top期刊, ESI高被引论文)

[13] Qiang Zeng*, Huiying Wen, Helai Huang, Mohamed Abdel-Aty. A Bayesian spatial random parameters Tobit model for analyzing crash rates on roadway segments [J]. Accident Analysis and Prevention, 2017, 100: 37-43. (SSCI, Q1, Top期刊, ESI高被引论文)

[14] Qiang Zeng, Jiaren Sun, Huiying Wen. Bayesian hierarchical modeling monthly crash counts on freeway segments with temporal correlation [J]. Journal of Advanced Transportation, 2017. Article ID: 5391054, DOI:10.1155/2017/5391054. (SCI, Q3)

[15] Qiang Zeng, Huiying Wen, Helai Huang, Xin Pei, SC Wong. Incorporating temporal correlation into a multivariate random parameters Tobit model for modeling crash rate by injury severity [J]. Transportmetrica A: Transport Science, 2018, 14 (3): 177-191. (SCI&SSCI, Q2)

[16] Huiying Wen, Jiaren Sun, Qiang Zeng*, Xuan Zhang, Quan Yuan. The effects of traffic composition on freeway crash frequency by injury severity: A Bayesian multivariate spatial modeling approach [J]. Journal of Advanced Transportation, 2018. Article ID: 6964828, DOI:10.1155/2018/6964828. (SCI, Q3)

[17] Huiying Wen, Xuan Zhang, Qiang Zeng*, Jaeyoung Lee, Quan Yuan. Investigating spatial autocorrelation and spillover effects in freeway crash-frequency data [J]. International Journal of Environmental Research and Public Health, 2019, 16 (2): 219 (Special issue: Promotion of Big Data and Intelligent Transportation to Traffic Safety and Environment). (SCI&SSCI, Q1)

[18] Qiang Zeng, Weihua Gu, Xuan Zhang, Huiying Wen, Jinwoo Lee, Wei Hao. Analyzing freeway crash severity using a Bayesian spatial generalized ordered logit model with conditional autoregressive priors [J]. Accident Analysis and Prevention, 2019, 127, 87-95. (SSCI, Q1, Top期刊, ESI高被引论文, ESI热点论文)

[19] Huiying Wen, N.N. Sze, Qiang Zeng*, Sangen Hu. Effect of Music Listening on Physiological Condition, Mental Workload and Driving Performance with Consideration of Driver Temperament [J]. International Journal of Environmental Research and Public Health, 2019, 16 (15): 2766 (Special issue: Promotion of Big Data and Intelligent Transportation to Traffic Safety and Environment). (SCI&SSCI, Q1)

[20] Huiying Wen, Xuan Zhang, Qiang Zeng*, N.N. Sze. Bayesian spatial-temporal model for the main and interaction effects of roadway and weather characteristics on freeway crash incidence [J]. Accident Analysis and Prevention, 2019, 132: 105249. (SSCI, Q1, Top期刊)

[21] Qiang Zeng, Qiang Guo, SC Wong, Huiying Wen, Helai Huang, Xin Pei. Jointly modeling area-level crash rates by severity: A Bayesian multivariate random-parameters spatio-temporal Tobit regression [J]. Transportmetrica A: Transport Science, 2019, 15(2): 1867-1884. (SCI&SSCI, Q2, ESI高被引论文, ESI热点论文)

[22] Zhengwu Wang, Jie Yu, Wei Hao, Jinjun Tang, Qiang Zeng, Changxi Ma, Rongjie Yu. Two-step Coordinated Optimization Model of Mixed Demand Responsive Feeder Transit [J]. Journal of Transportation Engineering, Part A: Systems, 2020, 146(3): 04019082. (SCI, Q4)

[23] Qiang Zeng, Huiying Wen, SC Wong, Helai Huang, Qiang Guo, Xin Pei. Spatial joint analysis for zonal daytime and nighttime crash frequencies using a Bayesian bivariate conditional autoregressive model [J]. Journal of Transportation Safety and Security, 2020, 12(4): 566-585. (SSCI, Q4, ESI高被引论文)

[24] Qiang Zeng, Huiying Wen, Jie Wang, Helai Huang, Jinwoo Lee. Analysis of crash frequency using a Bayesian underreporting count model with spatial correlation [J]. Physica A: Statistical Mechanics and its Applications, 2020, 545: 123754. (SCI, Q2)

[25] Qiang Zeng, Wei Hao, Jaeyoung Lee, Feng Chen. Investigating the impacts of real-time weather conditions on freeway crash severity: A Bayesian spatial analysis [J]. International Journal of Environmental Research and Public Health, 2020, 17(8): 2768 (Special issue: Traffic Accident Control and Prevention). (SCI&SSCI, Q1, ESI高被引论文, ESI热点论文)

[26] Qiang Zeng, Xuesong Wang, Huiying Wen, Quan Yuan. An empirical investigation of the factors contributing to local-vehicle and non-local-vehicle crashes on freeway [J]. Journal of Transportation Safety and Security, 2020, DOI: 10.1080/19439962.2020.1779422. (SSCI, Q4)

[27] Wei Hao, Donglei Rong, Kefu Yi*, Qiang Zeng*, Zhibo Gao*, Wenguang Wu*, Chongfeng Wei, Biljana Scepanovic. Traffic Status Prediction of Arterial Roads Based on the Deep Recurrent Q-Learning [J]. Journal of Advanced Transportation, 2020. Article ID 8831521, DOI: 10.1155/2020/8831521. (SCI, Q3)

[28] Tiantian Chen, N.N. Sze, Sikai Chen, Samuel Labi, Qiang Zeng. Analysing main and interaction effects of commercial vehicle mix and roadway attributes on crash rates using a Bayesian random-parameter Tobit model [J]. Accident Analysis and Prevention, 2021, 154: 106089. (SSCI, Q1, Top期刊)

[29] Qiang Zeng, Pengpeng Xu, Huiying Wen, Wei Hao. Applying a Bayesian multivariate spatio-temporal interaction model based approach to rank sites with promise using severity-weighted decision parameters [J]. Accident Analysis and Prevention, 2021, 157: 106190. (SSCI, Q1, Top期刊)

[30] Xuan Zhang, Huiying Wen, Toshiyuki Yamamoto, Qiang Zeng. Investigating hazardous factors affecting freeway crash injury severity with real-time weather data: using a Bayesian multinomial logit model with conditional autoregressive priors. [J]. Journal of Safety Research, 2021, 76: 248-255. (SSCI, Q1)

[31] Qiang Zeng, Qianfang Wang, Fangzhou Wang, N.N. Sze. Revisiting spatial correlation in crash injury severity: A Bayesian generalized ordered probit model with Leroux conditional autoregressive prior [J]. Transportmetrica A: Transport Science, 2021, DOI: 10.1080/23249935.2021.1922536. (SCI&SSCI, Q2)

 

¨ 中文期刊论文(*通讯作者

[1] 邓连波, 曾强, 高伟, 宾松. 城市轨道交通列车开行方案优化方法[J]. 中国科技论文在线, 2010, 5(10): 767-772.

[2] 邓连波,高伟,赖天珍,曾强. 基于换乘网络的城市轨道交通关联公交接驳线网优化[J]. 铁道科学与工程学报. 2012, 9(6): 77-83. (CSCD)

[3] 邓连波, 曾强, 高伟, 周文梁. 基于弹性需求的城市轨道交通列车开行方案研究[J]. 铁道学报, 2012, 34(12): 16-25. (EI)

[4] 温惠英, 卢德佑, 吴亚平, 曾强. 基于改进的模糊聚类方法的物流园交通小区划分[J]. 哈尔滨工业大学学报(自然科学版), 2018, 50(03): 103-108. (EI)

[5] 温惠英, 孙佳人, 曾强*, 张璇. 高速公路交通构成的安全效应计量评价[J]. 华南理工大学学报(自然科学版), 2018, 46(06): 1-7. (EI)

[6] 曾强, 王雪松, 张璇, 温惠英. 基于时空交互模型的高速公路季节事故频次影响因素分析[J]. 中国公路学报, 2020, 33(11): 255-263. (EI)

[7] 曾强, 苏绮琪郑嘉仪,张璇. 基于贝叶斯时空建模的高速公路事故黑点判别[J]. 交通信息与安全, 2020, 38(6): 87-94. (CSCD)

[8] 温惠英, 张璇, 曾强*. 高速公路单车事故等级影响因素分析[J]. 华南理工大学学报(自然科学版), 2021. (已录用, EI)

¨ 会议论文

[1] Lianbo Deng, Qiang Zeng, Wei Gao. Optimization System Design of train plan of urban rail railway transportation [C]. The 3rd International Conference on Transportation Engineering. Chengdu, China, 2011: 1088-1094.

[2] Lianbo Deng, Qiang Zeng, Wei Gao, Zhou Zhao. Optimization method for train plan of urban rail transit [C]. The 11th COTA International Conference of Transportation Professionals. Nanjing, China, 2011: 1189-1199.

[3] Qiang Zeng, Lianbo Deng, Wei Gao, Wenliang Zhou. Optimization method for train plan of urban rail transit with elastic demands [C]. The 12th COTA International Conference of Transportation Professionals. Beijing, China, 2012: 1770-1781.

[4] 曾强, 赖天珍. 基于弹性需求的城市轨道交通列车开行方案成网优化方法 [C]. 2012年全国博士生学术论坛 (高速列车安全与运营管理). 长沙, 中国, 2012: 131-143.

[5] 曾强, 黄合来. 基于贝叶斯空间技术的城市道路网路事故预测联合模型 [C]. 2013年交通运输工程领域拔尖创新人才博士生学术论坛. 成都, 中国, 2013: 373-387.

[6] Qiang Zeng, Helai Huang, Pengpeng Xu, Ming Ma. Developing an optimized artificial neural network to predict traffic crash injury severity [C]. The 14th COTA International Conference of Transportation Professionals. Changsha, China, 2014: 2396-2407.

[7] Pengpeng Xu, Helai Huang, Qiang Zeng. Modeling Crash Spatial Heterogeneity: Random Parameter Versus Geographical Weighting [C]. The 94th Annual Meeting of the Transportation Research Board, Washington, D.C., US, 2015.

[8] Bo Song, Helai Huang, Qiang Zeng, Qichun Deng, Mohamed Abdel-Aty. Comparative Analysis of Macro and Micro Models for Zonal Crash Prediction [C]. The 94th Annual Meeting of the Transportation Research Board, Washington, D.C., US, 2015.

[9] Qiang Zeng, Helai Huang, Xin Pei, S.C. Wong. Neural network models for predicting crash frequency by severity [C]. 2015 Road Safety & Simulation International Conference, Orlando, US, 2015.

[10] Helai Huang, Chunyang Li, Qiang Zeng. Crash protectiveness to occupant injury and vehicle damage: an investigation on major car brands [C]. The 20th International Conference of Hong Kong Society for Transportation Studies (HKSTS), Hong Kong, China, 2015.

[11] Qiang Zeng, Huiying Wen, Helai Huang, Xin Pei, S.C. Wong. Incorporating temporal correlation into a multivariate random parameters Tobit model for modeling crash rate by injury severity [C]. The 21st International Conference of Hong Kong Society for Transportation Studies (HKSTS), Hong Kong, China, 2016.

[12] 曾强, 张璇. 基于客流特征分析的城市轨道交通列车交路形式确定方法[C]. 第十二届全国交通运输领域青年学术会议. 广州, 中国, 2017.

[13] Qiang Zeng, Huiying Wen, Xin Pei, S.C. Wong, Qiang Guo. A multivariate random parameters Tobit model for analyzing zonal crash rate by injury severity with spatial correlation [C]. The 22nd International Conference of Hong Kong Society for Transportation Studies (HKSTS), Hong Kong, China, 2017.

[14] Huiying Wen, Xuan Zhang, Qiang Zeng. Investigating spatial autocorrelation and spillover effects in freeway crash-frequency data [C]. The 23rd International Conference of Hong Kong Society for Transportation Studies (HKSTS), Hong Kong, China, 2018.

[15] Huiying Wen, Xuan Zhang, Qiang Zeng. The interactive effects of weather conditions and roadway alignments on freeway monthly crash counts [C]. 19th COTA International Conference of Transportation Professionals. Nanjing, China, 2019.

¨ 国家发明专利

[1] 黄合来, 曾强, 宋博, 许鹏鹏. 一种基于贝叶斯联合模型量化径路安全水平的方法 [P]. 中国:ZL 201510127230.9.

学术兼职                                                                                  

¨ PLoS One 学术编辑Academic Editor)。

¨ Journal of Advanced Transportation特刊Safety, Behavior, and Sustainability under the Mixed Traffic Flow Environment客座编辑

¨ 《交通运输工程学报》“数据驱动的交通系统优化与决策”专刊组稿专家。

¨ 《交通信息与安全》“交通安全统计分析”专栏主编。

¨ 交通领域国内外权威期刊Accident Analysis and Prevention (Outstanding Reviewer)Analytic Methods in Accident ResearchIEEE transaction on Intelligence Transportation SystemsTransportmetrica ATransportation Research Part FSustainable Cities and SocietyTraffic Injury PreventionASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part ATransportation Research RecordJournal of Advanced TransportationJournal of Transportation Safety and SecurityPROMET-Traffic & TransportationTsinghua Science and TechnologyRemote SensingPLoS OneArabian Journal for Science and EngineeringAdvances in Transportation StudiesCase Studies on Transport PolicyTransportation Safety and EnvironmentJournal of Modern TransportationJournal of Traffic and Transportation EngineeringTransportation EngineeringThe Open Transportation Journal、中国公路学报、交通信息与安全(优秀审稿专家)、深圳大学学报和国际会议TRBWTCCICTPICTPAICTISHKSTSEASTSEURO Working Group on Transportation Meeting审稿人。

¨ WTC智能交通系统交通前沿技术交通安全管理技术委员会委员。

获奖情况                                                                                  

¨ 2018 & 2019    华南理工大学优秀研究生级主任

¨     2017       中南大学优秀博士学位论文奖

¨     2016      智能交通领域全国优秀博士学位论文奖

¨     2015      拔尖博士校长奖学金、茅以升奖学金

¨     2014      国家(博士)研究生奖学金

¨     2013      求是研究生奖学金

¨     2012      国家(硕士)研究生奖学金

教授课程                                                                                  

¨ 交通预测与决策技术、轨道交通规划与设计、交通安全智慧管理