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唐进君
个人简介
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【个人信息】

唐进君,副教授,硕士生导师

智慧交通湖南省重点实验室副主任

交通运输系副主任

办公室:中南大学铁道校区交通楼319室

籍贯:广西桂林市

邮箱:jinjuntang@csu.edu.cn;jinjuntang@163.com

个人主页:http://faculty.csu.edu.cn/tangjinjun/zh_CN/index.htm

【教育背景】

2012.09-2016.11博士研究生,交通信息工程及控制专业,哈尔滨工业大学

2014.12-2016.06联合培养博士研究生,华盛顿大学(西雅图)智能交通应用与研究实验室(STAR Lab:Smart Transportation Application and Research)

2013.10-2013.11 哈尔滨工业大学“优秀博士生赴英国国际交流项目”, 英国皇家理工学院、伯明翰大学等知名院校

2006.09-2009.07 硕士研究生,交通运输规划与管理专业,山东理工大学

2002.09-2006.07 本科,交通工程专业,山东理工大学

【工作经历】

2016.12-至今 副教授 中南大学交通运输工程学院

【所获奖励】

2016年哈尔滨工业大学光华奖学金

2015年博士研究生国家奖学金

2012年哈尔滨工业大学苗族高等教育奖学金

【期刊审稿专家】

Transportation Research Part C, Transportation Research Part B; Transportation Research Part D; Journal of Transport Geography; Physica A; Journal of Transportation Engineering; Journal of Intelligent Transportation System; Journal of Advanced Transportation; Journal of Transportation Safety & Security, PLOS One; International Journal of Electrical Power & Energy Systems;IET Intelligent Transportation System; Canadian Journal of Civil Engineering, TRB; IEEE Access; PROMET-Traffic&Transportation; Intelligent Transportation System Conference (ITSC)


【本科生指导】

1. 王晨曦,基于机器视觉的道路标志标线自动识别方法,国家级创新训练项目,2019-2020,指导老师:唐进君

2. 欧阳靖云,基于机器视觉和深度学习的公交站点乘客OD数据采集系统,校级创新训练项目,2019-2020,指导老师:唐进君

3. 都州杨,基于刷卡数据的城市轨道交通网络关键节点识别,2019年中南大学本科优秀毕业论文,指导老师:唐进君



【邀请报告】

[1] Urban Travel Behavior Analysis Based on Big Traffic Data. June 20, 2019, Changan University, Xi’an, China.

[2] Deep Analyzing and Exploring of Transportation System Based on Multi Data Source, November 13, 2018, Changsha University of Science and Technology, Changsha, China.

[3] Uncovering urban travel characteristics using large-scale GPS trajectory data, 8th Transportation Research Forum-TRF, November 2-3, 2018, Zhenjiang, China.

[4] Deep learning methods based on multi data source in transportation system, Management science and engineering discipline, 2018 Youth Foundation Project Research Conference, October 25th, 2018, Shanghai University, Shanghai, China.

[5] Uncovering urban travel characteristics using large-scale GPS trajectory data, 18th COTA International Conference of Transportation Professionals (CICTP2018), session, “Information sharing platform of traffic safety research”, July 5-8, 2018, Beijing, China.

[6] Traffic trajectory analysis based on GPS data, Intelligent transportation international cooperation and project research and communication, May 5, 2018, Nanjing University of Science and Technology, Nanjing, China.

[7] Uncovering urban travel characteristics using large-scale GPS trajectory data, The 1st young scholars Forum on traffic engineering and management, April 15, 2018, Beijing, China.

[8] Travel Time Estimation Using Freeway Point Detector Data Based on Evolving Fuzzy Neural Inference System, 17th COTA International Conference of Transportation Professionals (CICTP2017), session, “Freeway Operation and Management”, July 7-9, 2017, Shanghai, China.

[9] Data Quality Control and Prediction for Traffic Flow Data, 12th China Annual Conference on Intelligent Transportation, November 21-23, 2017, Changshu, China.

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【科研项目】

[1]主持,城市快速路交通流动态特性解析及预测研究,2018.01-2020.12,国家自然基金青年基金项目,71701215,20万

[2] 主持,长沙市轨道交通6号线梧桐路车辆段项目交通规划设计研究,2018.10-2019.06,横向咨询类项目,40万

[3]主持,融合多源轨迹的城市路网交通状态演变分析与深度预测,2019.06-2020.12,第12批博士后特别资助,18万

[4]主持,城市快速路交通流动态特性分析方法研究,中央高校基本科研经费:中南大学“特聘副教授”专项经费, 2017.01-2021.12,502045002,80万

[5]主持,面向多源信息的城市交通数据采集、融合与挖掘技术研究,2018.01-2020.12,湖南省交通科技创新项目,201725,20万

[6] 主持,城市快速路交通流预测方法研究,2018.01-2019.12,江苏省智能交通信息感知与数据分析工程实验室开放基金,3万

[7]主持,长沙市智能交通发展模式研究子项目,2017.3-2018.4,长沙市住建委,201612160023,20万

[8]主持,基于轨迹单元的城市路网交通状态判别与预测, 2018-2019, 博士后科学基金面上项目(一等),140050005,8万

[9]第四参与人,“基于多源轨迹信息的动态交通瓶颈感知理论与识别分析方法”,2016.01-2019.12,国家自然基金面上项目,51578198,61万,负责多源检测数据分析与建模

[10]主要参与人,“基于现代检测技术的城市快速道路交通智能化管理理论研究”,国家自然基金海外合作研究基金,2009.01-2012.12,51028802,20万,负责主动式交通建模分析

[11]主要参与人,“基于多源检测数据的城市路网交通流主动式管理与控制理论研究”,国家自然基金重点项目,2012.01-2016.12,51138003,290万,负责多源检测数据分析与建模

[12]主要参与人,“基于多源检测数据的城市交通多目标大系统运行优化和可持续性决策支持理论研究”,国家自然基金海外合作延续资助项目,2014.01-2017.12,51329801,200万,负责多源检测数据分析与建模

[13]第三参与人,“时空约束下的微观出行网络模型及演化机制研究”,国家自然科学基金青年科学基金项目,2015.01-2017.12,71403068,23万,负责出行网络建模


【发明专利】

唐进君,刘芳,黄合来,一种交通流速度预测方法及系统, 2017.9.27,申请号:201710889703.8

唐进君,胡瑾,刘芳,一种考虑路径重复系数的出租车寻客方法及系统,2018.3.12,申请号:201810201482.5

唐进君,胡正,一种站点客流量的统计方法、装置及计算机存储介质,2018.12.10,申请号:201811232162.2


【著作编著】

[1]高寒冰雪气候城市智能交通顶层设计研究-以哈尔滨市为例,参编,科学出版社,2015-01-01.

[2]Urban Travel Mobility Exploring With Large-Scale Trajectory Data, Transportation Science, 第二章负责人,Elsevier,2019.

社会兼职
[1]2017.5-2022.4 南京理工大学江苏省智能交通信息感知与数据分析工程实验室特聘研究员

[2]2018年CICTP (COTA conference International Conference of Transportation Professionals)国际会议的区域主编(Area Editors)

[3]世界交通大会WTC (Word Transport Convention) 交叉科学学部交通数据科学理论与方法技术委员会主席

[4]2019年湖南省城市文明畅通提升行动计划专家组成员

[5]PLOS ONE Academic Editor

科研方向
研究方向】

多源交通数据检测及挖掘技术

基于大规模移动式检测数据的城市居民出行时空特性研究

交通流建模及预测

智慧交通系统

讲授课程
交通工程基础

城市轨道交通规划与设计

综合交通枢纽规划与设计(研究生)

学术成果
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[期刊论文] (*为通讯作者)

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[1] Jinjun Tang, Fang Liu, Yajie Zou, Weibin Zhang, Yinhai Wang. “An Improved Fuzzy Neural Network for Traffic Speed Prediction Considering Periodic Characteristic”. IEEE Transaction on Intelligent Transportation Systems, 18(9): 2340-2350, 2017-09-1. (SCI, IF: 4.0, JCR 1), Hot Paper and Highly Cited Paper.

[2] Jinjun Tang, Han Jiang, Zhibin Li, Meng Li, Fang Liu, Yinhai Wang. “A Two-layer Model for Taxi Customer Searching Behaviors using GPS Trajectory Data”. IEEE Transactions on Intelligent Transportation Systems, Vol. 17, No. 11, 3318-3324, 2016-11-01. (SCI, IF: 4.0, JCR 1)

[3] Jinjun Tang, Yiwei Wang, Wei Hao, Fang Liu, Helai Huang and Yinhai Wang. “A mixed path size logit based taxi customer-search model considering spatio-temporal factors in route choice”. IEEE Transactions on Intelligent Transportation Systems, 2019, 10.1109/TITS.2019.2905579. (SCI, IF: 4.0, JCR 1)

[4] Jinjun Tang, Guohui Zhang, Yinhai Wang, Hua Wang, Fang Liu. “A Hybrid Approach to Integrate Fuzzy C-means Based Imputation Method with Genetic Algorithm for Missing Traffic Volume Data Estimation”. Transportation Research Part C: Emerging Technologies, Vol.51, 2015-02-01, 29-40. (SCI, IF: 3.8, JCR 1)

[5] Shen Zhang, Jinjun Tang*, Haixiao Wang, Yinhai Wang, Shi An. “Revealing intra-urban travel patterns and service ranges from taxi trajectories”. (*corresponding author). Journal of Transport Geography. Vol.61, 72-86, 2017-05-01. (SSCI, IF:2.6, JCR 1区) Hot Paper and Highly Cited Paper

[6] Jinjun Tang, Fang Liu, Wenhui Zhang, Ruimin Ke, Yajie Zou. “Lane-Changes Prediction Based on Adaptive Fuzzy Neural Network”. Expert Systems with Applications. Vol.91, 452-463, 2018-01. (SCI, IF: 3.9, JCR 1) Hot Paper and Highly Cited Paper

[7] Jinjun Tang, Jian Liang, Chunyang Han, Zhibin Li, Helai Huang. “Crash injury severity analysis using a two-layer Stacking framework”. Accident Analysis and Prevention, Vol.122, 226-238, 2019-01. (SCI, IF: 2.6, JCR 2)

[8] Jinjun Tang, Shaowei Yu, Fang Liu, Xinqiang Chen, Helai Huang. “A hierarchical prediction model for lane-changes based on combination of fuzzy c-means and adaptive neural network”. Expert Systems with Applications. 2019. In pressed. DOI: 10.1016/j.eswa.2019.04.032. (SCI, IF: 3.9, JCR 1)

[9] Yajie Zou, Xin Ye, Kristian Henrickson, Jinjun Tang*, Yinhai Wang. “Jointly analyzing freeway traffic incident clearance and response time using a copula-based approach”. Transportation Research Part C, (*corresponding author) Vol.86, 2018-01: 171-182. (SCI , IF:3.8, JCR 1)

[10] Shen Zhang, Xin Liu, Jinjun Tang*, Shaowu Chen, Yinhai Wang. Urban spatial structure and travel patterns: analysis of workday and holiday travel using inhomogeneous Poisson point process models. Computers, Environment and Urban Systems. Vol. 73, 68-84, 2019-03. (SSCI, IF: 3.7, JCR 1)

[11] Yajie Zou, Hang Yang, Yunlong Zhang, Jinjun Tang*, Weibin Zhang. “Mixture modeling of freeway speed and headway data using multivariate skew-t distributions” (*corresponding author). Transportmetrica A: Transport Science, Vol.13, No.7, 657-678, 2017-05-01. (SCI, IF: 2.0, JCR 2)

[12] Jinjun Tang, Xinqiang Chen, Zheng Hu, Fang Zong, Chunyang Han, Leixiao Li. “Traffic flow prediction based on combination of support vector machine and data denoising schemes”. Physica A, In pressed, 2019. (SCI, IF: 2.2, JCR 2)

[13] Jinjun Tang, Jian Liang, Shen Zhang, Helai Huang, Fang Liu. “Inferring driving trajectories based on probabilistic model from large scale taxi GPS data” Physica A, Vol.506, 566-577, 2018-09. (SCI, IF: 2.2, JCR 2)

[14] Jinjun Tang, Shen Zhang, Xinqiang Chen, Fang Liu, Yajie Zou. “Taxi Trips Distribution Modeling Based on Entropy-maximizing Theory: A Case Study in Harbin City - China”. Physica A, Vol.493, 430-443, 2018-03. (SCI, IF: 2.2, JCR 2) Highly Cited Paper

[15] Jinjun Tang, Yifan Yang, Yong Qi. “A hybrid algorithm for urban transit schedule optimization”, Physica A, Vol.512, 745-755, 2018-12. (SCI, IF: 2.2, JCR 2)

[16] Jinjun Tang, Shen Zhang, Yajie Zou, Fang Liu. “An Adaptive Map-Matching Algorithm based on Hierarchical Fuzzy System from Vehicular GPS data”. PLOS ONE. Vol.12, No.12, e0188796, 2017-12. (SCI, IF: 2.8, JCR 1)

[17] Jinjun Tang, Yajie Zou, John Ash, Shen Zhang, Fang Liu, Yinhai Wang*. “Travel Time Estimation Using Freeway Point Det
ector Data Based on Evolving Fuzzy Neural Inference System”. PLOS ONE. Vol.11, No.2, e0147263, 2016-02-01. (SCI, IF: 2.8, JCR 1)

[18] Jinjun Tang, Yinhai Wang, Fang Liu. “Characterizing Traffic Time Series Based on Complex Network Theory”. Physica A, Vol.392, No.18, 4192-4201, 2013-09-15. (SCI, IF: 2.2, JCR 2)

[19] Jinjun Tang, Yinhai Wang, Hua Wang, Sheng Zhang, Fang Liu. “Dynamic Analysis of Traffic Time Series at Different Temporal Scales: A Complex Networks Approach”. Physica A, 405,303-315, 2014-07-01. (SCI, IF: 2.2, JCR 2)

[20] Jinjun Tang, Fang Liu, Weibin Zhang, Shen Zhang, Yinhai Wang*. “Exploring dynamic property of traffic flow time series in multi-states based on complex networks: phase space reconstruction versus visibility graph”. Physica A. Vol.450, 635-648. 2016-05-15. (SCI, IF: 2.2, JCR 2)

[21] Jinjun Tang, Shen Zhang, Fang Liu, Weibin Zhang, Yinhai Wang. “Statistical properties of urban mobility from location-based travel networks”. Physica A, Vol. 461, 694-707, 2016-11-01. (SCI, IF: 2.2, JCR 2)

[22] Jinjun Tang, Fang Liu, Yinhai Wang, Hua Wang. “Uncovering urban human mobility from large scale taxi GPS data”. Physica A, Vol.438, No.15, 140-153, 2015-11-15. (SCI, IF: 2.2, JCR 2)

[23] Jinjun Tang, Yinhai Wang, Hua Wang, Fang Liu. “On missing traffic data imputation based on fuzzy c-means method by considering spatial temporal correlation”. Transportation Research Record. No.2528, 86-95, 2015-10-01. (SCI, IF: 0.5, JCR 4)

[24] Jinjun Tang, Hua Wang, Yinhai Wang, Xiaoyue Liu, Fang Liu. “Hybrid Predicting Approach Based on Weekly Similarity for Traffic Flow at Different Temporal Scales”. Transportation Research Record, No. 2443, 21-31, 2014-10-01. (SCI, IF: 0.5 , JCR 4)

[25] Yajie Zou, Xinzhi Zhong, Jinjun Tang*, Xin Ye, Lingtao Wu, Muhammad Ijaz, Yinhai Wang. A copula-based approach for accommodating the underreporting effect in wildlife-vehicle crash analysis. Sustainability. No.11, Vol.418, 1-13, 2019-01.

[26] Fang Zong, Ping Yu, Jinjun Tang*, Xiao Sun. “Understanding Parking Decisions with Structural Equation Modeling”, Physica A, (*corresponding author) Vol.523, 408-417, 2019. (SCI, IF: 2.2, JCR 2)

[27] Fang Zong, Yongda Tian, Yanan He, Jinjun Tang*, Jianyu Lv. “Trip destination prediction based on multi-day GPS data”, Physica A. (*corresponding author) Vol.515, 258-269, 2019-02. (SCI, IF: 2.2, JCR 2)

[28] Shen Zhang, Xin Liu, Jinjun Tang*, Shaowu Cheng, Yong Qi, Yinhai Wang. “Spatio-temporal modeling of destination choice behavior through the Bayesian hierarchical approach”, Physica A, (*corresponding author) Vol.512, 537-551, 2018-12. (SCI, IF: 2.2, JCR 2)

[29] Fang Zong, Jianyu, Lv, Jinjun Tang*, Xiao Wang, Fei Gao. “Identifying Activities and Trips with GPS Data”. IET Intelligent Transport Systems. (*corresponding author) Vol.12, No.8, 884-890, 2018-05. (SCI, IF: 1.2, JCR 3)

[30] Ying Yan, Gengping Li, Jinjun Tang*, Zhongyin Guo. “A Novel Approach for Operating Speed Continuous Predication Based on Alignment Space Comprehensive index”. (*corresponding author). Journal of Advanced Transportation. Vol.2017, 2017-12, ID:9862949, 1-14. (SCI, IF:1.8, JCR 2)

[31] Yajie Zou, Jinjun Tang*, Lingtao Wu, Kristian Henrickson, Yinhai Wang. “Quantile analysis of freeway incident clearance time”. Proceedings of the Institution of Civil Engineers – Transport, (*corresponding author) Vol.170, No.5, 296-304, 2017-10-01. (SCI, IF: 0.3, JCR 4区)

[32] Ying Yan, Shen Zhang, Jinjun Tang*, Xiaofei Wang. “Understanding characteristics in multivariate traffic flow time series from complex network structure”. (*corresponding author). Physica A, Vol.477, 149-160, 2017-07. (SCI, IF: 2.2, JCR 2)

[33] Han Jiang, Yajie Zou, Shen Zhang, Jinjun Tang*, Yinhai Wang. “Short-term speed prediction using remote microwave sensor data: machine learning versus statistical model”. Mathematical Problems in Engineering. Vol.2016, ID 9236156, 2016-01-19. (* corresponding author) (SCI, IF: 0.7, JCR 3)

[34] Weibin Zhang, Jinjun Tang*, Kris, Yajie Zou, Yinhai Wang. “Hybrid short-term prediction of traffic volume at ferry terminal based on data fusion”. IET Intelligent Transport Systems, (* corresponding author) Vol.10, No.8, 524-534, 2016-09-26. (SCI, IF: 0.8, JCR 3)

[35] Xiaofei Wang, Siqi Yang, Xinwei Li, Jintao Du, Jinjun Tang*. “Analysis on Accidents Distribution of Freeway under Various Conditions in China”. Advances in Mechanical Engineering, (*corresponding author) Vol.8, No.8, 1-12, 2016-04. (SCI, IF: 0.7, JCR 4)

[36] Haixiao Wang, Fang Liu, Jinjun Tang*. “Exploring intra-urban travel mobility using large-scale taxi Global Positioning System Trajectories”. International Journal of Vehicle Structures & Systems (*corresponding author) Vol.10, No.2, 150-159, 2018-09. (EI)

[37] Shaowei Yu, Jinjun Tang, Qi Xin. “Relative Velocity Difference Model for the Car-following Theory”.Nonlinear Dynamic. Vol.91, No.3, 1415-1428, 2018-02. (SCI, IF:3.4, JCR 1) Hot Paper and Highly Cited Paper

[38] Baoyu Hu, Yulong Pei, Jinjun Tang, Wei Gao. Common network characteristics of four bus transport networks in northeast china based on a perfect space p. International Journal of Modern Physics B, Vol.32, No.21, 2018-07,1850228, 1-15. (SCI, IF: 0.5, JCR 4)

[39] Xinqiang Chen, Zhibin Li, Yinhai Wang, Jinjun Tang, Wenbo Zhu, Chaojian Shi, Huafeng Wu. “Anomaly Detection and Cleaning of Highway Elevation Data from Google Earth using Ensemble Empirical Mode Decomposition”. Journal of Transportation Engineering, part A: Systems. 144(5), 2018-05, 04018015, 1-14.(SCI, IF: 0.8, JCR 3)

[40] R. Ke, Z. Li, J. Tang, Z. Pan, Y. Wang. Real-time traffic flow parameter estimation from uav video based on ensemble classifier and optical flow. IEEE Transactions on Intelligent Transportation Systems, PP(99), 1-11. 2018. (SCI, IF: 3.7, JCR 1)

[41] Xianzhe Chen, Yajie Zou, Jinjun Tang, Yichuan Peng*, Lingtao Wu. Analysing the Impact of Traffic Incidents on the Travel Time Reliability of Freeway High-occupancy Vehicle Lanes. Discrete Dynamics in Nature and Society. Vol.2018, 2018, 7470645, 1-12.(SCI, IF: 0.7, JCR 4)

[42] Yinsong Wang, Yajie Zou, Kristian Henrickson, Yinhai Wang, Jinjun Tang, B. Park. “Google earth elevation data extraction and accuracy assessment for transportation applications”. PLoS ONE. Vol.12, No.4, 2017-04-01, e0175756.(SCI, IF: 2.8, JCR 1)

[43] Weibin Zhang, Cole Kopca, Jinjun Tang, Dongfang Ma, Yinhai Wang. “A Systemic Approach for Collision Risk Analysis based on AIS data”. Journal of Navigation, Vol.70, No.5, 1117-1132, 2017-09-01. (SCI, IF: 1.3, JCR 1)

[44] Weibin Zhang, Yong Qi, Kristian Henrickson, Jinjun Tang, Yinhai Wang. “Vehicle traffic delay prediction in ferry terminal based on Bayesian multiple models combination method”. Transportmetrica A: Transport Science, Vol. 13, No.5, 467-490, 2017-03-07. (SCI, IF: 1.8, JCR 2)

[45] Weibin Zhang, Yong Qi, Ying Yan, Jinjun Tang, Yinhai Wang. “A method of emission and traveler behavior analysis under multimodal traffic condition”. Transportation Research Part D: Transport and Environment, Vol. 52, 139-155, 2017-05-01. (SCI, IF: 1.8, JCR 2)

[46] Weibin Zhang, Yajie Zou, Jinjun Tang, Ash John, Yinhai Wang. “Short-term Prediction of Vehicle Waiting Queue at Ferry Terminal based on Machine Learning Method”. Journal of Marine Science and Technology, 1-13, 2016-01-01, DOI: 10.1007/s00773-016-0385-y. (SCI, IF: 0.8, JCR 3)

[47] Shen Zhang, Jinjun Tang, Hua Wang, Yinhai Wang. “Enhancing Traffic Incident Detection Using Spatial Point Pattern Analysis in Social Media”. Transportation Research Record. No. 2528, 69-77, 2015-09-01. (SCI, IF: 0.5, JCR 4)

[48] 唐进君,刘芳. “基于路径预测的不确定性推理组合地图匹配算法”. 测绘学报, Vol.39, No.5, 546-550, 2010-05-01. (EI)

[49] 唐进君,刘芳,曹凯. “基于云模型的交通流数据挖掘”. 内蒙古农业大学学报(自然科学版), Vol.31, No.1, 177-181, 2010-01-01. (北大核心)

[50] 唐进君,曹凯.“基于多准则融合的信任理论地图匹配算法”. 测绘科学, Vol.34, No.5, 14-15, 2009-05-01. (北大核心)

[51] Jinjun Tang, Kai Cao. “An On-Line Estimation Algorithm of Driver’s Learning Process”. Journal of Shandong University (Natural Science), Vol.44, No.7, 83-88, 2009-07-01. (北大核心)

[52] 唐进君,曹凯. “一种自适应轨迹曲线地图匹配算法”. 测绘学报, Vol.37, No.3, 308-315, 2008-03-01. (EI)

[53] 唐进君,曹凯. “基于分层模糊控制的地图匹配算法”. 山东大学学报(工学版), Vol.38, No.4, 42-46, 2008-04-01. (北大核心)

[54] 曹凯,于少伟,唐进君. “基于分层模糊控制的智能车辆的横向控制模型”. 计算机应用, Vol.27, No.12, 3112-3115, 2007. (北大核心)

[55] 曹凯,唐进君,刘汝成. “基于Fréchet距离准则的智能地图匹配算法”. 计算机工程与应用, Vol.43, No.28, 223-226, 2007-04-01. (北大核心)

[56] 马建军,唐进君,曹凯. “一种新的智能地图匹配算法”. 计算机应用, Vol.27, No.12, 3116-3118, 2007-06-01. (北大核心)

[57] 唐进君,曹凯. “基于云模型不确定性推理的地图匹配算法”. 计算机仿真, Vol.24, No.10, 220-224, 2007-10-01.


学术奖励
2017年智能交通领域全国优秀博士论文奖(全国智能交通协会)