基本信息

朱凤华  男  硕导  中国科学院自动化研究所
电子邮件: fenghua.zhu@ia.ac.cn
通信地址: 北京中关村东路95号自动化大厦811室
邮政编码: 100190

中国科学院自动化研究所多模态人工智能全国重点实验室副研究员、高级工程师,主要研究领域包括:大模型调优、多模态融合感知、无人驾驶决策规划、博弈智能,发表80余篇SCI论文和100余篇国际会议论文,其中多数发表在领域顶级期刊或顶级会议,多次担任智能交通、无人驾驶领域顶级会议IEEE ITSC/IEEE IV/IEEE DTPI/IFAC CPHS等会议Special Session/Workshop主席。

作为技术负责人参与多个国家重点研发计划项目、科技创新2030“新一代人工智能”重大项目等。研发完成四代平行交通系统。参与起草智能无人系统、云计算领域多项国家标准,国内发明专利授权50余项,美国发明专利授权1项。提出基于人机混合增强智能的平行驾驶技术等多项核心技术,应用于智能无人运输车、无人驾驶巴士、港口重载搬运机器人等产品,形成多种面向物流行业和工业应用行业关键无人化运输设备解决方案,与华为、中国移动、浪潮集团等联合研发的5G-V2X智能运输车系统在多个场景得到应用。

所获奖励包括中国自动化学会技术发明特等奖(2018)、中国自动化学会自然科学一等奖(2020)、交通运输部重大科技成果(2020)、中国公路学会科技进步一等奖(2017)、中国自动化学会技术发明一等奖(2011)、中国智能交通学会科技进步二等奖(2017)、北京市科技进步二等奖(2004)等。


招生信息

多模态融合感知、智能无人系统、深度强化学习、智能控制与计算智能、智能交通系统

招生方向
智能控制与计算智能

教育背景

2004-09--2008-07   中国科学院自动化研究所   博士
1998-09--2001-04   上海交通大学计算机系   硕士
1994-09--1998-07   山东大学计算机系   学士
学历

​研究生

学位

博士

工作经历

   
工作简历
2009-10~现在, 中国科学院自动化研究所, 副研究员、高级工程师
2003-08~2009-10,中国科学院自动化研究所, 助理研究员
2001-11~2003-08,中国科学院自动化研究所, 研实员
社会兼职
2019-08-01-今,中国计算机学会会员,
2011-10-01-今,IFAC member,
2011-09-30-今,IEEE Senior Member,
2010-09-30-今,中国自动化学会会员, 会员

专利与奖励

奖励信息
(1) 中国自动化学会科技进步奖一等奖:基于ACP的城市公交优化调度与优先控制关键技术研发及应用, 二等奖, 省级, 2023
(2) 广东省人工智能产业协会科学技术奖二等奖:城市交通主动安全智能防控技术研究及人车路协同应用, 二等奖, 其他, 2022
(3) 产学研合作创新成果优秀奖:城市交通主动安全智能防控技术研究及人车路协同应用, 部委级, 2021
(4) 广东省电子信息科学技术奖:城市交通主动安全智能防控技术研究及人车路协同应用, 二等奖, 其他, 2021
(5) 交通运输部重大科技创新成果:基于物联网的城市智能交通关键技术研究与应用, , 部委级, 2021
(6) 广东省智能交通科学技术奖一等奖:交通运输主动安全防控体系技术研究与人车路协同应用, 一等奖, 其他, 2020
(7) 中国自动化学会自然科学一等奖:基于ACP方法的复杂交通系统管理与控制, 一等奖, 其他, 2020
(8) 中国智能交通协会科学技术二等奖:基于人-车-路智慧感知的交通运输主动安全防控体系技术研究及应用, 二等奖, 其他, 2020
(9) 中国智能交通协会科学技术二等奖:城市公共交通智能化关键技术研究及应用示范, 二等奖, 其他, 2019
(10) 中国自动化学会科技进步特等奖:平行交通管理与控制关键技术及应用, 特等奖, 部委级, 2018
(11) 中国公路学会科学技术一等奖:基于物联网的城市智能交通关键技术研究与应用, 一等奖, 其他, 2017
(12) 中国智能交通协会科学技术二等奖:基于物联网的市政交通设施管理与服务关键技术研究, 二等奖, 其他, 2017
(13) 中国自动化学会技术发明一等奖:网络化交通信号控制系统, 一等奖, 其他, 2011
(14) 北京市优秀青年工程师, 一等奖, 省级, 2010
(15) 公安部科技进步三等奖:国家标准《交通信号控制机与上位机间的数据通信协议》, 三等奖, 部委级, 2010
(16) IEEE智能交通系统学会杰出团队奖, , 其他, 2010
(17) 北京市科技进步二等奖:城市交通智能综合管理和控制系统, 二等奖, 省级, 2004
专利成果
( 1 ) 一种车载式自动导航系统及导航方法, 发明, 2008, 第 5 作者, 专利号: ZL200510116716.9
( 2 ) 家庭与汽车电子互动系统及互动方法, 发明, 2008, 第 5 作者, 专利号: ZL200510116721.X
( 3 ) 视频系统参数动态标定方法及系统, 发明, 2010, 第 4 作者, 专利号: ZL200610011727.5
( 4 ) 一种道路交通信号控制器, 实用新型, 2008, 第 4 作者, 专利号: ZL200720187279.4
( 5 ) 平行交通信号控制系统, 发明, 2011, 第 1 作者, 专利号: PCT/CN2011/084812
( 6 ) 一种车载嵌入式系统, 发明, 2008, 第 5 作者, 专利号: ZL200510116714.X
( 7 ) 汽车行驶安全监控系统及监控方法, 发明, 2008, 第 5 作者, 专利号: ZL200510116715.4
( 8 ) 一种交通信息采集装置及方法, 发明, 2011, 第 3 作者, 专利号: ZL200810102317.0
( 9 ) 一种交通信号控制器的故障诊断系统及方法, 发明, 2011, 第 5 作者, 专利号: ZL200810102798.5
( 10 ) 基于可变区域划分的分布式交通仿真系统及仿真方法, 发明, 2011, 第 3 作者, 专利号: 201110443495.1
( 11 ) 基于压缩感知技术的人口出行需求计算方法, 发明, 2014, 第 3 作者, 专利号: ZL201210177206.2
( 12 ) 一种基于活动的区域应急交通疏散仿真系统, 发明, 2014, 第 4 作者, 专利号: ZL201210269042.6
( 13 ) 一种虚实互动的大型活动交通疏散方案优化与评价系统, 发明, 2016, 第 1 作者, 专利号: ZL201310037281.3
( 14 ) 一种交通事故辅助处理系统及方法, 发明, 2015, 第 1 作者, 专利号: ZL201410064895.5
( 15 ) 一种公共交通供需状态检测与预测系统及方法, 发明, 2016, 第 1 作者, 专利号: ZL201410293589.9
( 16 ) 一种交通疏散诱导系统及其交通疏散方法, 发明, 2016, 第 1 作者, 专利号: ZL201310586992.6
( 17 ) 一种非法营运车辆检测系统及方法, 发明, 2017, 第 1 作者, 专利号: ZL201410361120.4
( 18 ) 一种基于无线传感网的智能交通信息采集系统及方法, 发明, 2017, 第 2 作者, 专利号: ZL201410512888.7
( 19 ) 一种多天线交通通信网络系统及信号检测方法, 发明, 2017, 第 3 作者, 专利号: ZL201410495382.X
( 20 ) 一种机场出租车供需状态预测系统及方法, 发明, 2017, 第 1 作者, 专利号: ZL201410817069.3
( 21 ) 一种基于人工交通系统的社交关系网络生成方法及装置, 发明, 2017, 第 3 作者, 专利号: ZL201410065242.9
( 22 ) 一种短程行驶时间预测方法, 发明, 2017, 第 3 作者, 专利号: ZL201510345977.1

出版信息

   
发表论文
[1] Li, Mian, Xiong, Gang, Ye, Peijun, Liu, Guangmin, Zhu, Fenghua. Model With Leader-Follower Backbone and Bifurcation Fusion for UAV Traffic Object Detection. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT[J]. 2025, 第 5 作者  通讯作者  74: http://dx.doi.org/10.1109/TIM.2025.3527595.
[2] Zhu, Gaofeng, Zhu, Fenghua, Wang, Zhixue, Yang, Shengli, Li, Zheng. EDANet: Efficient Dynamic Alignment of Small Target Detection Algorithm. ELECTRONICS[J]. 2025, 第 2 作者14(2): http://dx.doi.org/10.3390/electronics14020242.
[3] 蒋源, 张欢, 朱高峰, 朱凤华, 熊刚. 融合多尺度特征的残差车道线检测网络. 测绘通报[J]. 2024, 第 4 作者71-76, http://lib.cqvip.com/Qikan/Article/Detail?id=7113244107.
[4] Xi, Jinhao, Zhu, Fenghua, Ye, Peijun, Lv, Yisheng, Xiong, Gang, Wang, FeiYue. Auxiliary Network Enhanced Hierarchical Graph Reinforcement Learning for Vehicle Repositioning. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2024, 第 2 作者  通讯作者  25(9): 11563-11575, http://dx.doi.org/10.1109/TITS.2024.3383720.
[5] Qu, Jingxiang, Liu, Ryan Wen, Gao, Yuan, Guo, Yu, Zhu, Fenghua, Wang, FeiYue. Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation Surveillance. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2024, 第 5 作者25(8): 9550-9562, http://dx.doi.org/10.1109/TITS.2024.3359755.
[6] Qu, Jingxiang, Liu, Ryan Wen, Zhao, Chenjie, Guo, Yu, Xu, Sendren ShengDong, Zhu, Fenghua, Lv, Yisheng. Multi-Task Learning-Enabled Automatic Vessel Draft Reading for Intelligent Maritime Surveillance. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2024, 第 6 作者  通讯作者  25(5): 4552-4564, http://dx.doi.org/10.1109/TITS.2023.3327824.
[7] Wang, Lin, Zhu, Fenghua, Zhang, Hui, Xiong, Gang, Huang, Yunhu, Chen, Dewang. MSSINet: Real-Time Segmentation Based on Multi-Scale Strip Integration. IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION[J]. 2024, 第 2 作者8: 241-251, http://dx.doi.org/10.1109/JRFID.2024.3389088.
[8] Liu, Ryan Wen, Lu, Yuxu, Guo, Yu, Ren, Wenqi, Zhu, Fenghua, Lv, Yisheng. AiOENet: All-in-One Low-Visibility Enhancement to Improve Visual Perception for Intelligent Marine Vehicles Under Severe Weather Conditions. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES[J]. 2024, 第 5 作者  通讯作者  9(2): 3811-3826, https://ieeexplore.ieee.org/document/10375786/.
[9] 朱高峰, 王知学, 朱凤华, 熊刚. 基于HCAC和MWFN的小目标检测算法. 电光与控制[J]. 2024, 第 3 作者31(9): 31-37, http://lib.cqvip.com/Qikan/Article/Detail?id=7112871546.
[10] Liu, Ryan Wen, Lu, Yuxu, Gao, Yuan, Guo, Yu, Ren, Wenqi, Zhu, Fenghua, Wang, FeiYue. Real-Time Multi-Scene Visibility Enhancement for Promoting Navigational Safety of Vessels Under Complex Weather Conditions. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2024, 第 6 作者  通讯作者  25(12): 19979-19994, http://dx.doi.org/10.1109/TITS.2024.3454597.
[11] IEEE Transactions on Image Processing. 2023, 第 2 作者  通讯作者  
[12] 王宇霄, 刘敬玉, 李忠飞, 朱凤华. 基于强化学习与安全约束的自动驾驶决策方法. 交通运输研究[J]. 2023, 第 4 作者9(1): 31-39, http://lib.cqvip.com/Qikan/Article/Detail?id=7109094836.
[13] Yang, Dongsheng, Li, Qiang, Zhu, Fenghua, Cui, Huachao, Yi, Wen, Qin, Jirong. Parallel Emergency Management of Incidents by Integrating OODA and PREA Loops: The C2 Mechanism and Modes. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS[J]. 2023, 第 3 作者53(4): 2160-2172, http://dx.doi.org/10.1109/TSMC.2022.3229036.
[14] Song, Ruiqi, Ai, Yunfeng, Tian, Bin, Chen, Long, Zhu, Fenghua, Yao, Fei. MSFANet: A Light Weight Object Detector Based on Context Aggregation and Attention Mechanism for Autonomous Mining Truck. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES[J]. 2023, 第 5 作者8(3): 2285-2295, https://ieeexplore.ieee.org/document/9947309/.
[15] Chen, Songhang, Shang, Chunlin, Zhu, Fenghua. A Flexible Traffic Signal Coordinated Control Approach and System on Complicated Transportation Control Infrastructure. SENSORS[J]. 2023, 第 3 作者  通讯作者  23(13): http://dx.doi.org/10.3390/s23135796.
[16] Shang, Chunlin, Zhu, Fenghua, Xu, Yancai, Liu, Xiaoming, Jiang, Tianhua. Hierarchical Multi-Objective Optimization for Dedicated Bus Punctuality and Supply-Demand Balance Control. SENSORS[J]. 2023, 第 2 作者  通讯作者  23(9): http://dx.doi.org/10.3390/s23094552.
[17] Li, Zheng, Tao, Weijie, Liu, Jianlei, Zhu, Fenghua, Du, Guangyue, Ji, Guanggang. Tomato Leaf Disease Recognition via Optimizing Deep Learning Methods Considering Global Pixel Value Distribution. HORTICULTURAE[J]. 2023, 第 4 作者9(9): http://dx.doi.org/10.3390/horticulturae9091034.
[18] Qu, Jingxiang, Liu, Ryan Wen, Zhao, Chenjie, Guo, Yu, Xu, Sendren ShengDong, Zhu, Fenghua, Lv, Yisheng. Multi-Task Learning-Enabled Automatic Vessel Draft Reading for Intelligent Maritime Surveillance. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS. 2023, 第 6 作者  通讯作者  http://dx.doi.org/10.1109/TITS.2023.3327824.
[19] Guo, Yu, Liu, Ryan Wen, Qu, Jingxiang, Lu, Yuxu, Zhu, Fenghua, Lv, Yisheng. Asynchronous Trajectory Matching-Based Multimodal Maritime Data Fusion for Vessel Traffic Surveillance in Inland Waterways. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2023, 第 5 作者  通讯作者  24(11): 12779-12792, http://dx.doi.org/10.1109/TITS.2023.3285415.
[20] Ye, Peijun, Qi, Hao, Zhu, Fenghua, Lv, Yisheng. Counterfactual Evolutionary Reasoning for Virtual Driver Reinforcement Learning in Safe Driving. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES[J]. 2023, 第 3 作者8(12): 4696-4705, http://dx.doi.org/10.1109/TIV.2023.3322694.
[21] 熊刚, 刘小明, 张涛, 朱凤华, 刘璐菲, 乔曜芩. 高铁综合交通枢纽客流协同管控优化关键技术. 铁路计算机应用[J]. 2023, 第 4 作者32(8): 63-67, http://lib.cqvip.com/Qikan/Article/Detail?id=7110470163.
[22] 阳东升, 李强, 朱凤华, 马琼敏, 朱承, 张维明. 基于PREA&OODA的边缘指挥控制模式框架及关键技术. 指挥与控制学报[J]. 2023, 第 3 作者9(4): 393-404, http://lib.cqvip.com/Qikan/Article/Detail?id=7110712023.
[23] Wu, Xuke, Xiong, Gang, Tian, Bin, Song, Bing, Lu, Bo, Liu, Sheng, Zhu, Fenghua. A Non-Local Attention Feature Fusion Network for Multiscale Object Detection. IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION[J]. 2022, 第 7 作者  通讯作者  6: 733-738, http://dx.doi.org/10.1109/JRFID.2022.3211675.
[24] Li, Xiaoshuang, Ye, Peijun, Jin, Junchen, Zhu, Fenghua, Wang, FeiYue. Data Augmented Deep Behavioral Cloning for Urban Traffic Control Operations Under a Parallel Learning Framework. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2022, 第 4 作者23(6): 5128-5137, http://dx.doi.org/10.1109/TITS.2020.3048151.
[25] Peijun Ye, Fenghua Zhu, Yisheng Lv, Xiao Wang, Yuanyuan Chen. Efficient Calibration of Agent-Based Traffic Simulation Using Variational Auto-Encoder. 25th IEEE International Conference on Intelligent Transportation Systems (ITSC). 2022, 第 2 作者
[26] Liang, Maohan, Liu, Ryan Wen, Zhan, Yang, Li, Huanhuan, Zhu, Fenghua, Wang, FeiYue. Fine-Grained Vessel Traffic Flow Prediction With a Spatio-Temporal Multigraph Convolutional Network. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2022, 第 5 作者  通讯作者  23(12): 23694-23707, http://dx.doi.org/10.1109/TITS.2022.3199160.
[27] Zhang, Chizhan, Zhu, Fenghua, Lv, Yisheng, Ye, Peijun, Wang, FeiYue. MLRNN: Taxi Demand Prediction Based on Multi-Level Deep Learning and Regional Heterogeneity Analysis. IEEE Transactions on Intelligent Transportation Systems[J]. 2022, 第 2 作者  通讯作者  23(7): 8412-8422, http://dx.doi.org/10.1109/TITS.2021.3080511.
[28] Chizhan Zhang, Fenghua Zhu, Xiao Wang, Leilei Sun, Haina Tang, Yisheng Lv. Taxi Demand Prediction Using Parallel Multi-Task Learning Model. IEEE Transactions on Intelligent Transportation Systems[J]. 2022, 第 2 作者23(2): 794-803, 
[29] Wei Zhang, Fenghua Zhu, Yisheng Lv, Chang Tan, Wen Liu, Xin Zhang, Fei-Yue Wang. AdapGL: An Adaptive Graph Learning Algorithm for Traffic Prediction Based on Spatiotemporal Neural Networks. Transportation Research Part C-Emerging Technologies[J]. 2022, 第 2 作者  通讯作者  139: 
[30] Xi, Jinhao, Zhu, Fenghua, Ye, Peijun, Lv, Yisheng, Tang, Haina, Wang, FeiYue. HMDRL: Hierarchical Mixed Deep Reinforcement Learning to Balance Vehicle Supply and Demand. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2022, 第 2 作者  通讯作者  23(11): 21861-21872, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000833052300001.
[31] Ye, Peijun, Chen, Yuanyuan, Zhu, Fenghua, Lv, Yisheng, Lu, Wanze, Wang, FeiYue. Bridging the Micro and Macro: Calibration of Agent-Based Model Using Mean-Field Dynamics. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2022, 第 3 作者52(11): 11397-11406, http://dx.doi.org/10.1109/TCYB.2021.3089712.
[32] Bing Song, Gang Xiong, Fenghua Zhu, Xuke Wu, Yisheng Lv, Peijun Ye. Empirical Learning of Decision Parameters for Agent-Based Model. 25th IEEE International Conference on Intelligent Transportation Systems (ITSC). 2022, 第 3 作者
[33] 习金浩, 孟峰, 朱凤华, 贺正冰, 李润梅, 吕宜生. 基于多核自适应网络的高速公路交通流预测方法. 交通运输研究[J]. 2021, 第 3 作者7(4): 1-9, http://lib.cqvip.com/Qikan/Article/Detail?id=7105464711.
[34] 周挺, 杨军, 詹祥澎, 裴洋舟, 张俊, 陈厚桂, 朱凤华. 一种数据驱动的暂态电压稳定评估方法及其可解释性研究. 电网技术[J]. 2021, 第 7 作者45(11): 4416-4425, http://lib.cqvip.com/Qikan/Article/Detail?id=7106067088.
[35] Ye, Peijun, Chen, Yuanyuan, Zhu, Fenghua, Lv, Yisheng, Lu, Wanze, Wang, FeiYue. Bridging the Micro and Macro: Calibration of Agent-Based Model Using Mean-Field Dynamics. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2021, 第 3 作者99(99): 
[36] 韦越, 陈世超, 朱凤华, 熊刚. 基于稀疏正则化的卷积神经网络模型剪枝方法. 计算机工程[J]. 2021, 第 3 作者47(10): 61-66, http://lib.cqvip.com/Qikan/Article/Detail?id=7105707009.
[37] Siqi Fan, Dong, Qiulei, Fenghua Zhu, Yisheng Lv, Peijun Ye, Fei-Yue Wang. SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud Segmentation. The IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021, 第 3 作者
[38] Zhang, Chizhan, Zhu, Fenghua, Lv, Yisheng, Ye, Peijun, Wang, FeiYue. MLRNN: Taxi Demand Prediction Based on Multi-Level Deep Learning and Regional Heterogeneity Analysis. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2021, 第 2 作者  通讯作者  http://dx.doi.org/10.1109/TITS.2021.3080511.
[39] Chen, Songhang, Zhang, Dan, Zhu, Fenghua. SOFTWARE-DEFINED ARCHITECTURE FOR URBAN REGIONAL TRAFFIC SIGNAL CONTROL. PROMET-TRAFFIC & TRANSPORTATION[J]. 2020, 第 3 作者32(2): 229-236, https://www.webofscience.com/wos/woscc/full-record/WOS:000532333500006.
[40] Xiaoshuang Li, Fenghua Zhu, FeiYue Wang. Deep Behavioral Cloning for Traffic Control with Virtual Expert Demonstration Under a Parallel Learning Framework. 3rd IFAC Workshop pn Cyber-Physical and Human Systems (CPHS). 2020, 第 2 作者53(5): 176-181, http://dx.doi.org/10.1016/j.ifacol.2021.04.096.
[41] Lodhi, Ehtisham, Lodhi, Zeeshan, Zhu Fenghua, Gang Xiong, Wang, Feiyue, Rehman, Waheed Ur, Sinshaw, Tariku, IEEE. Analysis of Harmonics Detection and their Filtration by using Active Band Pass Filter for Domestic Appliances. 2020 IEEE 16TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE). 2020, 第 3 作者232-237, 
[42] Kerrouche, Kamel Djamel Eddine, Lodhi, Ehtisham, Kerrouche, Mustapha Boualem, Wang, Lina, Zhu, Fenghua, Xiong, Gang. Modeling and design of the improved D-STATCOM control for power distribution grid. SN APPLIED SCIENCES[J]. 2020, 第 5 作者2(9): 
[43] Zhu, Fenghua, Lv, Yisheng, Chen, Yuanyuan, Wang, Xiao, Xiong, Gang, Wang, FeiYue. Parallel Transportation Systems: Toward IoT-Enabled Smart Urban Traffic Control and Management. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2020, 第 1 作者21(10): 4063-4071, http://dx.doi.org/10.1109/TITS.2019.2934991.
[44] Gang Xiong, Xiaoyu Chen, Nan Shuo, Yisheng Lv, Fenghua Zhu, Tianci Qu, Peijun Ye. Collaborative Optimization of Cyber Physical Social Systems for Urban Transportation Based on Knowledge Automation. IFAC PAPERSONLINE. 2020, 第 5 作者  通讯作者  53(5): 572-577, http://dx.doi.org/10.1016/j.ifacol.2021.04.144.
[45] Ye, Peijun, Zhu, Fenghua, Sabri, Samer, Wang, FeiYue. Consistent Population Synthesis With Multi-Social Relationships Based on Tensor Decomposition. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2020, 第 2 作者21(5): 2180-2189, http://dx.doi.org/10.1109/TITS.2019.2916867.
[46] 朱凤华. Data Augmented Deep Behavioral Cloning for Urban Traffic Control Operations under a Parallel Learning Framework. IEEE Transactions on Intelligent Transportation Systems. 2020, 第 1 作者
[47] 杜宏庆, 陈德旺, 黄允浒, 朱凤华, 李灵犀. 基于改进遗传算法与支持度的模糊系统优化建模方法. 智能科学与技术学报[J]. 2020, 第 4 作者179-185, http://lib.cqvip.com/Qikan/Article/Detail?id=00002EGIL5507JP0MPDO7JP16PR.
[48] 谢立, 熊刚, 于波, 朱凤华, 胡斌. 基于暗通道先验的大气退化图像去雾新方法. 控制工程[J]. 2020, 第 4 作者27(2): 207-211, http://lib.cqvip.com/Qikan/Article/Detail?id=7101408604.
[49] 陈世超, 崔春雨, 张华, 马戈, 朱凤华, 商秀芹, 熊刚. 制造业生产过程中多源异构数据处理方法综述. 大数据[J]. 2020, 第 5 作者6(5): 55-81, http://lib.cqvip.com/Qikan/Article/Detail?id=7103060179.
[50] Gang Xiong, Xiaoyu Chen, Nan Shuo, Yisheng Lv, Fenghua Zhu, Tianci Qu, Peijun Ye. Cyber-Physical-Social Systems for Smart City: An Implementation Based on Intelligent Loop. IFAC PAPERSONLINE. 2020, 第 5 作者  通讯作者  53(5): 501-506, http://dx.doi.org/10.1016/j.ifacol.2021.04.136.
[51] Yuanyuan Chen, Yisheng Lv, Peijun Ye, Fenghua Zhu. Traffic-Condition-Awareness Ensemble Learning for Traffic Flow Prediction. IFAC PAPERSONLINE. 2020, 第 4 作者  通讯作者  53(5): 582-587, http://dx.doi.org/10.1016/j.ifacol.2021.04.146.
[52] Li, Zhishuai, Xiong, Gang, Chen, Yuanyuan, Lv, Yisheng, Hu, Bin, Zhu, Fenghua, Wang, FeiYue, IEEE. A Hybrid Deep Learning Approach with GCN and LSTM for Traffic Flow Prediction. 2019 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC). 2019, 第 6 作者1929-1933, http://dx.doi.org/10.1109/itsc.2019.8916778.
[53] Lodhi, Ehtisham, Zhu, Fenghua, Lodhi, Zeeshan, Saleem, Qasim, Xiong, Gang, Wang, FeiYue, Li, S, Cheng, Y, Dai, Y, Ma, J. Design and Implementation of RFID based Smart Shopping Booth. 2019 6TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2019). 2019, 第 2 作者1017-1021, http://dx.doi.org/10.1109/ICISCE48695.2019.00205.
[54] 董西松, 沈震, 熊刚, 朱凤华, 胡斌. 城市轨道交通CPSS平台构建研究. 自动化学报[J]. 2019, 第 4 作者45(4): 682-692, http://www.aas.net.cn:80/cn/article/doi/10.16383/j.aas.2018.c180269.
[55] 曹小玲, 莫红, 朱凤华. 时变论域下红绿灯配时的模糊控制. 测控技术[J]. 2019, 第 3 作者38(11): 115-120, http://lib.cqvip.com/Qikan/Article/Detail?id=7100384010.
[56] Das, Polash Kumar, Zhu, Fenghua, Chen, Shichao, Luo, Can, Ranjan, Prabhat, Xiong, Gang, IEEE. Smart Medical Healthcare of Internet of Medical Things (IOMT): Application of Non-Contact Sensing. PROCEEDINGS OF THE 2019 14TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2019). 2019, 第 2 作者375-380, 
[57] 王飞跃, 孙奇, 江国进, 谭珂, 张俊, 侯家琛, 熊刚, 朱凤华, 韩双双, 董西松, 王嫘. 核能5.0:智能时代的核电工业新形态与体系架构. 自动化学报[J]. 2018, 第 8 作者44(5): 922-934, http://www.aas.net.cn:80/cn/article/doi/10.16383/j.aas.2018.y000003.
[58] Xisong Dong, Fenghua Zhu, Bin HU, Gang Xiong. Efficient Expression and Deep Analysis Platform of Massive Video Data for ITS. 2017, 第 2 作者http://ir.ia.ac.cn/handle/173211/19475.
[59] 刘小明, 唐少虎, 朱凤华, 陈兆盟. 基于MFD的城市区域过饱和交通信号优化控制. 自动化学报[J]. 2017, 第 3 作者43(7): 1220-1233, http://www.aas.net.cn:80/cn/article/doi/10.16383/j.aas.2017.c160250.
[60] Xisong Dong, Gang Xiong, Fenghua Zhu, Bin HU, Zhen Shen, Xipeng Zhang. CPSS Models and Spatio-Temporal Collaborative Optimization of Urban Public Transport Dynamic Network. 20th IEEE International Conference on Intelligent Transportation Systems. 2017, 第 3 作者null(null): http://ir.ia.ac.cn/handle/173211/19477.
[61] Huang, WuLing, Lv, Yisheng, Chen, Long, Zhu, FengHua, IEEE. Accelerate the Autonomous Vehicles Reliability Testing in Parallel Paradigm. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2017, 第 4 作者
[62] 胡斌, 谢立, 熊刚, 于波, 朱凤华. 基于暗通道先验的大气退化图像去雾改进方法研究. 2017, 第 5 作者http://ir.ia.ac.cn/handle/173211/19469.
[63] Han Shuangshuang, Wang Yingchun, Yao Tingting, Zhu Fenghua, Xiong Gang, Cao Dongpu, Wang FeiYue. Relaying Algorithm based on Soft Estimated Information for Cooperative V2X Networks. 2017, 第 4 作者http://ir.ia.ac.cn/handle/173211/15307.
[64] Han, Shuangshuang, Wang, Yingchun, Yao, Tingting, Zhu, Fenghua, Xiong, Gang, Cao, Dongpu, Wang, FeiYue, IEEE. Relaying Algorithm Based on Soft Estimated Information for Cooperative V2X Networks. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2017, 第 4 作者https://www.webofscience.com/wos/woscc/full-record/WOS:000432373000325.
[65] Han, Shuangshuang, Zhu, Fenghua, Wang, Yingchun, Cao, Dongpu, Xiong, Gang, Wang, FeiYue, IEEE. Modified K-best Receiver for Multi-antenna Vehicular Networks. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2017, 第 2 作者
[66] Xisong Dong, Gang Xiong, Bin Hu, Fenghua Zhu, Zhen Shen, IEEE. Efficient Expression and Deep Analysis Platform of Massive Traffic Video Data. 2017 IEEE 20th International IEEE Conference on Intelligent Transportation System[J]. 2017, 第 4 作者null(null): 
[67] Dayong Shen, Xisong Dong, Yuetong Lin, Zhengxi Li, Fenghua Zhu, Bin HU, Dong Fan, Gang Xiong. A Parallel Transportation Management and Control System for Bus Rapid Transit using ACP Approach. IEEE TRANSACTION ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2017, 第 5 作者18(9): 2569–2575, http://ir.ia.ac.cn/handle/173211/19466.
[68] Lin Cao, Xisong Dong, Jiehan Yu, Gang Xiong, Zhen Shen, Bin HU, Fenghua Zhu. Big Data Platform & Typical APP Services for Urban Public Transportation. 2017 Chinese Automation Congress. 2017, 第 7 作者null(null): http://ir.ia.ac.cn/handle/173211/19478.
[69] Hongxia Zhao, FeiYue Wang, TaoZhong Liu, Liwei Ouyang, Fenghua Zhu, Gang Xiong. Short-term Traffic Flow Forecasting Based on Wavelet Transform and Neural Network. 2017, 第 5 作者http://ir.ia.ac.cn/handle/173211/19476.
[70] Yingchun Wang, Shuangshuang Han, Fenghua Zhu, Gang Xiong, FeiYue Wang. Modified K-best Receiver for Multi-antenna Vehicular Networks. 2017, 第 3 作者http://ir.ia.ac.cn/handle/173211/19474.
[71] Ouyang, Liwei, Zhu, Fenghua, Xiong, Gang, Zhao, Hongxia, Wang, Feiyue, Liu, Taozhong, IEEE. Short-term Traffic Flow Forecasting Based on Wavelet Transform and Neural Network. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2017, 第 2 作者  通讯作者  
[72] 朱凤华, 赵伊瑶, 沈震, 张淅鹏, 刘陶忠, 熊刚. 基于拍卖和边际效益的自主信号交叉口建模方法. 2017, 第 1 作者http://ir.ia.ac.cn/handle/173211/19479.
[73] Xiong, Gang, Shen, Dayong, Dong, Xisong, Hu, Bin, Fan, Dong, Zhu, Fenghua. Parallel Transportation Management and Control System for Subways. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2017, 第 6 作者18(7): 1974-1979, https://www.webofscience.com/wos/woscc/full-record/WOS:000404370500026.
[74] Chaoyang Jiang, Xiaolong Chen, Runmei Li, Fenghua Zhu. Traffic flow data forecasting based on interval type-2 fuzzy sets theory. IEEE/CAA JOURNAL OF AUTOMATICA SINICA[J]. 2016, 第 4 作者3(2): 141-148, 
[75] Kunfeng Wang, WuLing Huang, Yisheng Lv, FengHua Zhu. Autonomous Vehicles Testing Methods Review. 2016, 第 4 作者http://ir.ia.ac.cn/handle/173211/20236.
[76] Fenghua Zhu, Hu Bin, Gang Xiong, Bin Hu, Jiehan Zhou, Xisong Dong, Jukka Riekki, FeiYue Wang. A Framework of Future Innovative Urban Transport. 2016 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2016, 第 1 作者http://ir.ia.ac.cn/handle/173211/12526.
[77] Huang WuLing, Wang Kunfeng, Lv Yisheng, Zhu FengHua, IEEE. Autonomous Vehicles Testing Methods Review. 2016 IEEE 19TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2016, 第 4 作者163-168, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000392215500027.
[78] Xisong Dong, Wei Liu, Fenghua Zhu, Yongqiang Zhu, Gang Xiong, Huazhou Wu, Taozhong Liu, Yuexiang Hu. Public Service Management System of Urban Placename for Sanya Case. 2016, 第 3 作者http://ir.ia.ac.cn/handle/173211/19450.
[79] Xisong Dong, Teng Teng, Wenwen Kang, Gang Xiong, Fenghua Zhu, Haisheng Fan. Novel ITS based on Space-Air-Ground Collected Big-data. BIG DATA AND SMART SERVICE SYSTEMS. 2016, 第 5 作者http://ir.ia.ac.cn/handle/173211/19425.
[80] Xisong Dong, Xipeng Zhang, Gang Xiong, Yuexiang Hu, Fenghua Zhu, Timo R Nyberg. A Method of SMS Spam Filtering Based on AdaBoost Algorithm. 2016, 第 5 作者http://ir.ia.ac.cn/handle/173211/19465.
[81] 董西松, Gang Xiong, Fenghua Zhu, Yisheng Lv, Songhang Chen. Parallel public transportation system and its application in evaluating evacuation plans for large-scale activities. BIG DATA AND SMART SERVICE SYSTEM. 2016, 第 3 作者http://ir.ia.ac.cn/handle/173211/19527.
[82] Zhu, Fenghua, Li, Zhenjiang, Chen, Songhang, Xiong, Gang. Parallel Transportation Management and Control System and Its Applications in Building Smart Cities. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2016, 第 1 作者  通讯作者  17(6): 1576-1585, http://ir.ia.ac.cn/handle/173211/12186.
[83] Zhu Fenghua, Wang Feiyue, Chen Songhang. An Erlang-based Simulation Approach of Artificial Transportation Systems. IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS. 2016, 第 1 作者http://ir.ia.ac.cn/handle/173211/12112.
[84] Xiong, Gang, Zhu, Fenghua, Dong, Xisong, Fan, Haisheng, Hu, Bin, Kong, Qingjie, Kang, Wenwen, Teng, Teng. A Kind of Novel ITS Based on Space-Air-Ground Big-Data. IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE[J]. 2016, 第 2 作者8(1): 10-22, http://ir.ia.ac.cn/handle/173211/10664.
[85] Wenwen Kang, Xisong Dong, Gang Xiong, Fenghua Zhu. A Kind of Adaptive Dynamic Transit Signal Priority Control Method. 2016, 第 4 作者http://ir.ia.ac.cn/handle/173211/19464.
[86] Wenwen Kang, Gang XIONG, Fenghua Zhu, Xisong Dong, Haisheng Fan, Bin HU, QingJie Kong, Teng Teng. Novel ITS based on Space-Air-Ground Collected Big-data. IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE[J]. 2016, 第 3 作者8(1): 10– 22, http://ir.ia.ac.cn/handle/173211/19444.
[87] Zhen Shen, Yuliang Liu, Dong Shen, Lin Cao, Bin HU, Xisong Dong, Gang XIONG, Fenghua Zhu. Two Intersections Traffic Signal Control Method Based on ADHDP. 2016 IEEE International Conference on Vehicular Electronics and Safety. 2016, 第 8 作者null(null): http://ir.ia.ac.cn/handle/173211/19448.
[88] 熊刚, 董西松, 朱凤华. 快速公交BRT平行管理与控制系统研究. 复杂性与智能化[J]. 2015, 第 3 作者10(4): 25-36, http://ir.ia.ac.cn/handle/173211/19433.
[89] Songhang Chen, Gang XIONG, Fenghua Zhu, Xiwei Liu, Xisong Dong, Wuling Huang, Kai Zhao. Cyber-Physical-Social System in Intelligent Transportation. IEEE/CAA JOURNAL OF AUTOMATICA SINICA,[J]. 2015, 第 3 作者2(3): 320-333, http://ir.ia.ac.cn/handle/173211/19440.
[90] 范海生, 熊刚, 朱凤华. 基于空天地一体化大数据的新一代智能交通系统. 复杂性与智能化[J]. 2015, 第 3 作者10(4): 9-18, http://ir.ia.ac.cn/handle/173211/19432.
[91] 刘胜, 李元涛, 吕宜生, 朱凤华. 求解三维装箱问题的启发式正交二叉树搜索算法. 计算机学报[J]. 2015, 第 4 作者38(8): 1530-1543, http://lib.cqvip.com/Qikan/Article/Detail?id=665892805.
[92] Susanna Pirttikangas, Gang XIONG, Wenwen Kang, FeiYue Wang, Fenghua Zhu, Yisheng Lv, Xisong Dong, Jukka Riekki. Continuous Travel Time Prediction for Transit Signal Priority Based on a Deep Network. 2015, 第 5 作者http://ir.ia.ac.cn/handle/173211/19441.
[93] Fenghua Zhu, Xipeng Zhang, Gang XIONG, Liang Xiao, Timo R Nyberg. A Design of Intelligent Route Guidance System Based on Shortest Path Algorithm. 2015, 第 1 作者http://ir.ia.ac.cn/handle/173211/19443.
[94] 朱凤华, 熊刚, 董西松, 季统凯. 城市交通大数据技术及智能应用系统. 大数据[J]. 2015, 第 1 作者81-96, http://lib.cqvip.com/Qikan/Article/Detail?id=68837485504849534852484949.
[95] Wang Feiyue, Zhao Yifei, Zhu Fenghua, Gao Hang, Lv Yisheng. Content-based Recommendation for Traffic Signal Control. PROCEEDINGS OF THE 18TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS. 2015, 第 3 作者http://ir.ia.ac.cn/handle/173211/11707.
[96] Wenjing Liu, Gang XIONG, Tongkai Ji, Xipeng Zhang, Fenghua Zhu. Cloud Operating System for Industrial Application. 2015, 第 5 作者http://ir.ia.ac.cn/handle/173211/19442.
[97] Yaran Chen, Shu Lin, GangXiong, Qingjie Kong, Fenghua Zhu. A computational experiment method in ACP framework for complex urban traffic networks. Intelligent Transportation Systems (ITSC), 2014 IEEE 18th International Conference on. 2014, 第 5 作者2894 - 2899, http://www.irgrid.ac.cn/handle/1471x/973239.
[98] Xiwei Liu, Fenghua Zhu, Gang Xiong, Hong Mo, Changjian Cheng, Zhen Gao. Comprehensive Optimization Method for Complex Industrial Processes. 2014, 第 2 作者http://ir.ia.ac.cn/handle/173211/19407.
[99] Fenghua Zhu, Changjian Cheng, Xiwei Liu, Hong Mo, Gang Xiong. ACP Approach based Intelligent Quality Management System for Manufacturing Processes. 2014, 第 1 作者http://ir.ia.ac.cn/handle/173211/19416.
[100] Chen, Songhang, Zhu, Fenghua, Cao, Jianping. Growing Spatially Embedded Social Networks for Activity-Travel Analysis Based on Artificial Transportation Systems. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2014, 第 2 作者15(5): 2111-2120, http://dx.doi.org/10.1109/TITS.2014.2308975.
[101] Gang Xiong, Hu Bin, Qiuchang Tian, Zizhang Chen, Bin Hu, Weisi Zhou, Fenghua Zhu. Real-Time Taxi Detection for Embedded System. 2014 IEEE 17TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2014, 第 7 作者http://ir.ia.ac.cn/handle/173211/12523.
[102] Wang Feiyue, Zhu Fenghua, Gao Hang, Kong Qingjie, Zhao Yifei. Parallel Management for Traffic Signal Control. PROCEEDINGS OF THE 17TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS. 2014, 第 2 作者http://ir.ia.ac.cn/handle/173211/11704.
[103] Xisong Dong, Fenghua Zhu, Gang Xiong. Parallel Transportation Management and Control System for Subway System based on ACP Approach. 2014, 第 2 作者http://ir.ia.ac.cn/handle/173211/19406.
[104] Fenghua Zhu, Liuqing Yang, Shuangshuang Han, Shichao Chen. Non-Gaussian Approximation Iterative Receiver for MIMO-OFDMVehicular Networks. 2014 IEEE 17th International Conference onIntelligent Transportation Systems (ITSC). 2014, 第 1 作者2156-2161, http://ir.ia.ac.cn/handle/173211/5092.
[105] 俞忠东, 熊刚, 王坤峰, 范东, 朱凤华, 舒采焘. 高速公路视频检测系统与智能监管平台. 《智慧交通ITMS》杂志[J]. 2014, 第 5 作者70-75, http://ir.ia.ac.cn/handle/173211/19417.
[106] Zhu, Fenghua, Chen, Songhang, Mao, ZhiHong, Miao, Qinghai. Parallel Public Transportation System and Its Application in Evaluating Evacuation Plans for Large-Scale Activities. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2014, 第 1 作者  通讯作者  15(4): 1728-1733, http://www.irgrid.ac.cn/handle/1471x/973076.
[107] Babak Mohajeri, Jesse Karjalainen, Timo R Nyberg, Gang Xiong, Fenghua Zhu, Bin HU. On Implementing Location-based Services in Guangzhou. 2014, 第 5 作者http://ir.ia.ac.cn/handle/173211/19415.
[108] Gang Xiong, Xisong Dong, FengHua Zhu, Qingjie Kong. Traffic signal coordination for emergency vehicles. Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on. 2014, 第 3 作者157 - 161, http://ir.ia.ac.cn/handle/173211/5094.
[109] Gang Xiong, Fenghua Zhu, Xisong Dong. Novel ITS based on Space-Air-Ground Collected Big-data. Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on. 2014, 第 2 作者1509 - 1514, http://ir.ia.ac.cn/handle/173211/5097.
[110] Huang, WuLing, Yu, Zhongdong, Zhu, Fenghua, Yang, Liuqing, Wang, FeiYue, IEEE. Applicability of Short Range Wireless Networks in V2I Applications. 2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC). 2013, 第 3 作者231-236, 
[111] Kong, QingJie, Xu, Yanyan, Lin, Shu, Wen, Ding, Zhu, Fenghua, Liu, Yuncai. UTN-Model-Based Traffic Flow Prediction for Parallel-Transportation Management Systems. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2013, 第 5 作者14(3): 1541-1547, https://www.webofscience.com/wos/woscc/full-record/WOS:000324336100046.
[112] 吕宜生, 刘希未, 商秀芹, 刘胜, 董西松, 朱凤华, 熊刚. 基于分析树的Web组合服务组合优化方法. 第八届(2013)中国管理学年会论文集(选编). 2013, 第 6 作者http://ir.ia.ac.cn/handle/173211/11406.
[113] Chao Gou, Bin HU, Gang XIONG, Fenghua ZHU, KunFeng Wang. A Fast Recognition Algorithm for Detecting Common Broadcasting Faults. 2013, 第 4 作者http://ir.ia.ac.cn/handle/173211/19391.
[114] Xiong, Gang, Dong, Xisong, Fan, Dong, Zhu, Fenghua, Wang, Kunfeng, Lv, Yisheng. Parallel Traffic Management System and Its Application to the 2010 Asian Games. IEEETRANSACTIONSONINTELLIGENTTRANSPORTATIONSYSTEMS[J]. 2013, 第 4 作者14(1): 225-235, http://www.irgrid.ac.cn/handle/1471x/973088.
[115] Li, Ye, Li, Bo, Tian, Bin, Zhu, Fenghua, Xiong, Gang, Wang, Kunfeng. Vehicle Detection based on the Deformable Hybrid Image Template. 2013 IEEE international conference on vehicular electronics and safety: ICVES 2013, Dongguan, China, 28-30 July 2013. 2013, 第 4 作者114-118, http://ir.ia.ac.cn/handle/173211/19401.
[116] Li, Ye, Wang, FeiYue, Li, Bo, Tian, Bin, Zhu, Fenghua, Xiong, Gang, Wang, Kunfeng. A Multi-scale Model Integrating Multiple Features for Vehicle Detection. 16th International IEEE Conference on Intelligent Transportation Systems (ITSC). 2013, 第 5 作者399-403, 
[117] 李润梅, 刘建忠, 朱凤华. 平行公交系统中的计算实验问题研究. 自动化学报[J]. 2013, 第 3 作者39(7): 1011-1017, http://www.aas.net.cn:80/cn/article/doi/10.3724/SP.J.1004.2013.01011.
[118] 陈松航, 汤淑明, 朱凤华, 缪青海. 人工交通系统计算实验的分布式框架研究. 系统仿真学报[J]. 2013, 第 3 作者25(4): 605-611, http://sciencechina.cn/gw.jsp?action=detail.jsp&internal_id=4815120&detailType=1.
[119] Gang Xiong, QingJie Kong, Lucidus Zhou, Fenghua Zhu. Automatic Road Detection for Highway Surveillance Using Frequency-Domain Information. 2013, 第 4 作者http://ir.ia.ac.cn/handle/173211/19381.
[120] Zhu, Fenghua, Wen, Ding, Chen, Songhang. Computational Traffic Experiments Based on Artificial Transportation Systems: An Application of ACP Approach. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2013, 第 1 作者  通讯作者  14(1): 189-198, http://dx.doi.org/10.1109/TITS.2012.2210707.
[121] Yang Liuqing, Zhu Fenghua, Wang FeiYue, Huang WuLing. Applicability of Short Range Wireless Networks in V2I Applications. 2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC). 2013, 第 2 作者231-236, http://ir.ia.ac.cn/handle/173211/5079.
[122] Yisheng Lv, Wenwen Kang, Fenghua Zhu, Li Xie, Bin Xi, Gang Xiong. A Heuristic Implementation of Emergency Traffic Evacuation in Urban Areas. 2013, 第 3 作者http://ir.ia.ac.cn/handle/173211/19382.
[123] Li, Bo, Tian, Bin, Li, Ye, Xiong, Gang, Zhu, Fenghua, IEEE. A Vision-based Serial Number Recognition Algorithm for HSR Trains by Nearest Neighbor Chains of Connected Components. IEEE International Conference on Vehicular Electronics and Safety (ICVES). 2013, 第 5 作者36-41, https://webofscience.clarivate.cn/wos/woscc/full-record/WOS:000335797700008.
[124] 朱凤华, 熊刚, 李叶, 李泊, 田滨, Bin Tian. Taxi Detection Based on Vehicle Painting Features for Urban Traffic Scenes. PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON VEHICULAR ELECTRONICS AND SAFETY. 2013, 第 1 作者http://ir.ia.ac.cn/handle/173211/12278.
[125] Chunlei Zhu, QingJie Kong, Lucidus Zhou, Gang Xiong, Fenghua Zhu. Sensitive Keyword Spotting for Voice Alarm Systems. 2013, 第 5 作者http://ir.ia.ac.cn/handle/173211/19389.
[126] Zhu Fenghua, Duan Yanjie, Lv Yisheng, Li Yuantao, Xiong Gang. Improved Information Feedback in Symmetric Dual-channel Traffic. 2013, 第 1 作者http://ir.ia.ac.cn/handle/173211/14328.
[127] Li Bo, Tian Bin, Li Ye, Xiong Gang, Zhu Fenghua, IEEE. A Vision-based Serial Number Recognition Algorithm for HSR Trains by Nearest Neighbor Chains of Connected Components. IEEE International Conference on Vehicular Electronics and Safety (ICVES). 2013, 第 5 作者36-41, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000335797700008.
[128] Ye Li, Bo Li, Bin Tian, Fenghua Zhu, Gang Xiong, Kunfeng Wang. Part-based Pedestrian Detection using Grammar Model and ABM-HoG Features. IEEE International Conference on Vehicular Electronics and Safety (ICVES). 2013, 第 4 作者78-83, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000335797700016.
[129] Yisheng Lv, Fenghua Zhu, Wenwen Kang, Gang Xiong, Li Xie, Bin Xi. Design and Implementation of an Emergency Traffic Evacuation Management Platform for Urban Areas Based on Eclipse RCP. 2013 IEEE international conference on vehicular electronics and safety: ICVES 2013, Dongguan, China, 28-30 July 2013. 2013, 第 2 作者84-88, http://ir.ia.ac.cn/handle/173211/19399.
[130] Li, Ye, Tian, Bin, Li, Bo, Xiong, Gang, Zhu, Fenghua, Wang, Kunfeng. Vehicle Detection with a Part-based Model for Complex Traffic Conditions. 2013 IEEE international conference on vehicular electronics and safety: ICVES 2013, Dongguan, China, 28-30 July 2013. 2013, 第 5 作者110-113, http://ir.ia.ac.cn/handle/173211/19400.
[131] Wang Kunfeng, Wang FeiYue, Tian Bin, Zhu Fenghua, Xiong Gang. A Multi-scale Model Integrating Multiple Features for Vehicle Detection. 2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC). 2013, 第 4 作者399-403, http://ir.ia.ac.cn/handle/173211/5080.
[132] FeiYue Wang, Gang Xiong, Kunfeng Wang, Fenghua Zhu, Yanjie Yao. Vehicle Detection Method based on Active Basis Model and Symmetry in ITS. IN PROCEEDINGS OF THE 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS. 2013, 第 4 作者http://ir.ia.ac.cn/handle/173211/11528.
[133] Xiong Gang, Tian Bin, Li Ye, Li Bo, Zhu Fenghua, Bin Tian. An Electronic Police System With Multiple Vehicle Parts Model. PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON SERVICE OPERATIONS AND LOGISTICS, AND INFORMATICS. 2013, 第 5 作者http://ir.ia.ac.cn/handle/173211/12279.
[134] Chen Songhang, Zhu Fenghua. Traffic Simulation using Web Information of Activities Location. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 2 作者758-763, http://ir.ia.ac.cn/handle/173211/5075.
[135] Zhu Fenghua. A Survey of Urban Traffic Signal Control for Agent Recommendation System. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 1 作者327-333, http://ir.ia.ac.cn/handle/173211/5074.
[136] Zhu, Fenghua, Chen, Songhang, Lv, Yisheng, Ye, Peijun, Xiong, Gang, Dong, Xisong, IEEE. Parallel Public Transport System and Its Application in the Evacuation of Large-scale Activities. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 1 作者  通讯作者  102-107, 
[137] Miao Qinghai, LvYisheng, Zhu Fenghua. A cellular automata based evacuation model on GPU platform. 2012 15th International IEEE Conference on Intelligent Transportation Systems. 2012, 第 3 作者http://ir.ia.ac.cn/handle/173211/10785.
[138] Shen Liu, Xisong Dong, Gang Xiong, Dong Fan, Fenghua Zhu. Aided Decision-Making System of Public Transport Management for Guangzhou Asian Games. 2012, 第 5 作者http://ir.ia.ac.cn/handle/173211/19363.
[139] 朱凤华. A Real-time BRT Signal Priority Approach through Multi-stage Green Extension. Proceedings of IEEE International Conference on Networking, Sensing and Control. 2012, 第 1 作者
[140] Chen, Songhang, Zhu, Fenghua, IEEE. Traffic Simulation using Web Information of Activities Location. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 2 作者758-763, 
[141] Lv Yisheng, Zhu Fenghua, Miao Qinghai, Ye Peijun, Chen Songhang, IEEE. Emergency Traffic Evacuation Control based on the Orthogonal Experimental Design Method. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 2 作者1269-1273, 
[142] 朱凤华, 亢文文, 谢立, 席斌, 吕宜生, 熊刚. 基于Eclipse RCP 的城市应急交通疏散管理平台设计与实现. 2012, 第 1 作者http://ir.ia.ac.cn/handle/173211/19375.
[143] 董西松, Xiong Gang, Fan Dong, Liu Sheng, Zhu Fenghua, Lv Yisheng. Parallel Public Transport Management and Control System for Guangzhou Asian Games. 9th IEEE International Conference on Networking, Sensing and Control. 2012, 第 5 作者http://ir.ia.ac.cn/handle/173211/10718.
[144] 董西松, Xiong Gang, Fan Dong, Zhu Fenghua, Liu Sheng. Decision Support System of Public Transportation Management for Guangzhou Asian Games. 10th World Congress on Intelligent Control and Automation. 2012, 第 4 作者http://ir.ia.ac.cn/handle/173211/10720.
[145] Xiong Gang, Liu Zhong, Liu Xiwei, Zhu Fenghua, Shen Dong. Service Science Management and Engineering: Theory and Applications. 2012, 第 4 作者http://ir.ia.ac.cn/handle/173211/20781.
[146] 董西松, Xiong Gang, Fan Dong, Zhu Fenghua, Xie Li. Bus Rapid transit (BRT) Parallel System Based on ACP Approach. 10th World Congress on Intelligent Control and Automation. 2012, 第 4 作者http://ir.ia.ac.cn/handle/173211/10717.
[147] FeiYue Wang, Gang Xiong, Fenghua Zhu, QingJie Kong. An Overview of Artificial Transportation Systems. 2012, 第 3 作者http://ir.ia.ac.cn/handle/173211/19384.
[148] Zhu Fenghua, Lv Yisheng, Chen Songhang, Ye Peijun. Emergency Traffic Evacuation Control based on the Orthogonal Experimental Design Method. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 1 作者1269-1273, http://ir.ia.ac.cn/handle/173211/5076.
[149] Ye Peijun, Chen Songhang, Lv Yisheng, Zhu Fenghua, Xiong Gang, Dong Xisong. Parallel Public Transport System and Its Application in the Evacuation of Large-scale Activities. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 4 作者102-107, http://ir.ia.ac.cn/handle/173211/5073.
[150] Fenghua Zhu, Dong Fan, Xisong Dong, Gang Xiong. Parallel Bus Rapid Transit (BRT) Operation Management System Based on ACP Approach. 2012, 第 1 作者http://ir.ia.ac.cn/handle/173211/19356.
[151] LvYisheng, Zhu Fenghua, Xiong Gang, Yao Qingming, Chen Songhang, Ye Peijun. Impact of Evacuee Behavior on Evacuation Clearance Time. 2012 10th World Congress on Intelligent Control and Automation. 2012, 第 2 作者http://ir.ia.ac.cn/handle/173211/10784.
[152] Zhu Fenghua. Network Zoning based on Community Detection for Urban Traffic Control. 2012 15TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC). 2012, 第 1 作者1894-1899, http://ir.ia.ac.cn/handle/173211/5078.
[153] Dong SHEN, Gang Xiong, Zhong LIU, Xiwei LIU, Fenghua ZHU. Service Science, Management and Engineering. 2012, 第 5 作者http://ir.ia.ac.cn/handle/173211/19482.
[154] 熊刚, 亢文文, 谢立, 席斌, 吕宜生, 朱凤华. 城市应急交通疏散的启发式实现. 2012, 第 6 作者http://ir.ia.ac.cn/handle/173211/19374.
[155] Hairong Dong, Gang Xiong, Wuling Huang, Lihao Jia, Fenghua Zhu, Qingming Yao, Feng Chen, Guoqing Zhang. Framework of Urban Transportation Dynamic Perception and Parallel Management & Control. 2011, 第 5 作者http://ir.ia.ac.cn/handle/173211/19345.
[156] 范东, 朱凤华, 熊刚. 平行系统在道路交通管控中的应用实践. 《中国智能交通》杂志[J]. 2011, 第 2 作者59-62, http://ir.ia.ac.cn/handle/173211/19330.
[157] Songhang Chen, Gang Xiong, Fenghua Zhu, Peijun Ye. Fusion of Artificial Transportation Systems and the World Wide Web. 2011, 第 3 作者http://ir.ia.ac.cn/handle/173211/19344.
[158] Zhu Fenghua. Modeling on agent-based Artificial Public Transportation. the 30th Chinese Control Conference, CCC 2011. 2011, 第 1 作者5596-5600, http://ir.ia.ac.cn/handle/173211/5014.
[159] Zhao Dongbin, Zhu Fenghua. Neural network based online traffic signal controller design with reinforcement training. IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. 2011, 第 2 作者1045-1050, http://ir.ia.ac.cn/handle/173211/5017.
[160] Zhen Shen , Kai Wang, Fenghua Zhu, IEEE. Agent-based Traffic Simulation and Traffic Signal Timing Optimization with GPU. 2011 14th International IEEE Conference on Intelligent Transportation Systems[J]. 2011, 第 3 作者null(null): 145-150, 
[161] 陈峰, 王飞跃, 贾立好, 朱凤华, 董海荣, 黄武陵, 熊刚, 张国清. 城市交通动态感知与平行管控技术研究. 2011, 第 4 作者http://ir.ia.ac.cn/handle/173211/19337.
[162] 范东, 姚彦洁, 张孜, 朱凤华, 熊刚, 董西松. 基于ACP方法的快速公交(BRT)平行运营管理系统. 2011, 第 4 作者http://ir.ia.ac.cn/handle/173211/19340.
[163] Chen Songhang, Lv Yisheng, Zhu Fenghua, Wang FeiYue. Modeling and analyzing transportation systems based on ACP approach. IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. 2011, 第 3 作者2136-2141, http://ir.ia.ac.cn/handle/173211/5012.
[164] Miao, Qinghai, Zhu, Fenghua, Lv, Yisheng, Cheng, Changjian, Chen, Cheng, Qiu, Xiaogang. A Game-Engine-Based Platform for Modeling and Computing Artificial Transportation Systems. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2011, 第 2 作者12(2): 343-353, http://www.irgrid.ac.cn/handle/1471x/972981.
[165] Dong Xisong, Xiong Gang, Fan Dong, Zhu Fenghua, Lv Yisheng. Research on Bus Rapid Transit (BRT) and its Real-Time Scheduling. 6th IEEE International Conference on Service Operations and Logistics, and Informatics. 2011, 第 4 作者http://ir.ia.ac.cn/handle/173211/10721.
[166] 朱凤华. A case study for traffic signal control system evaluation based on artificial transportation systems.. Proceedings of IEEE International Conference on Service Operations, Logistics, and Informatics (SOLI). 2011, 第 1 作者
[167] Shen Zhen, Fenghua Zhu . Agent-based traffic simulation and traffic signal timing optimization with GPU. IEEE Conference on Intelligent Transportation Systems, Proceedings. 2011, 第 2 作者null(null): 145-150, http://ir.ia.ac.cn/handle/173211/4986.
[168] Zhu Fenghua, Ye Peijun. Dynamic route guidance using maximum flow theory and its MapReduce implementation. IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. 2011, 第 1 作者180-185, http://ir.ia.ac.cn/handle/173211/4996.
[169] 朱凤华. A Case Study of Evaluating Traffic Signal Control Systems Using Computational Experiment. IEEE Transactions on Intelligent Transportation Systems. 2011, 第 1 作者
[170] 朱凤华, 熊刚. 平行系统在广州亚运会公共交通管理中的应用实践. 《中国智能交通》杂志[J]. 2011, 第 1 作者55-58, http://ir.ia.ac.cn/handle/173211/19331.
[171] Zhu, Fenghua, Li, Guoxi, Li, Zhenjiang, Chen, Cheng, Wen, Ding. A Case Study of Evaluating Traffic Signal Control Systems Using Computational Experiments. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS[J]. 2011, 第 1 作者  通讯作者  12(4): 1220-1226, http://www.irgrid.ac.cn/handle/1471x/972977.
[172] Xiong, Gang, Wang, Kunfeng, Zhu, Fenghua, Cheng, Cheng, An, Xiangjing, Xie, Zhendong. Parallel Traffic Management for the 2010 Asian Games. IEEE INTELLIGENT SYSTEMS. 2010, 第 3 作者25(3): 81-85, http://www.irgrid.ac.cn/handle/1471x/1006363.
[173] Gang Xiong, Cheng Cheng, Fenghua Zhu, Kunfeng Wang. Parallel Traffic Management for 2010 Asian Games. IEEE INTELLIGENT SYSTEMS[J]. 2010, 第 3 作者24(5): 80-85, http://ir.ia.ac.cn/handle/173211/19315.
[174] 汤淑明, 潘健, 王宏宾, 査磊, 李镇江, 朱凤华, 王坤峰. 干线公路快速通行智能控制系统应用研究. 交通科技[J]. 2010, 第 6 作者100-103, http://lib.cqvip.com/Qikan/Article/Detail?id=83758166504849488350485151.
[175] 潘健, 查磊, 王宏宾, 汤淑明, 朱凤华, 李镇江, 王飞跃. 干线公路快速通行智能控制系统应用研究. 公路[J]. 2009, 第 5 作者226-233, http://lib.cqvip.com/Qikan/Article/Detail?id=32321957.
[176] 赵红霞, 汤淑明, 朱凤华, 吕宜生. 基于活动的交通需求计算过程模型研究综述. 交通信息与安全[J]. 2009, 第 3 作者16-20, http://lib.cqvip.com/Qikan/Article/Detail?id=1003858156.
[177] Fenghua Zhu, Yunfeng Ai, Zhenjiang Li, Shuming Tang, WuLing Huang. A Hierarchical Bus Rapid Transit System Based on Wireless Sensor Networks. IEEE INTELLIGENT SYSTEMS. 2008, 第 1 作者http://ir.ia.ac.cn/handle/173211/12392.
[178] Zhang, Nan, Wang, FeiYue, Zhu, Fenghua, Zhao, Dongbin, Tang, Shuming. DynaCAS: Computational Experiments and Decision Support for ITS. IEEE INTELLIGENT SYSTEMS[J]. 2008, 第 3 作者23(6): 19-23, http://dx.doi.org/10.1109/MIS.2008.101.
[179] Huang Wuling, Tang Shuming, Li Zhenjiang, Zhu Fenghua, Ai Yunfeng, IEEE. A Hierarchical Bus Rapid Transit System Based on Wireless Sensor Networks. PROCEEDINGS OF THE 11TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS. 2008, 第 4 作者1027-1031, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000262929300171.
[180] Zhixue Wang, Shuming Tang, FeiYue Wang, Fenghua Zhu. Modeling Interactions in Artificial Transportation Systems Using Petri Net. IEEE INTELLIGENT SYSTEMS. 2006, 第 4 作者http://ir.ia.ac.cn/handle/173211/12400.
发表著作
(1) 服务科学,管理与工程:理论与实践, Service Science, Management, and Engineering: Theory and Applications, Academic Press, 2012-04, 第 4 作者

科研活动

   
科研项目
( 1 ) 基于数据驱动的高端制造业生产设备故障诊断及预测研究及应用, 负责人, 地方任务, 2021-01--2023-12
( 2 ) 高速铁路列控系统工程仿真测试技术研究, 负责人, 境内委托项目, 2021-01--2022-12
( 3 ) 智慧城市人机物三元空间智能回路认知与学习理论和方法, 参与, 国家任务, 2020-01--2023-12
( 4 ) 工业互联网边缘计算节点设计方法与运行关键技术, 负责人, 国家任务, 2019-07--2022-06
( 5 ) 基于大数据的智慧交通基础理论与关键技术, 参与, 国家任务, 2019-01--2022-12
( 6 ) 人机物融合的应用建模与执行技术, 负责人, 国家任务, 2018-05--2021-04
( 7 ) 面向交通管控优化的城市超脑平台关键技术开发, 负责人, 境内委托项目, 2018-02--2021-02
( 8 ) 基于安卓平台的新一代出租车终端软件开发, 负责人, 境内委托项目, 2017-08--2018-08
( 9 ) 核电工控系统信息安全保障方案攻防演练平台方法与策略任务, 参与, 境内委托项目, 2017-05--2018-05
( 10 ) 无人驾驶车辆智能测试评估与环境设计, 负责人, 国家任务, 2016-01--2018-06
( 11 ) 复杂系统平行控制基础理论及典型应用, 参与, 国家任务, 2013-01--2017-12
( 12 ) 交通枢纽综合感知与智能管控平台, 参与, 国家任务, 2012-01--2014-12
( 13 ) 基于物联网的城市智能交通系统, 参与, 国家任务, 2011-01--2013-12
( 14 ) 基于人工交通系统的交通信号控制系统评价试验设计, 负责人, 国家任务, 2010-01--2012-12
( 15 ) 智能控制与计算智能的方法及应用, 参与, 国家任务, 2010-01--2012-12
( 16 ) 新兴电子商务复杂性、安全性和社会实验平台研究, 参与, 国家任务, 2009-01--2012-12
参与会议
(1)Parallel Transportation Systems   2012年国际系统工程师协会北京分会学术报告会   Fenghua Zhu   2012-04-22
(2)A Real-time BRT Signal Priority Approach through Multi-stage Green Extension   Kunfeng Wang, Fenghua Zhu   2012-04-11
(3)Modeling and Analyzing Transportation Systems Based on ACP Approach   2011 IEEE智能交通系统年会   [15] Fenghua Zhu, Fei-Yue Wang, Runmei Li, Yisheng Lv, Songhang Chen   2011-10-05
(4)A case study for traffic signal control system evaluation based on artificial transportation systems   2011年国际电气电子工程师学会服务运筹、物流与信息化国际会议    Fenghua Zhu, Zhenjiang Li   2011-07-10

指导学生

已指导学生

张驰展  硕士研究生  081101-控制理论与控制工程  

张伟  硕士研究生  081101-控制理论与控制工程  

范嗣祺  硕士研究生  081101-控制理论与控制工程  

韦越  硕士研究生  085208-电子与通信工程  

习金浩  硕士研究生  081101-控制理论与控制工程  

张欢  硕士研究生  085400-电子信息  

王宇霄  硕士研究生  085410-人工智能  

现指导学生

司泽泽  硕士研究生  081101-控制理论与控制工程  

张宇驰  硕士研究生  085410-人工智能  

柴伟  硕士研究生  085410-人工智能  

项桐  硕士研究生  081101-控制理论与控制工程  

耿文东  硕士研究生  085410-人工智能  

王东臣  硕士研究生  085410-人工智能  

毕业生去向

2024级硕士研究生  王宇霄  北京市经济开发区管委会 

2023级硕士研究生  习金浩  快手 

​2022级硕士研究生  范嗣祺  清华大学智能产业研究院AIR   

2021级硕士研究生  张驰展  美团 

2021级硕士研究生  张伟  海康威视 

2020级硕士研究生  李小双  中科院自动化所读博

研究方向

多模态融合感知、智能无人系统、深度强化学习、智能控制与计算智能、智能交通系统