徐东伟
2014年入职浙江工业大学,副教授,硕导。北京交通大学博士,银江股份和浙江工业大学联合培养博士后。近五年一直从事人工智能、数据挖掘、智能交通等领域的研究和应用工作。分析了大量的道路交通路网数据,从数据分析实践过程中,提出了多种实用算法,获得学术界的广泛认可。相关工作发表在Transportation Research Part C: Emerging Technologies、Transportmetrica A、Transportmetrica B、Science in China E、IEEE TCSS、IET ITS等多个国际知名期刊上。授权发明专利十余项。获得10余项国家、省部级、产学研合作项目资助。
研究方向:
智能交通及电磁信号数据挖掘、智能交通及电磁信号深度学习算法设计、人工智能算法对抗攻防。
工作经历:
2020.12-至今,浙江工业大学-网络空间安全研究院;副教授;
2020.06-2020.12,浙江工业大学-网络空间安全研究院;讲师;
2017.12-2020.06,浙江工业大学,银江股份;博士后;
2014.4-2020.06,浙江工业大学-信息工程学院;讲师
教育经历:
2008.9---2014.4 北京交通大学,交通安全工程专业,直接攻读博士;导师:贾利民教授、董宏辉教授。
2004-9---2008.7 北京交通大学,交通运输工程大类专业,学士。
项目经历:
[1]国家自然科学基金青年基金,道路交通系统行为的多视图学习辨识方法研究,在研,主持
[2]中国博士后科学基金,基于多源信息融合的城市路网运行模态辨识方法研究,已结题,主持
[3]浙江省自然科学基金青年基金,大数据条件下的道路交通高维特征选取与智能理解研究,已结题,主持
[4]国家自然科学基金面上项目,城市公交多模式联运网络分析及出行规划方法研究,在研,参加
[5]国家自然科学基金青年基金,基于位置信息的交通出行行为分析方法的研究,已结题,参加
[6]国家高技术研究发展计划(863计划),交通状态获取的新型传感器、传感器网络优化与融合,已结题,参加
科研成果:
以第一作者或通讯作者发表论文20余篇,其中,SCI期刊论文14篇,EI期刊论文2篇,核心期刊1篇。
授权发明专利7项。
专利列表:
1. 徐东伟,王永东,张贵军,李章维,周晓根,郝小虎,一种基于ARIMA模型和kalman滤波的道路交通流预测方法,2017.06.30,中国,2015105957714
2. 徐东伟,王永东,周晓根,张贵军,郝小虎,一种基于空间交通特性Kernel-KNN匹配的道路交通状态获取方法,2017.05.31,中国,2015102454592
3. 徐东伟,王永东,周晓根,张贵军,冯远静,郝小虎,陈铭,一种基于Kernel-KNN匹配的道路交通状态获取方法,2017.01.18,中国,201410852124.2
4. 徐东伟,王永东,张贵军,李章维,周晓根,郝小虎,一种基于LZW编码的道路交通数据压缩方法,2017.11.07,中国,ZL201510846833.4.
5. 徐东伟,王永东,张贵军,李章维,周晓根,郝小虎,一种基于LZW编码的道路交通空间数据压缩方法,2017.12.05,中国,ZL201510901435.8.
6. 徐东伟,王永东,张贵军,李章维,周晓根,郝小虎,丁情,一种基于PCA和LZW编码的道路交通空间数据压缩方法,中国,ZL201610236010.4
7. 徐东伟,王永东,张贵军,郭海锋,何德峰,周晓根,郝小虎, 一种基于模糊KNN空间特征匹配的道路交通服务水平评价方法,2019.07.05,中国,ZL201710421757.1
论文发表:
[ 1 ] XU Dong-wei, WEI Chen-chen, Peng Peng, XUAN Qi, GUO Hai-feng. GE-GAN: A novel deep learning framework for road traffic state estimation, Transportation Research Part C: Emerging Technologies, 2020, 117: 102635. (SCI)
[ 2 ] XU Dong-wei, DAI Hong-wei, WANG Yong-dong, Peng Peng, XUAN Qi, GUO Hai-feng. Road Traffic State Prediction based on a Graph Embedding Recurrent Neural Network under the SCATS, Chaos: An Interdisciplinary Journal of Nonlinear Science, 2019, 29(10): 103125. (SCI)
[ 3 ] XU Dong-wei, DONG Hong-hui, LI Hai-jian, JIA Li-min, FENG Yuan-jing. The estimation of road traffic states based on compressive sensing, Transportmetrica B-Transport Dynamics, 2015, 3(2): 131-152.(SCI)
[ 4 ] XU Dong-wei, WANG Yong-dong, Peng Peng, Shen Beilun, Zhang Deng, Guo Haifeng. Real-time road traffic state prediction based on Kernel-KNN, Transportmetrica A: Transport Science, 2020, 16(1): 104-118. (SCI)
[ 5 ] XU Dong-wei, DONG Hong-hui, JIA Li-min, QIN Yong. Virtual speed sensors based algorithm for expressway traffic state estimation, Science in China- Series E: Technological Sciences, 2012, 55(5): 1381-1390.(SCI)
[ 6 ] XU Dong-wei, WANG Yong-dong, LI Hai-jian, QIN Yong, JIA Li-min. The measurement of road traffic states under high data loss rate, Measurement, 2015, 69: 134-145.(SCI)
[ 7 ] XU Dong-wei, WANG Yong-dong, JIA Li-min, LI Hai-jian, ZHANG Gui-jun. Real-time road traffic states measurement based on Kernel-KNN matching of regional traffic attractors, Measurement, 2016, 94: 862-872.(SCI)
[ 8 ] XU Dong-wei, PENG Peng, WEI Chen-chen, HE De-feng, XUAN Qi. Road Traffic Network State Prediction Based on a Generative Adversarial Network, IET Intelligent Transport Systems. (doi: 10.1049/iet-its.2019.0552) (SCI)
[ 9 ] WANG Yong-dong, XU Dong-wei(*), PENG Peng, LIU Yi, ZHANG Gui-jun, XIAO Xue-mei. Kernel PCA for road traffic data non-linear feature extraction. IET Intelligent Transport Systems, 2019, 13(8): 1291-1298. (SCI)
[ 10 ] WANG Yong-dong, XU Dong-wei(*), PENG Peng, XUAN Qi, ZHANG Gui-jun. Analysis of hospitalizing behaviors based on big trajectory data. IEEE Transactions on Computational Social Systems, 2019, 6(4): 692-701. (EI期刊)
[ 11 ] WANG Yong-dong, XU Dong-wei(*), LU Yun, SHEN Jun-Yan, ZHANG Gui-jun, Compression algorithm of road traffic data in time series based on temporal correlation, IET Intelligent Transport Systems, 2018, 12(3):177-185. (SCI)
[ 12 ] XU Dong-wei, DONG Hong-hui, JIA Li-min, TIAN Yin. Road traffic states estimation algorithm based on matching of regional traffic attracters, Journal of Central South University, 2014, 21(5): 2100-2107.(SCI)
[ 13 ] XU Dong-wei, WANG Yong-dong, JIA Li-min, ZHANG Gui-jun, GUO Hai-feng. Real-time road traffic states estimation based on Kernel-KNN matching of road traffic spatial characteristics, Journal of Central South University, 2016, 23(9): 2453-2464.(SCI)
[ 14 ] XU Dong-wei, WANG Yong-dong, JIA Li-min, QIN Yong, DONG Hong-hui. Real-time road traffic state prediction based on ARIMA and Kalman Filter. Frontiers of Information Technology & Electronic Engineering, 2017, 18(2): 287-302.(SCI)
[ 15 ] XU Dong-wei, WANG Yong-dong, JIA Li-min, ZHANG Gui-jun, GUO Hai-feng. Compression Algorithm of Road Traffic Spatial Data Based on LZW Encoding. Journal of Advanced Transportation, 2017, 2017: 1-13.(SCI)
[ 16 ] 徐东伟,董宏辉,李海舰,贾利民. 基于压缩感知的道路交通参数修复方法研究[J]. 交通运输系统工程与信息,2013,13(6):67-72.(EI期刊)
[ 17 ] 徐东伟,贾利民,孙晓亮. 道路交通信息模板的设计方法研究[J]. 公路交通科技,2013,30(12):132-137.(核心期刊)
联系邮箱:dongweixu@zjut.edu.cn