重庆大学信息物理社会可信服务计算教育部重点实验室

信息物理社会可信服务计算教育部重点实验室

KEY LABORATORY OF DEPENDABLE SERvICE COMPUTING IN cYBER PHYSICAL SOCIETY( CHONGQING UNIVERSITY) MINISTRY OF EDUCATION

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郑林江的个人主页

行业大数据智能

郑林江

副教授、博士生导师

基本信息



职称:副教授、博士生导师

E-mail:zlj_cqu@cqu.edu.cn

研究方向:行业大数据分析、行业大数据服务平台、物联网工程

招生信息:每年招收博士1名、硕士3名,欢迎计算机、物联网、软件、数学等专业报考。

个人简介


郑林江,博士(后)、副教授、博士生导师。IEEE/ACM/CCF 会员,信息物理社会可信服务计算教育部重点实验室研究骨干。主要从事行业大数据分析、行业大数据服务平台、物联网工程等领域的科研教学工作。作为负责人,主持国家自然科学基金、国家重点研究计划、国家 863 计划、国家支撑计划等科研项目20余项;获得中国博士后科学基金特别资助、重庆市博士后科研项目特别资助。获得教育部科技进步奖二等奖、重庆市科技进步奖二等奖、中国产学研合作创新成果奖和中国智能交通协会科学技术奖二等奖。近年来,在IEEE Transactions on Intelligent Transportation Systems, Nonlinear Dynamics, Physical A, IJPR, IJCIM等国际期刊和UIC, ISPA, KSEM等CCF推荐国际会议上发表论文50余篇,申请获权发明专利30余项,制定中国电子行业标准 2 项,重庆市地方标准 1 项。

学术论文


[52]Junchao Lv,Linjiang Zheng*, Yuhui Ye, Chenglin Ye. Understanding Travel Patterns of Commuting Private Cars using Big Data of Electronic Registration Identification of Vehicles [C].the 32nd International Conference on Software Engineering and Knowledge Engineering. SEKE 2020, July 9-19, 2020, Pittsburgh, USA. (CCF C)

[51]Li Chen,Linjiang Zheng*, Jie Yang, Dong Xia, Weining Liu. Short-term traffic flow prediction: From the perspective of traffic flow decomposition[J].Neurocomputing. 2020, 413, 444-456. (JCR Q1)

[50]Linjiang Zheng*, Jie Yang, Li Chen, Weining Liu, Dihua Sun. Dynamic spatial-temporal feature optimization with ERI big data for Short-term traffic flow prediction [J].Neurocomputing. 2020, 412, 339-350. (JCR Q1)


[49] Zhe Zou,Linjiang Zheng*, Weining Liu. CSIndex: A Coprocessor-Based Classified Secondary Index Scheme for Efficient HBase Query[C].the 17th IEEE International Symposium on Parallel and Distributed Processing with Applications.ISPA 2019, December 16-18, 2019, Xiamen, China. (CCF C)

[48]Linjiang Zheng*, Dong Xia, Li Chen, Dihua Sun. Understanding Citywide Resident Mobility Using Big Data of Electronic Registration Identification of Vehicles[J].IEEE Transactions on Intelligent Transportation Systems. 2019, 1-15. (JCR Q1)

[47] Mujun He,Linjiang Zheng*, Wei Cao, Jing Huang, Xu Liu, Dihua Sun. An enhanced weight-based real-time map matching algorithm for complex urban networks[J].Physical A: Statistical Mechanics and its Applications. 2019, 534:122318. (JCR Q2)

[46] Cui Chen, Linjiang Zheng∗, Dong Xia, Li Chen, Dihua Sun. A Carpooling Service for Private Vehicles using Electronic Registration Identification Data[C].The 16th IEEE International Conference on Ubiquitous Intelligence and Computing,UIC 2019, June 19-23 August 2019, Leicester, UK. (CCF C)

[45] Jing Huang, Linjiang Zheng∗, Jiangling Qin, Dong Xia, Li Chen, Dihua Sun. Short-term travel time prediction on urban road networks using massive ERI data [C].The 16th IEEE International Conference on Ubiquitous Intelligence and Computing, UIC 2019, June 19-23 August 2019, Leicester, UK. (CCF C)

[44] Jie Yang, Linjiang Zheng, Dihua Sun. Urban Traffic Flow Prediction Using a Gradient-Boosted Method Considering Dynamic Spatio-Temporal Correlations [C].The 12th  International Conference on Knowledge Science, Engineering and Management, KSEM 2019, August 28-30, 2019, Athens, Greece. (CCF C)

[43]  Cui Chen, Linjiang Zheng∗. Mining Private Vehicle Hot Routes using Electronic Registration Identification Data[C].The 2019 International Conference on Big Data Engineering, BDE 2019, June 11-13, 2019, Hong Kong, China.

[42]  Linjiang Zheng∗, Xiaoli Peng, Linglin Wang, Dihua Sun. Simulation of pedestrian evacuation considering emergency spread and pedestrian panic[J].Physical A: Statistical Mechanics and its Applications. 2019, 522:167-181. (JCR Q2)

[41]  He Mujun, Zheng Linjiang*, Liu Hui. A cyber physical-based approach to leader-following consensus for distributed multi-agent systems[J].High Technology Letters (English Edition). 2019, 1:1-9. (EI)

[40]  Zheng Linjiang*, Li Chen, Yadong Liu, Jing Huang, Mujun He, Weining Liu. Urban road traffic congestion detection using RFID data of vehicles[C].The 15th IEEE Int'l Conf. on Ubiquitous Intelligence and Computing, UIC 2018, October 8-12, 2018, Guangzhou, China. (CCF C)

[39]Zheng Linjiang*, Xia Dong, Zhao Xin, Liu Weining. Spatial–temporal travel pattern mining using massive taxi trajectory data[J].Physical A: Statistical Mechanics and its Applications. 2018, 501:24-41. (JCR Q2)

[38]  Sun Dihua, Chen Dong, Zhao Min, Liu Weining,Zheng Linjiang. Linear stability and nonlinear analyses of traffic waves for the general nonlinear car-following model with multi-time delays[J].Physical A: Statistical Mechanics and its Applications. 2018, 501:293-307. (JCR Q2)

[37]  Zhou Tong, Chen Dong,Zheng Linjiang, Liu Weining, He Yuchu, Liu Zhongcheng. Feedback-based control for coupled map car-following model with time delays on basis of linear discrete-time system[J].Physical A: Statistical Mechanics and its Applications. 2018, 512:174-185. (JCR Q2)

[36]  Sun Dihua, Chen Qiuqu, Zhao Min,Zheng Linjiang, Weining Liu. Bus penetration rate estimation of road segment using bus GPS data [C].Proceedings of the 30th Chinese Control and Decision Conference, CCDC 2018, July 6, 2018, Shenyang, China.

[35]  Zou Zhe,Zheng Linjiang*, Huang Jing, Li Jian, Wang Jie. Design and implementation of coal mine dust monitoring system based on cloud platform [C].Proceedings of 2nd International Conference on Computer Science and Application Engineering, CSAE 2018, October 22-24, 2018, Hohhot, China.

[34] Zheng Linjiang*, Zhou Tong, Liu Weining, Chen Dong, Sun Dihua. A new control method integrated into the coupled map car-following model for suppressing traffic jams [J].Nonlinear Dynamics. 2017, 88(1):663-671. (JCR Q1)

[33]Lingjiang Zheng*, Dong Xia, Xin Zhao, Weining Liu. Mining trip attractive areas using large-scale taxi trajectory data.The 15th IEEE International Symposium on Parallel and Distributed Processing with Applications, ISPA 2017, December 12-15, 2018, Guangzhou, China.

[32] Wang Linglin, Zheng Linjiang*, Tan Longyou, Li Hang, Sun Dihua. An Improved Floor Field Model for Pedestrian Simulation under Attractive Incidents [J].ICIC Express Letters. 2017,11(7): 1-8.

[31] Zhao Xin,Zheng Linjiang, Liu Weining, Liu Haiwei, Peng Xiaoli. Research and Simulation of Node Importance in Transport Network based on Weighted Model [C].Proceedings of 2017 IEEE 2nd Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2017, March 25-26, 2017, Chongqing, China

[30]Zheng Linjiang*, Zhou Longhui, Zhao Xin, et al. The Spatio-Temporal Data Modeling and Application Based on Graph Database[C].4th International Conference on Information Science and Control Engineering, ICISCE 2017, July 21-23, 2018, Changsha, China.

[29] Peng Xiaoli, Zheng Linjiang*, Liao Ting. R2CEDM: A rete-based RFID complex event detection method[C].2nd International Conference on Data Mining and Big Data, DMBD 2017,July 27- August 1, 2017, Fukuoka, Japan.

[28] Sun Dihua, Zhang Cheng, Zhao Min, Zheng Linjiang, Liu Weining. Traffic congestion pattern detection using an improved mcmaster algorithm. Proceedings of the 29th Chinese Control and Decision Conference,CCDC 2017, July 12, 2017, Chongqing, China

[27] Zhao Min, Wang Linglin, Zheng Linjiang, Sun Dihua. Simulation of Pedestrian Behaviors Based on an Improved Floor Field Cellular Automaton Model under Attractive Incidents. Proceedings of the 29th Chinese Control and Decision Conference,CCDC 2017, p 3602-3607, July 12, 2017, Chongqing, China

[26] Zhao Min, Mei Deng, Sun Dihua, Cheng Senlin, Zheng Linjiang. Corner Point Set-based Camera Monitoring Range Deviation Detection Method in Video Surveillance System of Highway. Proceedings of the 29th Chinese Control and Decision Conference, CCDC 2017, p 7758-7763, July 12, 2017, Chongqing, China

[25] Zheng Linjiang*, Feng Qisen , Liu Weining , Zhao Xin . Discovering Trip Hot Routes Using Large Scale Taxi Trajectory Data[C]. 12th International Conference on Advanced Data Mining and Applications, ADMA 2016. December 12-15, 2016, Gold Coast, QLD, Australia.

[24]Zheng Linjiang*, Liu Weining, Zhou Tong, Sun Dihua. A new feedback-controlled car-following model for suppressing traffic jam[J].Journal of Information and Computational Science. 2014, 11 (3) :979-988.

[23] Sun Dihua, He Wei, Zheng Linjiang*, Liao Xiaoyong. Scheduling flexible job shop problem subject to machine breakdown with game theory[J]. International Journal of Production Research, 2014, 52 (13) :19.

[22] Dihua Sun, Wei He, Linjiang Zheng *, Xiaoyong Liao. Scheduling flexible job shop problem subject to machine breakdown with game theory[J]. International Journal of Production Research. 2014, 52 (13) :3858-3876.

[21] Sun Dihua, Zhou Tong, Liu Weining, Zheng Linjiang. A modified feedback controlled car-following model considering the comprehensive information of the nearest-neighbor leading car[J]. Acta Physica Sinica, 2013,62(17):170503-170503.

[20] Liu Weining, Zheng Linjiang*, Sun Dihua, Liao Xiaoyong, Zhao Min, Su Jiamei, Liu Youxing. RFID-enabled real-time production management system for Loncin motorcycle assembly lines[J]. International Journal of Computer Integrated Manufacturing. 2012, 25(1):86-99.

[19] Zheng Linjiang*, Tian Chuan, Sun Dihua, Liu Weining. A new car-following model with consideration of anticipation driving behavior[J]. Nonlinear Dynamics. 2012, 69(3):86-99.

[18] Sun Dihua, Song Xiaoxiao, Zhao Min, Zheng Linjiang.  Research on a JIT scheduling problem in parallel motorcycle assembly lines considering actual situations[J]. International Journal of Production Research, v 50, n 18, p 4923-4936, September 15, 2012

[17] Sun Dihua, Song Xiaoxiao*, Zhao Min, Zheng Linjiang. Research on a JIT scheduling problem in parallel motorcycle assembly lines considering actual situations[J], International Journal of Production Research, 2012, 50(18):4923-4936.

[16] Liu Weining,  Zheng Linjiang*, Sun Dihua, Liao Xiaoyong, Zhao Min, Yang Fan. RFID-based production operation management for multi-varieties and small-batch production[C]. Proceeding of the IEEE International Conference on RFID-Technology and Applications (RFID-TA 2010). Guangzhou, China, 17 - 19 June 2010, p.1-6. (EI:20103713227253).

[15]  Liu Weining, Zheng Linjiang*, Sun Dihua. A Data Processing Model for Improving RFID Application Reliability in Logistics Tracking System[C]. 2010 International Conference on Logistics Systems and Intelligent Management. Harbin, China, 9-10 January 2010, p.1643-1647.

[14] 孙棣华,周桐,刘卫宁,郑林江. 考虑最邻近前车综合信息的反馈控制跟驰模型.物理学报, 2013, 62(17): 170503.

[13] 郑林江, 赵欣, 蒋朝辉,等. 基于出租车轨迹数据的城市热点出行区域挖掘[J]. 计算机应用与软件, 2018,35(1):1-8.

[12] 郑林江, 刘旭, 易兵. 考虑时空特性的动态权重实时地图匹配算法[J]. 计算机应用, 2017,37(8): 2381-2386.

[11] 郑林江*, 刘卫宁, 孙棣华. 制造系统RFID应用可靠性评价及数据处理模型[J]. 中国机械工程, 2010, 21(11): 1325-1330.

[10] 刘卫宁, 汪杰宇, 郑林江. 基于时空分析的地图匹配算法研究[J]. 计算机应用研究, 2016,33(8):2266-2269.

[9] 郑林江, 刘卫宁, 陆彦良. 一种基于扩展ONS的链式发现服务方法[J]. 计算机工程与应用, 2010, 46(6):204-207.

[8] 刘卫宁, 郑林江, 孙棣华, 廖孝勇, 赵敏. 射频识别在多品种小批量生产管理中的应用研究[J]. 计算机工程与应用, 2010, 46(27): 1-5.

[7] 郑林江, 王锦锦, 廖孝勇, 马庆禄. 短消息在交通信息发布系统中的应用与研究[J]. 世界科技研究与发展, 2011, 33(5):760-762.

[6] 孙棣华, 宋潇潇, 郑林江. RFID与条码融合的离散制造过程自动标识技术[J]. 计算机工程与应用, 2010, 46(7):1-4.

[5] 刘卫宁, 黄文雷, 孙棣华, 赵敏, 郑林江. 基于射频识别的离散制造业制造执行系统设计与实现[J]. 计算机集成制造系统, 2007, 13(10):1886-1890.

[4] 刘波, 刘卫宁, 孙棣华, 郑林江. 自适应制造资源动态服务组合与优化框架[J]. 中国机械工程, 2012, 23(10):1187-1193.

[3] 孙棣华, 陆旭, 廖孝勇, 郑林江, 余楚中. 面向设备监控的 LwIP 协议栈扩展设计[J]. 电子技术应用, 2013, 39 (6).

[2] 孙棣华, 吴文峰, 郑林江, 赵敏, 李斌. 一种嵌入式实时系统动态内存管理器的设计[J]. 小型微型计算机系统, 2014, 35 (5).

[1] 赵敏, 殷欢, 孙棣华, 郑林江, 何伟, 袁川. 基于改进人工鱼群算法的柔性作业车间调度[J]. 中国机械工程, 2016, 27 (8) :1059-1065.

科研项目


作为项目负责人,近年主持国家重点研发计划课题、国家自然科学基金、国家863计划课题、国家科技支撑计划课题以及省部级、企业委托横向项目20余项。



[23] 国家重点研发计划课题,航空医学应急救援大数据驱动的空天地一体化信息系统研发,2020.09-2023.08.

[22]重庆市技术创新与应用发展专项重点项目,民航飞行大数据分析服务平台研发,cstc2019jscx-fxydX0071,2019.06-2021.05.

[21]  University Research Program of Ford URP),Identification of Ride-Hailing Options for Smart City Development Using A Unique RFID Big Data In Chongqing China. DEPT2018-J030.1. 2019.01-2021.12.

[20]国家重点研究计划子课题,矿山职业危害预警信息数据库与监测监管第三方支撑平台,2017YFC0212103, 2017.06-2020.12.

[19]国家重点研究计划子课题,基于路网的区域动态交通流大数据模型技术,2017YFC0212103,2017.07-2020.12,参与

[18]国家重点研发计划子课题,职业病危害监测预警平台研发, 2016YFC0801707, 2016.7 ~2019.12

[17]重庆市科技重大主题专项重点研发项目,动静交通多源感知的数字交通智能服务平台关键技术研究及应用, cstc2018jszx-cyztzxX0019, 2018.2 ~2020.1

[16]国家高技术研究发展计划(863计划)主题项目子课题,基于内存计算的实时大数据关键技术和系统, 2015AA015308, 2015.9 ~2017.12

[15]国家科技支撑计划子课题,药品药材在线交易模式研究,项目编号:2012BAH19F001-2,2011.12.21~2013.12.31

[14]国家自然科学基金青年基金项目,制造过程物联网中智能对象驱动的敏捷生产计划与控制方法研究,项目编号:61203135,2013.1~2015.12

[13]重庆市重点研发项目,面向出行服务的高速公路大数据技术研发与应用示范,2017.11~2019.12

[12]重庆市自然科学基金面上项目,制造过程物联网中智能对象驱动的生产过程控制新方法,编号:CSTC2012jjA0589,2012.9~2015.9

[11]中国博士后科学基金特别资助(第七批),制造物联环境下基于RFID的生产管理优化方法研究,项目编号:2014T70852,2014.6~2017.6

[10]重庆市博士后科研项目特别资助,制造物联网中智能对象驱动的敏捷生产管理方法研究,项目编号:XM201305,2014.6~2017.6

[9]中央高校业务基金重大项目,智能对象驱动的信息物理融合体系及关键技术研究,项目编号:106112014CDJZR188801,2014.6~2017.6

[8]中央高校基本科研业务费科研专项基金,基于智能对象的生产过程动态控制技术研究,2013.1~2015.12

[7]重庆市渝北区公安局交巡警委托项目,基于业务大数据分析的智能设备运行质量监控技术研究,2018.8~2019.12

[6]横向科研项目(自然科学类),面向产品全生命过程信息管理系统的规划及关键技术研究,2012.7.23~2012.12.31

[5]横向课题(林同琰国际工程咨询(中国)有限公司),世行贷款湖北宜昌市三峡现代物流信息中心规划设计,2015.7.23~2018.12.31

[4]横向科研项目(自然科学类),重庆市公交站场信息系统暂行技术要求

[3]横向科研项目,重庆市公交车辆行驶特征数据库建立与测试,2016.10 ~ 2016.12

[2]横向科研项目, 2013年国家信息安全专项项目咨询, 2013.12 ~2014.12

[1]横向科研项目(自然科学类),基于RFID电子牌的交通状态研判与管理应用系统, 2015.11 ~ 2016.5