研究方向

• 智能优化计算

  • 进化算法 (遗传算法、粒子群算法、水波优化算法等)
  • 神经模糊系统

  运筹优化应用

  • 应急救援调度
  • 有人-无人系统协同优化

课程教学

• 研究生课程

  • 人工智能

  本科生课程

  • 算法设计
  • 数据结构
  • C#程序设计
  • 数据库应用开发

学术活动

• 编委会/客座编辑

  • Applied Soft Computing, Elsevier
  • International Journal of Bio-Inspired Computation, InderScience
  • IEEE Transactions on Intelligent Transportation Systems
  • IEEE Transactions on Artificial Intelligence
  • Drones

  程序委员会委员

  • International Conference on Bio-inspired Computing: Theories and Applications
  • International Conference on Swarm Intelligence

学会工作

• 中国计算机学会会员
• 中国运筹学会会员
• 中国自动化学会环境 感知与保护专委会委员
• IEEE Senior Member
• ACM Member
• INFORMS Member

专业咨询

• 浙江省应急管理专家组成员

论著发表

• 期刊论文

  Online First

  • Qin Song, Yu-Jun Zheng*, Yu-Jiao Huang, Wei-Guo Sheng, Shengyong Chen. Predicting demands of COVID-19 prevention and control materials via co-evolutionary transfer learning. IEEE Transactions on Cybernetics, doi:10.1109/TCYB.2022.3164412
  • Levent Eriskin, Mumtaz Karatas, Yu-Jun Zheng. A robust multi-objective model for healthcare resource management and location planning during pandemics. Annals of Operations Ressearch, doi:10.1007/s10479-022-04760-x

  2023

  • Yu-Jun Zheng*, Xin Chen, Qin Song, Jun Yang, Ling Wang. Evolutionary Optimization of COVID-19 Vaccine Distribution with Evolutionary Demands. IEEE Transactions on Evolutionary Computation, 2023, 27:141-154 doi:10.1109/TEVC.2022.3164260
  • Yu-Jun Zheng*, Xin Chen, Hong-Fang Yan, Min-Xia Zhang. Evolutionary algorithm for vehicle routing for shared e-bicycle battery replacement and recycling. Applied Soft Computing, 2023, 135:110023 doi:10.1016/j.asoc.2023.110023
  • Xin Chen, Hong-Fan Yan, Yu-Jun Zheng*, Mumtaz Karatas. Integration of machine learning prediction and heuristic optimization for mask delivery in COVID-19. Swarm and Evolutionary Computation, 2023, 76: 101208 doi:10.1016/j.swevo.2022.101208
  • Xueqin Lu, Chenxin Wu, Xuhua Yang, Minxia Zhang, Yujun Zheng*. Adapted water wave optimization for integrated bank customer service representative scheduling. International Journal of Production Reserach, 2023, 61: 320-335 doi: 10.1080/00207543.2021.1942284

  2022

  • Yu-Jun Zheng*, Si-Lan Yu, Qin Song, Yu-Jiao Huang, Wei-Guo Sheng, Shengyong Chen. Co-evolutionary fuzzy deep transfer learning for disaster relief demand forecasting. IEEE Transactions on Emerging Topics in Computing, 2022, 10: 1361-1373 doi:10.1109/TETC.2021.3085337
  • Yu-Jun Zheng*, Cong-Cong Gao, Yu-Jiao Huang, Wei-Guo Sheng, Zidong Wang. Evolutionary ensemble generative adversarial learning for identifying terrorists among high-speed rail passengers. Expert Systems with Applications, 2022, 210: 118430 doi:10.1016/j.eswa.2022.118430
  • Min-Xia Zhang, Jia-Yu Wu, Xue Wu, Yu-Jun Zheng*. Hybrid evolutionary optimization for takeaway order selection and delivery path planning utilizing habit data. Complex & Intelligent Systems, 2022, 8:4425-4440 doi:10.1007/s40747-021-00410-0
  • Zheng-Lian Su, Xun-Lin Jiang, Ning Li, Hai-Feng Ling, Yu-Jun Zheng*. Optimization of false target jamming against UAV detection. Drones, 2022, 6: 114 doi:10.3390/drones6050114

  2021

  • Yu-Jun Zheng*, Yi-Chen Du, Zheng-Lian Su, Hai-Feng Ling, Min-Xia Zhang, Sheng-Yong Chen. Evolutionary human-UAV cooperation for transmission network restoration. IEEE Transactions on Industrial Informatics, 2021, 17: 1648-1657 doi:10.1109/TII.2020.3003903
  • Qin Song, Yu-Jun Zheng*, Wei-Guo Sheng, Jun Yang. Tridirectional transfer learning for predicting gastric cancer morbidity. IEEE Transactions on Neural Networks and Learning Systems, 2021, 32: 561-574 doi:10.1109/TNNLS.2020.2979486
  • Hong, L., Wang, Y., Du, Y. Chen X., Zheng Y*. UAV search-and-rescue planning using an adaptive memetic algorithm. Frontiers of Information Technology & Electronic Engineering, 2021, 22, 1477–1491 doi:10.1631/FITEE.2000632

  2020

  • Yu-Jun Zheng*, Yi-Chen Du, Hai-Feng Ling, Wei-Guo Sheng, Sheng-Yong Chen. Evolutionary collaborative human-UAV search for escaped criminals. IEEE Transactions on Evolutionary Computation, 2020, 24: 217-231 doi:10.1109/TEVC.2019.2925175
  • Yu-Jun Zheng*, Si-Lan Yu, Tie-Er Gan, Jun-Chao Yang, Qin Song, Jun Yang, Mumtaz Karatas. Intelligent optimization of diversified community prevention of COVID-19 using Traditional Chinese Medicine. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2020, 15: 62-73 doi:10.1109/MCI.2020.3019899
  • Chen-Xin Wu, Min-Hui Liao, Mumtaz Karatas, Sheng-Yong Chen, Yu-Jun Zheng*. Real-time neural network scheduling of emergency medical mask production during COVID-19. Applied Soft Computing, 2020, 97: 106790 doi:10.1016/j.asoc.2020.106790 (Best Paper Award in the category "Fast Track Covid-19 Publication")
  • 郑宇军*, 吴晨昕, 陈恩富, 卢雪琴, 张敏霞. 新冠肺炎疫情条件下的企业复工复产优化规划方法. 运筹学学报, 2020, 24(3): 43-56 (人大全文复印转载)

  2019

  • Qin Song, Yu-Jun Zheng*, Yu-Jiao Huang, Zhi-Ge Xu, Wei-Guo Sheng, Jun Yang. Emergency drug procurement planning based on big-data driven morbidity prediction. IEEE Transactions on Industrial Informatics, 2019, 15:6379-6388. doi:10.1109/TII.2018.2870879
  • Xiao-Han Zhou, Min-Xia Zhang, Zhi-Ge Xu, Ci-Yun Cai, Yu-Jiao Huang, Yu-Jun Zheng*. Shallow and deep neural network training by water wave optimization. Swarm and Evolutionary Computation, 2019, 50: 100561 doi:10.1016/j.swevo.2019.1005614
  • Yu-Jun Zheng*, Xue-Qin Lu, Yi-Chen Du, Yu Xue, Wei-Guo Sheng. Water wave optimization for combinatorial optimization: Design strategies and applications. Applied Soft Computing, 2019, 83: 105611 doi:10.1016/j.asoc.2019.1056114

  2018

  • Yu-Jun Zheng*.Emergency train scheduling on Chinese high-speed railways. Transportation Science, 52:1077-1091. doi:10.1287/trsc.2017.0794
  • Yu-Jun Zheng*, Zhou Xiao-Han, Wei-Guo Sheng, Yu Xue, Sheng-Yong Chen. Generative adversarial network based telecom fraud detection at the receiving bank. Neural Networks, 2018, 102: 78-86. doi:10.1016/j.neunet.2018.02.015
  • Yu-Jun Zheng*, Hai-Feng Ling, Jin-Yun Xue. Disaster rescue task scheduling: An evolutionary multiobjective optimization approach. IEEE Transactions on Emerging Topics in Computing, 2018, 6: 288-300. doi:10.1109/TETC.2014.2369957

  2017

  • Yu-Jun Zheng*, Wei-Guo Sheng, Xing-Ming Sun, Sheng-Yong Chen. Airline passenger profiling based on fuzzy deep machine learning. IEEE Transactions on Neural Networks and Learning Systems, 2017, 28:2911-2923. doi:10.1109/TNNLS.2016.2609437
  • Yu-Jun Zheng*, Sheng-Yong Chen, Yu Xue, Jin-Yun Xue. A Pythagorean-type fuzzy deep denoising autoencoder for industrial accident early warning. IEEE Transactions on Fuzzy Systems, 2017, 25:1561-1575. doi:10.1109/TFUZZ.2017.2738605
  • Yu-Jun Zheng*, Yue Wang, Hai-Feng Ling, Yu Xue, Sheng-Yong Chen. Integrated civilian-military pre-positioning of emergency supplies: A multiobjective optimization approach. Applied Soft Computing, 2017,58:732-741. doi:10.1016/j.asoc.2017.05.016
  • Bei Zhang, Yu-Jun Zheng*, Min-Xia Zhang, Sheng-Yong Chen. Fireworks algorithm with enhanced fireworks interaction. IEEE-ACM Transactions on Computational Biology and Bioinformatics, 2017, 14:42-55. doi:10.1109/TCBB.2015.2446487

  2016

  • Yu-Jun Zheng*, Qin-Zhang Chen, Hai-Feng Ling, Jin-Yun Xue. Rescue Wings: Mobile computing and active services support for disaster rescue. IEEE Transactions on Services Computing, 2016, 9:594-607. doi:10.1109/TSC.2015.2401598
  • Yu-Jun Zheng*, Min-Xia Zhang, Bei Zhang. Biogeographic harmony search for emergency air transportation. Soft Computing, 2016, 20:967-977. doi:10.1007/s00500-014-1556-6
  • Qin Song, Yu-Jun Zheng*, Yu Xue, Wei-Guo Sheng, Mei-Rong Zhao. An evolutionary deep neural network for predicting morbidity of gastrointestinal infections by food contamination. Neurocomputing, 2016, 226:16-22. doi:10.1016/j.neucom.2016.11.018
  • 郑宇军*, 张蓓, 薛锦云. 软件形式化开发关键部件选取的水波优化方法. Selection of Key Software Components for Formal Development Using Water Wave Optimization. 软件学报, 2016, 27(4): 933-942

  2015

  • Yu-Jun Zheng*, Hai-Feng Ling, Sheng-Yong Chen, Jin-Yun Xue. A hybrid neuro-fuzzy network based on differential biogeography-based optimization for online population classification in earthquakes.IEEE Transactions on Fuzzy Systems, 2015, 23:1070-1083. doi:10.1109/TFUZZ.2014.2337938
  • Yu-Jun Zheng*. Water wave optimization: A new nature-inspired metaheuristic. Computer & Operations Research, 2015, 11:1-11. doi:10.1016/j.cor.2014.10.008
  • Yu-Jun Zheng*, Sheng-Yong Chen, Hai-Feng Ling. Evolutionary optimization for disaster relief operations: A survey. Applied Soft Computing, 2015,27:553-566. doi:10.1016/j.asoc.2014.09.041
  • Yu-Jun Zheng*, Min-Xia Zhang, Hai-Feng Ling, Sheng-Yong Chen. Emergency railway transportation planning using a hyperheuristic approach. IEEE Transactions on Intelligent Transportation Systems, 2015, 16:321-329. doi:10.1109/tits.2014.2331239
  • Yu-Jun Zheng*, Xin-Li Xu, Hai-Feng Ling, Sheng-Yong Chen. A hybrid fireworks optimization method with differential evolution operators. Neurocomputing 2015, 148:75-82. doi:10.1016/j.neucom.2012.08.075

  2014

  • Yu-Jun Zheng*, Hai-Feng Ling, Jin-Yun Xue, Sheng-Yong Chen. Population classification in fire evacuation: A multiobjective particle swarm optimization approach. IEEE Transactions on Evolutionary Computation, 2014, 18:70-81. doi:10.1109/TEVC.2013.2281396
  • Yu-Jun Zheng*, Hai-Feng Ling, Jin-Yun Xue, Sheng-Yong Chen. Ecogeography-based optimization: Enhancing biogeography-based optimization with ecogeographic barriers and differentiations. Computer & Operations Research, 2014,50:115-127. doi:10.1016/j.cor.2014.04.013
  • Yu-Jun Zheng*, Hai-Feng Ling, H ai-SongChen, Sheng-Yong Chen. Emergency railway wagon scheduling by hybrid biogeography-based optimization. Computer & Operations Research, 2014,43:1-18. doi:10.1016/j.cor.2013.09.002

  2013

  • Yu-Jun Zheng*, Qin Song, Sheng-Yong Chen. Multiobjective fireworks optimization for variable-rate fertilization in oil crop production. Applied Soft Computing, 2013,13: 4253-4263. doi:10.1016/j.asoc.2013.07.004
  • Yu-Jun Zheng*, Sheng-Yong Chen. Cooperative particle swarm optimization for multiobjective transportation planning. Applied Intelligence, 2013,39:202-216. doi:10.1007/s10489-012-0405-5
  • Yu-Jun Zheng*, Hai-Feng Ling. Emergency transportation planning in disaster relief supply chain management: a cooperative fuzzy optimization approach. Soft Computing, 2013,17:1301-1314. doi:10.1007/s00500-012-0968-4

  2012 and Before

  • Yujun Zheng*, Haihe Shi, Shengyong Chen. Fuzzy combinatorial optimization with multiple ranking criteria: a staged tabu search framework. Pacific Journal of Optimization, 2012,8:457-472
  • 郑宇军*, 陈胜勇, 凌海风, 徐新黎. 多Agent主从粒子群分布式计算框架. 软件学报, 2012(11): 172-180
  • 郑宇军*, 宋琴, 赵福宽. 变量施肥决策的多目标优化模型与算法. 中国科学:信息科学, 2010, 40(13): 244-252
  • Yujun Zheng, Jinyun Xue. A problem reduction based approach to discrete optimization algorithm design. Computing, 2010,88:31-54
  • Yujun Zheng, Jinquan Wang, Jinyun Xue. A-Team based supply chain management agent architecture. International Journal on Artificial Intelligence Tools, 2009,18:802-823
  • Yujun Zheng, Chuanqing Xu, Jinyun Xue. A simple greedy algorithm for a class of shuttle transportation problems. Optimization Letters, 2009,3:491-497

• 会议论文

  • Xiao-Han Zhou, Zhi-Ge Xu, Min-Xia Zhang, Yu-Jun Zheng*. Water Wave Optimization for Artificial Neural Network Parameter and Structure Optimization. (Best Student Paper) International Conference on Bio-Inspired Computing 2018 doi:10.1007/978-981-13-2826-8_30
  • Yu-Jun Zheng*, Bei Zhang. A simplified water wave optimization algorithm. IEEE Congress on Evolutionary Computation, 2015 doi:10.1109/CEC.2015.7256974
  • Yu-Jun Zheng*, Xiao-Bei Wu. Tuning maturity model of ecogeography-based optimization on CEC 2015 single-objective optimization test problems. IEEE Congress on Evolutionary Computation, 2015 doi:10.1109/CEC.2015.7257001
  • Yu-Jun Zheng*, Bei Zhang, Zhen Chen. Hyper-Heuristics with penalty parameter adaptation for constrained optimization. IEEE Congress on Evolutionary Computation, 2014 doi:10.1109/CEC.2014.6900471
  • Yu-Jun Zheng*, Xiao-Bei Wu. Evaluating a hybrid DE and BBO with self adaptation on ICSI 2014 benchmark problems. (Winner of Optimization Competition) International Conference on Swarm Intelligence, 2014 doi:10.1007/978-3-319-11897-0_48

• 著作

  • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen. Biogeography-Based Optimization: Algorithms and Applications. Springer Nature, 2019
  • 郑宇军, 陈胜勇, 张敏霞. 生物地理学优化算法及应用. 科学出版社, 北京, 2016
  • 郑宇军. C#语言程序设计基础 (第3版). 清华大学出版社, 北京, 2014
  • 郑宇军. C#面向对象程序设计 (第2版). 人民邮电出版社, 北京, 2013
  • 郑宇军, 石海鹤, 陈胜勇. 算法设计. 人民邮电出版社, 北京, 2012

科研项目

• 浙江省自然科学基金-杰出青年基金(LR20F030002)“深度学习和进化计算双向融合的灾难救援智能计算方法” 在研 负责人
• 国家自然科学基金(61872123) “大数据驱动的灾难救援优化计算方法” 在研 负责人
• 国家自然科学基金(61473263) “多粒度超启发计算方法研究” 已结题 负责人
• 国家自然科学基金(61105073) “面向组合优化问题的启发式算法推导技术研究” 已结题 负责人
• 国家自然科学基金(61020106009) “若干软件新技术及其在PAR平台中的实验研究” 已结题 主要参与者(排名第2)
• 国家自然科学基金(60773054) “基于PAR平台的信息系统应用软件若干共性关键技术研究” 已结题 主要参与者(排名第2)
• 科技部国际科技合作项目(2008DFA11940) “新型高可靠软件开发平台及其相关理论研究” 已结题 主要参与者(排名第2)

荣誉和奖励

• 2018 瓦格纳运筹学杰出实践奖(Daniel H. Wagner Prize for Excellence in Operations Research Practice)提名奖(Finalist)
• 2014 国际运筹学进展奖(IFORS Prize for Development)二等奖(Runner Up)
• 省部级科技进步二等奖3项、三等奖15项

联系方式

• 地址: 杭州市余杭塘路2318号 311121
• Email: zyj at hznu.edu.cn, zhengyujun at 126.com
• Tel: 86-571-28866786