Zheng, Yu-Jun
Professor, PhD Supervisor
College of Computer Science and Technology, Zhejiang University of Technology
School of Information Science and Technology, Hangzhou Normal University
| Research fields | |
Teaching | |
Professional Services | |
Selected Publications | |
Projects | |
Honors and Awards |
Research fields
Nature-Inspired Computation
- Evolutionary algorithms (metaheuristics and hyper-heuristics, inventor of water wave optimization)
- Swarm Intelligence (hybridization of human-machine intelligence)
- Neuro-Fuzzy systems
Operations Research
- Disaster Rescue
- Intelligent Transportation
- Smart Healthcare and Public Health
Teaching
- Artificial intelligence (Postgraduate)
- Algorithm design (Undergraduate)
- Data structures (Undergraduate)
- C# programming (Undergraduate)
- Database application development (Undergraduate)
Professional Services
-
Editorial Board Member
Program Committee Member
Guest Editor
Academic Societies
- IEEE Senior Member
- ACM Member
- CCF Member
- ORSC Member
- INFORMS Member
Selected Publications
Journal papers
- 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
- 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, doi:10.1109/TEVC.2022.3164260
- 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
- Chen Xin, 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
- 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
- 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
- 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")
- 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
- Yu-Jun Zheng*. Emergency train scheduling on Chinese high-speed railways. Transportation Science, 2018, 52:1077-1091. doi:10.1287/trsc.2017.0794
- Yu-Jun Zheng*, Xiao-Han Zhou, 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
- 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
- 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
- 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
- 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
- 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 approachSoft Computing, 2013,17:1301-1314. doi:10.1007/s00500-012-0968-4
- 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
- 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
Conference papers
- 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 Competition Award) International Conference on Swarm Intelligence, 2014 doi:10.1007/978-3-319-11897-0_48
Books
- Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen. Biogeography-Based Optimization: Algorithms and Applications. Springer Nature, 2019
- Yujun Zheng. C# Programming Fundations (3rd Edition). Tsinghua University Press, Beijing, 2014
- Yujun Zheng. C# Object-Oriented Programming (2nd Edition).Posts & Telecom Press, Beijing, 2013
- Yujun Zheng, Haihe Shi , Shengyong Chen . Algorithm Design. Posts & Telecom Press, Beijing, 2012
Projects
- Disaster Relief Computing Methods Fusing Deep Learning and Evolutionary Computation (Zhejiang Provincial Natural Science Foundation, Outstanding Youth Foundation, Grant LR20F030002) 2020-2023
- Big-Data-Driven Disaster Relief Computing Methods (National Natural Science Foundation of China, Grant 61872123) 2019-2022
- Multi-Granularity Hyperheuristic Computing Methods (National Natural Science Foundation of China, Grant 61473263) 2015-2018
- Derivation of Heuristic Algorithms for Combinatorial Optimization Problems (National Natural Science Foundation of China, Grant 61105073) 2012-2014
- Several New Software Technologies and Their Experimental Research in PAR Platform (National Natural Science Foundation of China, Grant 61020106009) 2011-2014
Honors and Awards
- A Young Top Talent of the Ten-thousand Talents Program, Zhejiang Province, China, 2019
- A Finalist of Daniel H. Wagner Prize for Excellence in Operations Research Practice, INFORMS, 2018
- Runner Up of IFORS Prize for Development, IFORS, 2014
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