魏文红,教授,博士,硕士生导师,博士生合作导师,博士后合作导师,现代教育技术中心主任,广东省“千百十人才培养工程”省级培养对象,东莞市培养创新科技后备人才。2009年6月获华南理工大学博士学位,同年7月应聘到yl7773永利工作,2010年11月至2013年1月在华南理工大学从事博士后研究工作,2013年9月至2014年6月在中山大学从事访问学者研究,2015年2月至2016年2月公派到澳大利亚联邦科学与工业研究组织(简称澳大利亚联邦科学院)进行访问研究,2017年1月至2017年12月在东莞市经济和信息化局挂任局长助理。主要从事网络与并行计算、智能优化计算等方面的研究,至今已发表论文100余篇,其中SCI 17篇、EI 70余篇。主持国家青年自然科学基金1项,中国博士后基金1项,广东省自然科学基金1项,广东省科技计划项目1项,广东省普通高校“人工智能”重点领域专项项目1项,广东高校优秀青年创新人才培养计划项目1项,教育部产学合作协同育人项目1项,东莞市科技计划项目1项。作为主要参与人参加国家科技创新重大项目1项,国家自然科学基金3项、广东省自然科学基金3项,广东省教育厅科技创新项目3项,市级科技计划项目1项。获教学质量优秀奖2次、青年教师讲课比赛三等奖1次。
网络拓扑结构
复杂网络
企业信息化
智能计算
机器学习
主要论文
第一作者:
1、Wenhong Wei, Yi Chen, Qiuzhen Lin, Junkai Ji, Ka-Chun Wong, Jianqiang Li. Multi-objective evolving long–short term memory networks with attention for network intrusion detection. Applied Soft Computing, v 139, 2023. (SCI, WOS:, 影响因子:6.725, SCI二区)
2、Wenhong Wei, Shuo Chen, Qiuzhen Lin, Junkai Ji, Jianyong Chen. A multi-objective immune algorithm for intrusion feature selection. Applied Soft Computing, v 95, 2020. (SCI, WOS: WOS:000576772600015,影响因子:5.472, SCI一区)
3、Wenhong Wei, Shuo Chen, Qiuzhen Lin, Junkai Ji, Jianyong Chen. Feature Selection Using an Improved Multi-objective Immune Algorithm for Intrusion Detection. 2019 IEEE Symposium Series on Computational Intelligence (SSCI 2019), 2019: 1922-1927. (EI光盘版, No.20201108276766)
4、Wenhong Wei, Yong Qin, Zhaoquan Cai. A Multi-objective Multicast Routing Optimization based on Differential Evolution in MANET.International Journal of Intelligent Computing and Cybernetics, 2018, 11(1): 121-140. (EI光盘版, No.20181004859389)
5、Wenhong Wei, Zhaoquan Cai, Yong Qin, Ming Tao, Lan Li. A Multi-objective Differential Evolution for QoS Multicast Routing. The Eighth International Conference on Swarm Intelligence, LNCS, 2017, 10385: 458-465. (EI光盘版, No.20173204020810)
6、Wenhong Wei, Jianlong Zhou, Fang Chen, Huaqiang Yuan. Constrained Differential Evolution using Generalized Opposition-based Learning. Soft Computing, 2016, 20(11): 4413-4437.(SCI, WOS:000385246200017,影响因子:1.63, SCI三区)
7、魏文红,秦勇.采用多目标差分进化的移动Ad Hoc网络节能路由算法.华侨大学学报(自然科学版), 2016, 37(4): 84-88.(中文核心)
8、魏文红,王甲海,陶铭,袁华强.基于泛化反向学习的多目标约束差分进化算法.计算机研究与发展, 2016, 53(6): 1410-1421.(EI光盘版, No.20162802581836)
9、魏文红,周建龙,陶铭,袁华强.一种基于反向学习的约束差分进化算法.电子学报, 2016, 44(2): 426-436. (EI光盘版, No.20161602257978)
10、魏文红.混合多约束处理技术的并行约束差分进化算法.计算机应用, 2015, 35(10): 2933-2938.
11、Wenhong Wei, Jiahai Wang, Ming Tao. Constrained differential evolution with multiobjective sorting mutation operators for constrained optimization. Applied Soft Computing, 2015, 33: 207-222. (SCI, WOS:000355262900017,影响因子:2.857, SCI二区)
12、Wenhong Wei, Qingxia Li, Ming Tao. BSN-Mesh and its basic parallel algorithms. International Journal of Grid and Utility Computing, 2015, 6(3/4): 213-220. (EI光盘版, No.20153001060448).
13、魏文红.基于物联网的网络案例实验教学平台研究.yl7773永利学报, 2014, 21(3): 102-105.
14、Wenhong Wei, Qingxia Li, Ming Tao. Parallel prefix algorithm on BSN-Mesh. 4th International Conference on Emerging Intelligent Data and Web Technologies, pp. 46-50, 2013. (EI光盘版, No.20135017077373)
15、魏文红,李清霞,蔡昭权.一种基于桶结构的单源最短路径算法.计算机工程与科学. 2012, 34(4): 77-81. (中文核心)
16、魏文红,胡选子,王文丰.一种基于CPN的应用层组播模型.中南大学学报(自然科学版), 2011, 42(SUPPL.1): 1084-1089. (EI光盘版, No.20114814563857)
17、Wenhong Wei, Yong Li, Xuanzi Hu, Coolstream Live Broadcast System based on Ex-SCAMP. JCIT: Journal of Convergence Information Technology, 2011, 6(7): 203-209. (EI光盘版, No.20113214213873)
18、魏文红,李勇. Ex-SCAMP:一种改进的P2P成员关系管理协议.解放军理工大学学报, 2011, 12(3): 229-232. (EI光盘版, No.20113114199343)
19、Wenhong Wei, Yong Li. Fault-Tolerant Routing Algorithm for BSN-Hypercube Using Unsafety Vectors. Journal of Computational Information Systems, 2011, 7(2): 623-630. (EI光盘版, No.20111513904988)
20、Wenhong Wei, Wenfen Wang. An Improved FKCN Algorithm with Intensifying and Restraining Factor. IEEE CS, pp.560-563, 2010. (EI光盘版)
21、Wenhong Wei, Yong Li. Load balancing on heterogeneous Biswapped network. 3rd International Symposium on Electronic Commerce and Security, IEEE CS, pp.253-256, 2010. (EI光盘版, No. 20104113281492)
22、魏文红,李清霞,李勇.一种基于分组的语义对等网络.计算机工程, 2010, 36(16): 27-30. (中文核心)
23、魏文红,梁可结,王高才,李勇. CPN:一种基于小世界网络的P2P模型.计算机工程, 2010, 36(13): 15-17. (中文核心)
24、魏文红,向菲,王文丰,王高才.一种结构化P2P系统的负载平衡算法.计算机科学, 2010, 37(4): 82-85. (中文核心)
25、魏文红,李清霞,王文丰.一种基于Biswapped网络的并行矩阵乘算法.计算机应用, 2009, 29(12): 3218-3220.(中文核心)
26、魏文红,肖文俊,黄书强,王高才.结构化P2P覆盖网络的Cayley图构造方法研究.计算机科学, 2009, 36(4): 81-83. (中文核心)
27、魏文红,肖文俊.一种新颖的具有小世界特征的结构化P2P覆盖网络.华南理工大学学报(自然科学版), 2009, 37(10): 66-72. (EI光盘版,No. 20095312588954)
28、Wenhong Wei, Wenjun Xiao. The Hyper-Kautz Network: a New Scalable Product Network. International Journal of Distributed Sensor Networks, 2009, 5(1): 71-72. (SCI, No.431ZR,影响因子:0.72, EI光盘版, No.090911935407)
29、魏文红,肖文俊,黄书强,王高才.代数图论方法在并行处理中的应用研究.计算机科学, 2008, 35(11): 67-69. (中文核心)
30、魏文红,秦勇,李清霞. OTIS网络结构的并行矩阵乘算法.华侨大学学报(自然科学版), 2008, 29(3): 357-359.(中文核心)
31、魏文红,李普聪.一种基于Small World的P2P覆盖网络的研究.计算机工程与应用, 2008, 44(3): 148-150. (中文核心)
32、Wenhong Wei, Wenjun Xiao. Algorithms of Basic Communication Operation on the Biswapped Network. The 8th International Conference on Computational Science, LNCS, 2008, 5101: 347-354. (EI光盘版, No.083111410054, ISTP, No.BHX33)
33、Wenhong Wei, Wenjun Xiao.Fault Tolerant in the Biswapped Network. The 8th International Conference on Algorithms and Architectures for Parallel Processing, LNCS, 2008, 5022: 79-82. (EI光盘版, No.082711352648, ISTP, No.BHU88)
34、Wenhong Wei, Wenjun Xiao.Efficient Parallel Algorithm for Sorting on the Biswapped Network. Journal of Computational Information Systems, 2008, 4(4): 1365-1370. (EI光盘版, No.084611708322)
35、Wenhong Wei, Pucong Li.A Semantic P2P Network based on Cayley Graph. Journal of Computational Information Systems. 2008, 4(3): 1119-1126. (EI光盘版, No.083211445107)
36、魏文红,高大利,孙镇涛.一种基于Cayley图的确定性小世界网络的研究.计算机应用, 2007, 27(10): 2406-2408. (中文核心)
37、魏文红,高大利.一种基于二叉胖树模型的并行FFT算法.计算机应用, 2007, 27(4): 795-797. (中文核心)
38、Wenhong Wei, Wenjun Xiao.Matrix Multiplication on the Biswapped-Mesh Network. Proceedings Eighth ACIS International Conference on SoftwareEng., Artific. Intelligence, Networking, and Parallel/Distributed Computing, IEEE CS, Vol.2, pp.211-215, 2007. (EI光盘版, No.074110862542, ISTP, No.BGT72)
通讯作者:
1、 Jun Deng, Qingxia Li, Wenhoing Wei*. Improved Cascade Correlation Neural Network Model Based on Group Intelligence Optimization Algorithm. Axioms, 2023, 12(2), 164: 1-24. (SCI三区, WOS:000938170900001, 影响因子: 1.824)
2、 Wenxue Wang, Qingxia Li, Wenhong Wei*, Simin Yang. Multi-objective Community Detection Algorithm based on the Adaptive Mutation Operator. 12th International Conference on Information Science and Technology, ICIST 2022, pp. 84-94, 2022. (EI索引, No. 20224813176813)
3、Simin Yang, Qingxia Li, Wenhong Wei*, Yuhui Zhang. A multi-objective evolutionary algorithm based on mixed encoding for community detection. Multimedia Tools and Applications, 2022, 82(9): 14107-14122. (SCI三区, WOS: 000862219700008, 影响因子: 2.757)
4、 Qingxia Li, Anbing Fu, Wenhong Wei*, Yuhui Zhang. A trust region based local Bayesian optimization without exhausted optimization of acquisition function. Evolving Systems, 2022. (SCI四区, WOS: 000859585500001, 影响因子: 1.908, EI索引, No. 20224012818048)
5、 Qingxia Li, Xiaohua Zeng, Wenhong Wei*. Multi-objective particle swarm optimization algorithm using Cauchy mutation and improved crowding distance. International Journal of Intelligent Computing and Cybernetics, 2022. ((EI索引, No. 20223512630103)
6、 Huijia Wu, Wenhong Wei*, Qingxia Li. Improved AODV Routing Protocol Based on Multi-objective Simulated Annealing Algorithm. 16th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2021, CCIS, 2022, 1565: 28-42, (EI索引, No. 20221511942854)
7、 Yong He, Xiaohua Zeng, Huan Li, Wenhong Wei*. Application of LSTM model optimized by individual-ordering-based adaptive genetic algorithm in stock forecasting. International Journal of Intelligent Computing and Cybernetics, 2022. (EI光盘版, No. 20214711197167)
8、 Yong He, Huan Li, Wenhong Wei*. Application of LSTM Model Optimized Based on Adaptive Genetic Algorithm in Stock Forecasting. 6th International Conference on Data Mining and Big Data, CCIS 1453: 46-58, 2021. (EI光盘版, No. 20214711197167)
9、 Cong Yang, Huan Li, WenHong Wei*. A hybrid grasshopper optimization algorithm based on simulated annealing. 11th International Workshop on Computer Science and Engineering, WCSE 2021, pp.163-167, 2021. (EI光盘版, No. 20213610862832)
10、付安兵,魏文红*, 张宇辉, 郭文静. 基于准反向变异的实数笛卡尔遗传编程算法. 计算机应用, 2021, 41 (2): 479-485.
11、Wenjing Guo, Wenhong Wei, Yuhui Zhang, Anbing Fu. A Genetic Algorithm-Based Solver for Small-Scale Jigsaw Puzzles. International Conference on Swarm Intelligence (ICSI 2020), LNCS, 2020, 12145: 362-373. (EI光盘版, No.20203109001581)
12、Jie Zhao, Rui Xue, Zhenning Dong, Deyu Tang,Wenhong Wei*. Evaluating the reliability of sources of evidence with a two-perspective approach in classification problems based on evidence theory. Information Sciences, 2020, 507: 313-338.(SCI, WOS:000489000500021,影响因子:4.305, SCI一区)
13、Qingxia Li,Wenhong Wei*. A Novel Mutation and Crossover Operator for Multi-objective Differential Evolution. 2017 International Symposium on Intelligence Computation and Applications. CCIS 873, pp.138-147, 2018.(EI光盘版, No.20183205674746)
14、Wei Li,Wenhong Wei*. Bias and Self-Similarity in Dongguan Highway Network. 27th Chinese Control and Decision Conference, IEEE CS, pp.5730-5735, 2015.(EI光盘版, No.20154401482830)
15、Huan Li,Wenhong Wei*, Qinhua Hu, Chun Wang. The adaptive intelligent information processing system. Computer Modelling and New Technologies, 2014, 18(12):711-717. (EI光盘版, No. 20150500473868)
16、Huan Li, Yang Xiao,Wenhong Wei*.The Application of Pattern Recognition in Electrofacies Analysis. Journal of Applied Mathematics,文献号: 640406, 2014. (SCI, WOS:000337401400001)
17、Qingxia Li,Wenhong Wei*, Ming Tao, Qian Chen.A DDOS defence scheme based on two-stage traffic flow control. International Journal of Communication Networks and Distributed Systems, 2014, 13(3-4): 290-300. (EI光盘版, No. 201437066024)
18、Zhaoquan Cai,Wenhong Wei*. Semantic CayNET: A New Semantic P2P Network. International Conference on Internet Computing in Science and Engineering. 2008: 525-528. (EI光盘版, No.20083811554787)
第二作者:
1、Ming Tao,Wenhong Wei, Shuqiang Huang. Location-based trustworthy services recommendation in cooperative-communication-enabled Internet of Vehicles. Journal of Network and Computer Applications, 2019, 126: 1-11. ( SCI, WOS:000456764900001,影响因子:3.991, SCI一区)
2、Ming Tao,Wenhong Wei, Huaqiang Yuan, Shuqiang Huang. Version-vector based video data online cloud backup in smart campus. Multimedia Tools and Applications, 2019, 78: 3435-3456. (SCI, WOS:000458171600043,影响因子:1.541, SCI三区)
3、Qunfeng Liu,Wenhong Wei, Huaqiang Yuan, et al. Topology selection for particle swarm optimization. Information Sciences, 2016, 363: 154-173. (SCI, WOS: 000379280700010,影响因子:3.364, SCI一区)
4、Ming Tao,Wenhong Wei, Yong Qin, Huaqiang Yuan. Movement prediction assisted timely L2 trigger in FMIPV6. International Conference on Machine Learning and Cybernetics, 2013, 2: 571-575. (EI光盘版, No. 20144000078562)
主要项目
主持:
1、东莞市社会科学发展项目(编号:20211800904722),“基于多模态特征融合的复杂场景异常行为识别方法研究”,10.0万,2021.11至2024.09,主持,在研
2、广东省普通高校“人工智能”重点领域专项项目(编号:2019KZDZX1011),“群体智能算法的改进机制研究及其在QoS组播路由问题中的应用”,25.0万,2020.01至2022.12,主持,在研
6、广东高校优秀青年创新人才培养计划项目(编号:2012LYM_0125),“互连网络统一构造方法及其在无线传感网络中的应用研究”,3.0万,2012.12至2014.12,主持,结题
1、国家科技创新2030—“新一代人工智能”重大项目(编号:2018AAA0101301),“群智涌现机理与演化计算方法”,2019.12至2022.12,72.32万,子课题负责人,在研
3、广东省自然科学基金项目(编号:2018A030313014),“高密集异构无线网络移动行为认知及其在移动性管理中的应用研究”,10.0万,2018.05到2021.04,排名第3,在研
4、国家自然科学基金青年基金(编号:61300198),“异构无线覆盖网络智能垂直切换管理关键算法研究”,23.0万,2014.01至2016.12,排名第2,结题
6、广东省自然科学基金项目(博士启动)(编号:S2013040016582),“异构无线覆盖网络垂直切换触发及实现优化问题研究”,3.0万,2013.10至2015.10,排名第2,结题
7、广东省教育厅科技创新项目(编号:2013KJCX0177),“异构无线覆盖网络垂直切换判决及实现优化问题研究”,6.0万,2014.04至2016.04,排名第3,结题
9、广东高校优秀青年创新人才培养计划项目(编号:2012LYM_0125),“基于供货不确定的库存系统研究”,3.0万元,2011.10至2013.9,排名第2,结题
10、国家自然科学基金(编号:60973150/F020101),“代数图论和最优化方法及其在网络拓扑结构与算法中的应用”,23.0万, 2010.01至2012.12,排名第3,结题