职称/职务：助理研究员

电子邮件：1248564936@qq.com；mawengang941206@scu.edu.cn

办公地点：四川大学网络靶场202办公室

个人主页：无

研究方向：网络智能攻防、物联网入侵检测、深度学习、不完备样本学习等

个人简介

2022年12月博士毕业于西南交通大学交通信息工程及控制专业，2023年10月至今工作于四川大学网络空间安全学院，主要负责四川大学网络靶场创新研究中心相关工作。主要研究方向包括网络智能对抗演练、入侵检测、不完备样本学习、深度学习等。目前已经主持中国博士后面上项目一项，参与国家重点研发计划项目以及国家自然科学基金-区域联合基金重点项目各一项，并且已第一与通讯作者在Information Fusion、Applied Soft Computing、IEEE Internet of Things Journal、Knowledge-Based Systems、Expert Systems With Applications、电子学报、通信通报等发表等国际与国内权威期刊和重要会议上发表20余篇重要研究成果。

人才培养及获奖情况

无

主持科研项目情况

[1]中国博士后面向项目，不完备数据条件下基于知识迁移的工业物联网入侵高泛化检测技术研究，2024/01-2025/12，8万，主持；

[2]国家重点研发计划，内生安全支撑的新型网络体系结构与关键技术，2020/11-2024/10，2573万元，项目核心骨干；

[3]国家自然科学基金-区域联合基金重点项目，不完备条件下基于免疫的网络安全态势自适应感知技术研究，2020/01-2023/12，251万元，项目核心骨干，结题；

代表性论文、专利、标准及著作

[1]Wengang Ma, Liang Ma, Kehong Li, Jin Guo. Few-shot IoT Attack Detection Based on SSDSAE and Adaptive Loss Weighted Meta Residual Network, Information Fusion, 98 (2023) 101853 (中科院一区top, IF:14.7)

[2]Wengang Ma, Ruiqi Liu, Jin Guo, Kehong Li, Shan Yan, Jin Guo. An Adversarial domain adaptation approach combining dual domain pairing strategy for IoT intrusion detection under few-shot samples, Information Sciences, 629 (2023) 719-745 (中科院一区top, IF:8.1)

[3]Wengang Ma, Ruiqi Liu, Jin Guo, Zicheng Wang, Liang Ma. A collaborative central domain adaptation approach with multi-order graph embedding for bearing fault diagnosis under few-shot samples, Applied Soft Computing, 140 (2023) 110243 (中科院一区top, IF:7.2)

[4]Wengang Ma, Yadong Zhang, Liang Ma, Ruiqi Liu. An unsupervised domain adaptation approach with enhanced transferability and discriminability for bearing fault diagnosis under few-shot samples, Expert Systems With Applications, 225 (2023) 120084 (中科院一区top, IF:7.5)

[5] Qiang Zhou,Wengang Ma*, Bearing fault diagnosis for variable working conditions via lightweight Transformer and homogeneous generalized contrastive learning with inter-class repulsive discriminant, Engineering Applications of Artificial Intelligence, online, 2024 (中科院二区top, IF:7.5)

[6] Ruiqi Liu,Wengang Ma*, Jin Guo. A source free robust domain adaptation approach with pseudo-labels uncertainty estimation for rolling bearing fault diagnosis under limited sample conditions，Knowledge-Based Systems, online, 2024, 112443(中科院一区top, IF:7.2)

[7] Kehong Li,Wengang Ma*, Huawei Duan. Multi-source refined adversarial domain adaptation with transfer complementarity infusion for IoT intrusion detection under limited samples, Expert Systems With Applications, 254 (15) 2024, 124352(中科院一区top, IF:7.5)

[8]Wengang Ma, Ruiqi Liu, Jin Guo. LDoS Attack Detection Based on Laplacian Eigenmaps and DPSA-WGAN, Applied Intelligence, 53 (2023) 13924-13955 (中科院二区, IF:3.9)

[9]Wengang Ma, Yadong Zhang, Jin Guo, Kehong Li. Unbalanced Abnormal Traffic Detection Based on Improved Res-BIGRU and Integrated Dynamic ELM Optimization, Computer Communications, 179 (1) (2021) 112-130 (中科院三区, IF:4.5)

[10]Kehong Li,Wengang Ma*, Huawei Duan, Han Xie, Juanxiu. Few-shot IoT Attack Detection Based on RFP-CNN and Adversarial Unsupervised Domain-Adaptive Regularization, Computers & Security, 121 (2022) 02856 (中科院二区, IF:4.8)

[11] Rui qi Liu,Wengang Ma*, Jin Guo. A multi-constraint transfer approach with additional auxiliary domains for IoT intrusion detection under unbalanced samples distribution, Applied Intelligence, 54 (2024) 1179-1217(中科院二区, IF:3.9)

[12] Haiquan Song,Wengang Ma*. Fault Diagnosis of Unbalanced Rolling Bearing Based on Adaptive Sparse Contrative Auto-encoder and IGWO-USELM, Measurement, 198 (2022) 111353 (中科院二区, IF:5.2)

[13] Kehong Li,Wengang Ma*, Huawei Duan, Han Xie, Juanxiu Zhu, Ruiqi Liu. Unbalanced Network Attack Traffic Detection Based on Feature Extraction and GFDA-WGAN, Computer Networks, 24 (2022) 109283 (中科院二区, IF:4.4)

[14] Qingquan Zhang, Ziheng Xu, Xiaolong Lan, Jialin Chen, Junjiang He,Wengang Ma, Qingchun Chen, Optimal Age of Information and Throughput Scheduling in Heterogeneous Traffic Wireless Physical Layer Security Communications, IEEE Internet of Things Journal, (2024 )1-17.(中科院一区top, IF:8.2)

[15] Jiangchuan Chen, Junjiang He, Wenshan Li, Wenbo Fang, Xiaolong Lan,Wengang Ma, Tao Li, A Hierarchical Unmanned Aerial Vehicle Network Intrusion Detection and Response Approach Based on Immune Vaccine Distribution. IEEE Internet of Things Journal, 2024. on-line (中科院一区top,IF:8.2)

[16] Yadong Zhang, Lu Liao, Qian Yu,Wengang Ma, Using the gradient boosting decision tree (GBDT) algorithm for a train delay prediction model considering the delay propagation feature，Advances in Production Engineering & Management. 2021.(中科院三区, IF:2.8)

[17]麻文刚,张亚东,郭进.基于LSTM与改进残差网络优化的异常流量检测方法[J].通信学报,2021,42(05):23-40.(CCF T1类期刊)

[18]麻文刚,郭进,马亮等.基于CB-CNN与分割残差优化的列控系统网络攻击流量检测[J].铁道学报,2023,45(04):62-76.(EI检索)

[19]Wengang Ma, Yadong Zhang, Jin Guo, Kehong Li. Abnormal Traffic Detection Based on Generative Adversarial Network and Feature Optimization Selection, International Journal of Computational Intelligence Systems, 2021, 14(1).

[20]Wengang Ma, Ya Dong Zhang, Jin Guo, QianYu. Few-shot Abnormal Traffic Detection Based on Multi-Scale Deep-CapsNet and Adversarial Reconstruction, International Journal of Computational Intelligence Systems, 14 (195) (2021).