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ORCIDWengang Ma
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2020 – today
- 2026
[j26]Binbin Liu, Hekun Yang, Wengang Ma, Junjiang He, Xiaolong Lan, Tao Li:
CIL-FGGM: A class-incremental learning framework based on fine-grained Gaussian mixture modeling for open-set fault recognition in rotating machinery. Adv. Eng. Informatics 74: 104779 (2026)- [j25]Wengang Ma, Wenhui Zhao, Junjiang He
, Ao Liu, Wenbo Fang, Jiangchuan Chen:
Bearing fault diagnosis with class-aware re-weighting based multi-source domain adaptation under imperfect samples. Appl. Soft Comput. 189: 114442 (2026) - [j24]Wengang Ma, Hekun Yang, Binbin Liu, Junjiang He, Xiaolong Lan, Jiangchuan Chen, Tao Li:
Open-set Internet of Things intrusion detection via an adaptive few-shot incremental learning framework enhanced with feature augmentation. Eng. Appl. Artif. Intell. 181: 115396 (2026) - [i2]Ziyu Liu, Tao Li, Tianjie Ni, Xiaolong Lan, Wengang Ma, Tao Yang, Guohua Wang, Junjiang He:
When Emotion Becomes Trigger: Emotion-style dynamic Backdoor Attack Parasitising Large Language Models. CoRR abs/2605.11612 (2026) - 2025
- [j23]Qiang Zhou, Wengang Ma, Yadong Zhang, Jin Guo:
A multi-source domain adaptation approach with learning domain-specific representations for bearing fault diagnosis under limited samples. Appl. Soft Comput. 184: 113727 (2025) - [j22]Qiang Zhou, Wengang Ma, Yadong Zhang, Jin Guo:
Bearing fault diagnosis for variable working conditions via lightweight transformer and homogeneous generalized contrastive learning with inter-class repulsive discriminant. Eng. Appl. Artif. Intell. 139: 109548 (2025) - [j21]Jian Wang, Wengang Ma, Yadong Zhang, Ruiqi Liu:
Adaptive fault prototype network with joint learning transferability and discriminability for cross-domain bearing fault diagnosis. Eng. Appl. Artif. Intell. 160: 111941 (2025) - [j20]Jiangchuan Chen, Junjiang He, Wenshan Li, Wenbo Fang, Xiaolong Lan, Wengang Ma, Tao Li, Dawei Zhao:
NSA-AE: An inadequately represented immune spaces NSA augmented via autoencoders. Neurocomputing 652: 131063 (2025) - [j19]Jialin Chen, Xiaolong Lan, Qingquan Zhang, Wengang Ma, Wenbo Fang, Junjiang He:
Defending Against APT Attacks in Cloud Computing Environments Using Grouped Multiagent Deep Reinforcement Learning. IEEE Internet Things J. 12(12): 19459-19470 (2025) - [j18]Wengang Ma, Xiaolong Lan, Ruiqi Liu, Jian Wang, Qiang Zhou:
A Dual Active Domain Adaptation Approach With Loss Prediction for IIoT Intrusion Detection Under Imperfect Samples. IEEE Internet Things J. 12(14): 28647-28671 (2025) - [j17]Wenbo Fang, Junjiang He, Wenshan Li, Wengang Ma, Linlin Zhang, Xiaolong Lan, Geying Yang, Jiangchuan Chen, Tao Li:
Unknown Cyber Threat Discovery Empowered by Genetic Evolution Without Prior Knowledge. IEEE Trans. Inf. Forensics Secur. 20: 9552-9567 (2025) - [c3]Ao Liu, Wenshan Li, Tao Li, Beibei Li, Guangquan Xu, Pan Zhou, Wengang Ma, Hanyuan Huang:
Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience. AAAI 2025: 18746-18753 - [c2]Ao Liu, Wenshan Li, Beibei Li, Wengang Ma, Tao Li, Pan Zhou:
Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending Against Poisoning Attacks. AAAI 2025: 18754-18762 - 2024
- [j16]Ruiqi Liu, Wengang Ma, Jin Guo:
A multi-constraint transfer approach with additional auxiliary domains for IoT intrusion detection under unbalanced samples distribution. Appl. Intell. 54(11-12): 1179-1217 (2024) - [j15]Kehong Li, Wengang Ma, Huawei Duan, Han Xie:
Multi-source refined adversarial domain adaptation with transfer complementarity infusion for IoT intrusion detection under limited samples. Expert Syst. Appl. 254: 124352 (2024) - [j14]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 Things J. 11(13): 23644-23660 (2024) - [j13]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 Things J. 11(20): 33312-33325 (2024) - [j12]Jiangchuan Chen, Junjiang He, Wenshan Li, Wenbo Fang, Xiaolong Lan, Wengang Ma, Tao Li:
Corrections to "A Hierarchical Unmanned Aerial Vehicle Network Intrusion Detection and Response Approach Based on Immune Vaccine Distribution". IEEE Internet Things J. 11(23): 38952 (2024) - [j11]Ruiqi Liu, Wengang Ma, Feipeng Kuang, Jin Guo, Ning Zhao:
A source free robust domain adaptation approach with pseudo-labels uncertainty estimation for rolling bearing fault diagnosis under limited sample conditions. Knowl. Based Syst. 304: 112443 (2024) - [i1]Ao Liu, Wenshan Li, Beibei Li, Wengang Ma, Tao Li, Pan Zhou:
Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacks. CoRR abs/2412.08555 (2024) - 2023
- [j10]Wengang Ma, Ruiqi Liu, Jin Guo:
LDoS attack traffic detection based on feature optimization extraction and DPSA-WGAN. Appl. Intell. 53(11): 13924-13955 (2023) - [j9]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. Appl. Soft Comput. 140: 110243 (2023) - [j8]Wengang Ma, Yadong Zhang, Liang Ma, Ruiqi Liu, Shan Yan:
An unsupervised domain adaptation approach with enhanced transferability and discriminability for bearing fault diagnosis under few-shot samples. Expert Syst. Appl. 225: 120084 (2023) - [j7]Wengang Ma, Liang Ma, Kehong Li, Jin Guo:
Few-shot IoT attack detection based on SSDSAE and adaptive loss weighted meta residual network. Inf. Fusion 98: 101853 (2023) - [j6]Wengang Ma, Ruiqi Liu, Kehong Li, Shan Yan, Jin Guo:
An adversarial domain adaptation approach combining dual domain pairing strategy for IoT intrusion detection under few-shot samples. Inf. Sci. 629: 719-745 (2023) - 2022
- [j5]Kehong Li, Wengang Ma, Huawei Duan, Han Xie, Juanxiu Zhu, Ruiqi Liu:
Unbalanced network attack traffic detection based on feature extraction and GFDA-WGAN. Comput. Networks 216: 109283 (2022) - [j4]Kehong Li, Wengang Ma, Huawei Duan, Han Xie, Juanxiu Zhu:
Few-shot IoT attack detection based on RFP-CNN and adversarial unsupervised domain-adaptive regularization. Comput. Secur. 121: 102856 (2022) - [c1]Yuqin Zhu, Wengang Ma, Ling Cong, Chengtao Li, Shixiang Hu:
Influencing Factors Analysis and Prediction Model of Pavement Transverse Crack Based on Big Data. ICBDS 2022: 122-138 - 2021
- [j3]Wengang Ma, Yadong Zhang, Jin Guo, Kehong Li:
Unbalanced abnormal traffic detection based on improved Res-BIGRU and integrated dynamic ELM optimization. Comput. Commun. 179: 112-130 (2021) - [j2]Wengang Ma, Yadong Zhang, Jin Guo, Qian Yu:
Few-Shot Abnormal Network Traffic Detection Based on Multi-scale Deep-CapsNet and Adversarial Reconstruction. Int. J. Comput. Intell. Syst. 14(1): 195 (2021) - [j1]Wengang Ma, Yadong Zhang, Jin Guo, Kehong Li:
Abnormal Traffic Detection Based on Generative Adversarial Network and Feature Optimization Selection. Int. J. Comput. Intell. Syst. 14(1): 1170-1188 (2021)
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