职称：教授
部门：网络空间安全系
办公室：信息科技大楼南楼618
田淑娟，教授，博士生导师，中共党员，湖南省青年骨干教师培养对象，中南大学博士毕业，美国伊利诺伊理工大学博士后。
工作经历
2004 - 至今 湘潭大学
2019-2020 美国伊利诺伊理工大学（博士后）
研究领域
1.物联网
2.人工智能安全
3.边缘智能
4.隐私保护
代表作
[1] Shujuan Tian, Jie Wu, Wei Li, Yanchun Li, Han Wang*, Pengpeng Qiao, Young-June Choi, Meta-PFL:Meta-Based Personalized Federated Learning Against Gradients Inversion Attacks, IEEE Transactions on Dependable and Secure Computing, DOI 10.1109/TDSC.2026.3736712（CCF A类期刊，二区Top）
[2] Shujuan Tian, Lianheng Chen, XingXia Dai,Yanchun Li, Pengpeng Qiao, Hiroo Sekiya，Task Offloading and Resource Scheduling in Full-Duplex Cell-Free Massive MIMO-Enabled Edge Computing Networks，IEEE Transactions on Mobile Computing, 2026，25(5):6898-6913.(CCF A类期刊一区Top）
[3] Haolin Liu, Hao Yin, Haibo ZHou, Zhiquan Liu, Shujuan Tian*, Yong Xie, Utility-Aware Resource Allocation for Hybrid NOMA in MEC: A Matching-Coalition Game Approach, IEEE Transactions on Mobile Computing, 2026,25(9):13472-13489. （CCF A类期刊，一区Top）
[4] Shujuan Tian, Ziyang Guo, Siyi Xu, Yanchun Li*, Hiroo Sekiya, Young-June Choi, Bilateral privacy-perserving based worker recruitment mechanism for MCS under an untrusted platform, Information Sciences, 2026, 123152.(CCF B类期刊，二区）
[5] Xinghan Qiu, Shujuan Tian*, Anfeng Liu, Yehua Wei, Hiroo Sekiya, Youngjune Choi, Q-learning-Based Hyper-Heuristic Algorithm for Priority and Precedence Dual-Driven Task Assignment in Spatial Crowdsourcing，Expert Systems With Applications, 297（2026）129327.（中科院一区Top）
[6] Yanchun Li, Zhenlin Song, Yichen Zhang, Haolin Liu, Shujuan Tian*, Jing Zhang, Efficient adversarial purification via consistency model and reinforcement learning-based diffusion sequence selection, Pattern Recognition,Volume 179, Part D, 2026, 113958. （CCF B类期刊，一区Top）
[7] Yanchun Li, Jianghui Bi, Shujuan Tian*, Xingxia Dai, Saiqin Long, Style Backdoor: A Robust Style-Decoupled Clean-Label Backdoor Attack, IEEE Transactions on Dependable and Secure Computing, 2026,1-14.（CCF A类期刊，二区Top）
[8] 田淑娟，罗宇航，项淑桓，李艳春*，代星霞，申冬苏，FuseGate：基于置信度门控的词元级并联协作机制，电子学报，2026:1-15.（CCF T1类期刊，中文重点核心）
[9] Shujuan Tian, Shuhuan Xiang, Gang Liu*, Yanhua Wen, Yanchun Li, ZMASA: Robust Aggregation for Federated Learning Against Byzantine Attacks, IEEE Transactions on Neural Networks and Learning Systems，2026.(CCF B类期刊，一区Top）
[10] 田淑娟，罗宇航，吕储杰，彭维，项淑桓，代星霞*，CrossFlow：模型互联网中的词元级高效并联协同推理机制，通信学报，（CCF T1类期刊，中文重点核心）
[11] Shujuan Tian, Keke Xu, Shuhuan Xiang, Xingxia Dai*, Zhu Xiao, Li Zeng, Task Offloading and Resource Scheduling in Mobile Edge-Cloud Computing Based on Edge Competition and Task Prediction, IEEE Transactions on Services Computing, 2025, 18(5):3262-3275.（CCF A类期刊，二区Top）
[12] Shujuan Tian, Shuhuan Xiang, Ziqi Zhou, Haipeng Dai, Enze Yu, Qingyong Deng*, Task Offloading and Resource Allocation Based on Reinforcement Learning and Load Balancing in Vehicular Networking, IEEE Transactions on Consumer Electronics,2025,71(1): 2217-2230.
[13] Yanchun Li，Long Huang, Shujuan Tian*, Haolin Liu, Zhetao Li, Robust Generative Adaptation Network for Open-Set Adversarial Defense, IEEE Transactions on Information Forensics and Security, 2025,20:1649-1664. (CCF A类期刊，一区Top）
[14] Shujuan Tian, Xinjie Zhu, Bochao Feng, Zhirun Zheng, Haolin Liu*, Zhetao Li, Partial Offloading Strategy Based on Deep Reinforcement Learning in the Internet of Vehicles, IEEE Transactions on Mobile Computing, 2025,24(7):6517-6531. (CCF A类期刊，一区Top）
[15] Shujuan Tian, Yi Tan, Han Wang*, Haolin Liu, and Zhetao Li，ASDIA: An Adversarial Sample to Preserve Privacy Program in Federated Learning，IEEE Transactions on Dependable and Secure Computing, 2025,22(4):4330-4343. (CCF A类期刊，二区Top）
[16] Xingxia Dai, Shujuan Tian*, Haolin Liu, Zhetao Li, Hongbo Jiang, Qingyong Deng. Joint optimization of offloading and caching in full-duplex-enabled edge computing networks. IEEE Transactions on Mobile Computing, 2025,24(8):6996-7011. (CCF A类期刊，一区Top）
[17] Shujuan Tian, Keke Xu, Wenjian Ding, Yanchun Li*, Deze Zeng, An Offloading and Pricing Mechanism based on Virtualization in Edge-Cloud Computing, Computer Networks, 248(2024) 110468. (CCF B 类期刊）
[18] Shujuan Tian, Chi Chang, Saiqin Long*, Sangyoon Oh, Zhetao Li, Jun Long, User Preference-Based Hierarchical Offloading for Collaborative Cloud-Edge Computing, IEEE Transactions on Services Computing, 2023,16(1): 684-697. (CCF A类期刊，二区Top）
[19] 王仕果，田淑娟*，邓清勇.基于异构导频能量估计的边缘节点导频攻击检测算法[J]. 通信学报，2023,44(1):120-128.（CCF T1类期刊，中文重点核心）
[20] Yanchun Li, Xinan He, Shujuan Tian*, Zhetao Li and Saiqin Long, Deep Feature Aggregation for Lightweight Single Image Super-Resolution, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 2023, 1-5.(CCF B 类会议）
[21] Shujuan Tian, Wenjian Ding, Gang Liu,Yuxia Sun, Saiqin Long and Jiang ZHU*, A Dynamic Multi-attribute Resource Bidding Mechanism with Privacy Protection in Edge Computing, Computers,Materials & Continua,2023,75(1):373-391.
[22] Shujuan Tian, Wenjie Ren, Qingyong Deng*, Song Zou, Yanchun Li, A Predictive Energy Consumption SchedulingAlgorithm for Multi-processor HeterogeneousSystem, IEEE Transactions on Green Communications and Networking, 2022,6(2):979-991.
[23] Shujuan Tian*, Xianghong Deng, Pengpeng Chen, Tingrui Pei, Sangyoon Oh, Weiping Xue. A dynamic task offloading algorithm based on greedy matching in vehicle network,Ad Hoc Networks,Volume 123,2021,102639.
[24] Qingyong Deng, Yan Ouyang, Shujuan Tian*, Rong Ran, Jinsong Gui, Sekiya Hiroo. Early Wake-up Ahead Node for Fast Code Dissemination in Wireless SensorNetworks, IEEE Transactions on Vehicular Technology, vol. 70, no. 4, pp. 3877-3890. (CCF B 类期刊）
[25] Ting Li , Shujuan Tian*, Anfeng Liu* , Haolin Liu, and Tingrui Pei, DDSV: Optimizing Delay and Delivery Ratio for Multimedia Big Data Collection in Mobile Sensing Vehicles, IEEE Internet of Things Journal, 2018, (5)5: 3474-3486. (中科院一区Top)
[26] Qingyong Deng, Hongqing Zeng, Jian Zhang, Shujuan Tian*, Jiasheng Cao, Zhetao Li, Anfeng Liu,Compressed sensing for image reconstruction via back-off and rectification of greedy algorithm, Signal Processing, 2019, Vol.157: 280-287.( 中科院一区 Top)
[27] 李哲涛, 臧浪, 田淑娟*, 李仁发. 基于混合压缩感知的分簇式传感网络数据收集方法[J]. 计算机研究与发展, 2017, 54(3): 493-501. （CCF T1类期刊，中文重点核心）
[28] Tian Shujuan, Fan Xiaoping, Li Zhetao, Pan Tian,Choi Youngjune,Sekiya Hiroo. Orthogonal Gradient Measurement Matrix Construction Algorithm[J]. Chinese Journal of Electronics(电子学报),2016,25(1):81-87.（CCF T1类期刊）
[29] 田淑娟,樊晓平,裴廷睿,杨术,李哲涛. 基于支撑集保护的回环匹配算法[J]. 通信学报,2015,36(9):127-134.（CCF T1类期刊，中文重点核心）
科研项目
1. 国家自然科学基金重点项目（子课题负责人），面向云边端协同的车联网感传算融合理论与关键技术研究（2024-2028）
2. 主持湖南省自然科学基金面上项目，混合专家大模型在边缘网络的资源-语义联合路由与调度优化研究（2026-2028）
3. 主持国家自然科学基金面上项目，蜂窝车联网中边缘智能的协同卸载与隐私保护技术研究(2022-2025)
4. 主持湖南省自然科学基金面上项目, 联邦学习中数据隐私保护与可靠性研究(2023-2025)
5. 主持国家自然科学基金青年项目，面向车联网的动态数据收集与恢复算法研究(2017-2019)
6. 主持湖南省教育厅优秀青年项目, 基于双边匹配博弈的协同内容缓存算法研究(2021-2023)
7. 主持湖南省自然科学基金青年项目，基于雾计算的车联网部署优化研究(2019-2021)
8. 国家留学基金委公派博士后项目，基于压缩感知理论的车联网数据收集与传输处理方法(2019-2020)
主讲课程
1.数字逻辑与数字电路
2.物联网技术与安全
3.网络空间安全实践II
荣誉获奖
1. 2026.6，湘潭大学优秀党员
2. 2025.9，湘潭大学优秀教师
3. 2025.4，湖南省普通高校教师党支部书记“双带头人标兵”
4. 2024.5，湘潭市高层次人才
5. 2023.12,湖南省自然科学优秀学术论文二等奖
6. 2023.10,湘潭市自然科学优秀学术论文一等奖
7. 2023.7,湖南省计算机学会科学技术奖二等奖，面向智能物联网云边协同计算的关键技术和实现（排名第一）
8. 2022.12，湖南省科学技术进步奖三等奖，物联网中多源异构数据的高能效处理关键技术及应用
9. 2021.9，湖南省计算机学会高等教育教学成果奖一等奖，面向新工科的多方协同拔尖创新人才培养探索实践
10. 2021，湖南省青年骨干教师培养对象
社会兼职
1. 湖南省智慧网络国际科技创新合作基地主任
2. 物联网与信息安全湖南省重点实验室秘书
3. CCF会员，物联网专委会执委
