团队名称：工业AI与安全科研团队

l主要研究领域：

n AI安全

n智能电网安全

n工控系统安全

n工业具身智能

n元宇宙安全

n低空经济网络

n下一代通信网络

n智能规划

nLLM智能体

n自然语言处理

l团队负责人：张镇勇教授博导、硕导

主要团队成员：

n唐建航 特聘教授 硕导

n金柯兵 特聘教授 硕导

部分论文：

[1] Huang Xiaohan, Zhang Zhenyong, Yang Zhibo, Ren Chao, David K. Y. Yau, Deng Ruilong. FedCLD: A Federated Contrastive Learning Approach for Detecting Stealthy Attacks on Smart Grid With Unlabeled Data[J]. IEEE Internet of Things Journal, 2026,13(4): 6601-6612.

[2] Zhang Chen, Zhang Zhenyong, Wang Cong, Deng Ruilong. Disguised Attack in the Metaverse: A New Threat to Avatar-Based Identity Security[C]. 2025 IEEE 24th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom). Guiyang, China: IEEE, 2025: 1553-1560. 

[3] Wang Wei, Zhang Zhenyong, Wang Xin, Jiao Xuguo. Black-Box Adversarial Attacks on Deep Reinforcement Learning-Based Proportional-Integral-Derivative Controllers for Load Frequency Control[J]. Frontiers of Information Technology & Electronic Engineering, 2025,26(11): 2128-2142.

[4] Hetu Zheqiu, Zhang Zhenyong, Wang Mufeng, Xv Zidong, Meng Jie. CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems[J]. Information Fusion, 2025,122().

[5] Chen Guangjia, Zhang Zhenyong, Wang Mufeng, Jiao Xuguo, Liu Mengxiang, Deng Ruilong. A Cyberattack to Cause Sub-synchronous Oscillation Target the Series Capacitor Compensator[C]. 2025 40th Youth Academic Annual Conference of Chinese Association of Automation (YAC), Zhengzhou, China:IEEE, 2025:1051-1056.

[6] Xu Zidong, Zhang Zhenyong, Hetu Zheqiu. PLC-MDT: A Framework for Detecting Anomalies With Digital Twins of Industrial Control Systems[J]. IEEE Sensors Journal, 2025, 25(10) :17739-17749.

[7] Zhu Junyan, Zhang Zhenyong, Wang Bindong, Shao Kuan, Hetu Zheqiu, Wang Xin. FDTA: A Value-Guaranteed Fair Data Trading Approach With a Three-Stage Stackelberg Game[J]. IEEE Internet of Things Journal,2025,12(8): 9965-9977.

[8] Wang Bindong, Zhang Zhenyong, Wang Mufeng, Liu Mengxiang, Ye Rui, Deng Liulong. Small-Signal-Stability-Guaranteed Moving Target Defense Against Load Redistribution Attack on IoT-Based Smart Grid[J]. IEEE Internet of Things Journal, 2025,12(11):17413-17429.

[9] Wu Yuheng, Zhang Zhenyong, Hetu Zheqiu, Cheng Xinyu, Cheng Peng. Reverse engineering of industrial control protocol: A survey[J]. Security and Safety,2025.

[10] Wang Bindong, Song Junjie, Wan Liang, Tian Youliang, Wang Xin, Zhang Zhenyong. Impact Analysis of Moving Target Defense on the Small-Signal Stability in Power Systems[C]. 2023 IEEE 6th International Conference on Industrial Cyber-Physical Systems (ICPS), Wuhan, China:IEEE,2023:1-6.

[11] Yang Kedi, Zhang Zhenyong, Tian Youliang. Traceable AI-driven Avatars Using Multi-factors of Physical World and Metaverse[C]. 2024 IEEE 23rd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), Sanya, China:IEEE, 2024:2360-2367.

部分研究课题：

1. 国家自然科学基金，面向信息物理协同攻击的负载频率控制系统安全防御研究，62303126，30万元，2024.01~2026.12，主持

2. 国家自然科学基金，基于多源密态数据的隐私保护神经网络模型，62362008，33万元，2024.01~2027.12，主持

3. 贵州大学自然科学专项（特岗）科研基金项目，面向电力大数据与机器学习应用的安全研究，贵大特岗合字（2021）47号，60万元，2022.01~2025.01，主持

4. 贵州省基础研究计划重点项目，面向新型电力系统智能调度的信息安全防护方法研究，黔科合基础ZD〔2026〕046，30万元， 2026.01 ~2029.12，主持

5. 贵州省科技重大专项课题，算力网络枢纽安全防护体系研究及示范应用，黔科合重大专项字-[2024]014，100万元， 2024.10 ~2027.07，主持

6. 贵州省研究生教育教学改革重点课题，“BOPPPS+人工智能”融合的教学模式创新研究，2024YJSJGXM015，3万元，2025.01~2026.12，主持

7. 国家自然科学基金, 面向5G差异化业务的软件定义边云多级计算中资源切片与编排研究, 62171330, 63万元, 2022.01~2025.12, 参与

8. 国家自然科学基金, 基于分布式机器学习的下一代通信网络资源市场化协同优化分配,62071343, 56万元, 2021.01~2024.12, 参与

9. 国家自然科学基金，经验知识驱动的智能PDDL规划理论及推理方法研究，2025.01~2028.12，在研，主持

10. 国家自然科学基金委员会，面向无结构状态的PDDL规划模型学习与推理方法研究，2021.01~2024.12，参与