面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击

王威; 张镇勇; 王鑫; 焦绪国

doi:10.1631/FITEE.2401021

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面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击

常规文章 | Updated：2026-01-07

- 面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击
  Enhanced Publication
- Black-box adversarial attacks on deep reinforcement learning-based proportional–integral–derivative controllers for load frequency control
- “在负载频率控制领域，本研究介绍了其研究进展。专家开发了基于DRL的自适应控制器系统，该系统提供了增强控制系统在对抗性攻击下的鲁棒性的解决方案。”
- Frontiers of Information Technology & Electronic Engineering 2025年26卷第11期页码：2128-2142
- Affiliations：
  
  1.State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang 550025, China
  2.Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Qilu University of Technology (Shandong Academy of Sciences), Jinan 250353, China
  3.School of Information and Control Engineering, Qingdao University of Technology, Qingdao 266033, China
  4.State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China
- Author bio：
  
  ‡ Corresponding author
- Funds：
  
  National Natural Science Foundation of China(62303126;62362008;62203249);Major Scientific and Technological Special Project of Guizhou Province((2024)014);Open Project of the Key Laboratory of Computing Power Network and Information Security, Ministry of Education(2023ZD037);Taishan Scholars Program(tsqn202408239);Open Research Project of the State Key Laboratory of Industrial Control Technology, Zhejiang University, China(ICT2025B39);Shandong Provincial Higher Education Youth Innovation Team Development Project(2022KJ290)
- DOI：10.1631/FITEE.2401021
  中图分类号：
- 收稿：2024-11-23，
  
  修回：2025-07-25，
  
  网络出版：2025-12-02，
  
  纸质出版：2025-11
- Accepted：
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王威, 张镇勇, 王鑫, 等. 面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击[J]. Frontiers of Information Technology & Electronic Engineering, 2025,26(11):2128-2142.

Wei WANG, Zhenyong ZHANG, Xin WANG, et al. 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.
王威, 张镇勇, 王鑫, 等. 面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击[J]. Frontiers of Information Technology & Electronic Engineering, 2025,26(11):2128-2142. DOI： 10.1631/FITEE.2401021.

Wei WANG, Zhenyong ZHANG, Xin WANG, et al. 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. DOI： 10.1631/FITEE.2401021.

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面向负载频率控制场景下深度强化学习比例—积分—微分控制器的黑盒对抗攻击

Black-box adversarial attacks on deep reinforcement learning-based proportional–integral–derivative controllers for load frequency control

DOI：10.1631/FITEE.2401021