Stackelberg Game Approach for Robust Optimization With Fuzzy Variables

被引:3
|
作者
Han, Jie [1 ]
Yang, Chunhua [1 ]
Lim, Cheng-Chew [2 ]
Zhou, Xiaojun [1 ,3 ]
Shi, Peng [2 ]
机构
[1] Cent South Univ, Sch Automat, Changsha 410083, Peoples R China
[2] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
[3] Peng Cheng Lab, Shenzhen 51800, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Entropy; Games; Uncertainty; Linear programming; Robustness; Optimization methods; Approximate mapping method; fuzzy variable; robust optimization; Stackelberg game; state transition algorithm (STA); SHAPE; DESIGN;
D O I
10.1109/TFUZZ.2020.3036931
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, a new robust optimization method is proposed to simultaneously optimize the expectation and variability of system performance with parametric uncertainties and fuzzy variables. The expectation-entropy model is presented to characterize the fuzzy robust optimization problem as an equivalent biobjective optimization problem. An approximate mapping method is developed to calculate the response of fuzzy variables, which improves the computational efficiency of objective functions. Then, according to the decision makers' preference for objectives, the optimization framework based on Stackelberg game is established. A leader-follower state transition algorithm is designed to search for the equilibrium solutions. Two practical case studies are provided to show the effectiveness of the new optimization approach in both subjective judgment and objective assessment.
引用
收藏
页码:258 / 269
页数:12
相关论文
共 50 条
  • [1] Stackelberg-Nash Game Approach for Constrained Robust Optimization With Fuzzy Variables
    Han, Jie
    Yang, Chunhua
    Lim, Cheng-Chew
    Zhou, Xiaojun
    Shi, Peng
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2021, 29 (11) : 3519 - 3531
  • [2] Adaptive robust control for fuzzy underactuated mechanical systems: A Stackelberg game-theoretic optimization approach
    Xian, Yuanjie
    Ma, Jun
    Huang, Kang
    Chen, Xiaolong
    Wang, Wenxin
    Al Mamun, Abdullah
    Lee, Tong Heng
    INFORMATION SCIENCES, 2024, 665
  • [3] Robust Stackelberg Differential Game With Model Uncertainty
    Huang, Jianhui
    Wang, Shujun
    Wu, Zhen
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 67 (07) : 3363 - 3380
  • [4] Stackelberg Game Theory-Based Optimization of High-Order Robust Control for Fuzzy Dynamical Systems
    Li, Chenming
    Chen, Ye-Hwa
    Zhao, Han
    Sun, Hao
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (02): : 1254 - 1265
  • [5] Stackelberg game robust optimization model for water quality protection and water resource utilization and its application
    Jia, Xiaolin
    Fu, Xiang
    Zhang, Xiang
    Fan, Zhipeng
    Shuili Xuebao/Journal of Hydraulic Engineering, 2024, 55 (07): : 874 - 882
  • [6] Trilayer Stackelberg Game Approach for Robustly Power Management in Community Grids
    Qiu, Haifeng
    Gu, Wei
    Wang, Lu
    Pan, Guangsheng
    Xu, Yinliang
    Wu, Zhi
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (06) : 4073 - 4083
  • [7] Robust Control Design for Fuzzy Mechanical Systems: A Two-Player Nash Game Approach
    Yu, Rongrong
    Chen, Ye-Hwa
    Ding, Shuhui
    Yu, Tao
    Huang, Jin
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (10): : 6569 - 6581
  • [8] Reduction methods of type-2 fuzzy variables and their applications to Stackelberg game
    Roy, Sankar Kumar
    Maiti, Sumit Kumar
    APPLIED INTELLIGENCE, 2020, 50 (05) : 1398 - 1415
  • [9] Reduction methods of type-2 fuzzy variables and their applications to Stackelberg game
    Sankar Kumar Roy
    Sumit Kumar Maiti
    Applied Intelligence, 2020, 50 : 1398 - 1415
  • [10] The Trading Framework of Distributed Energy Storage System Based on Robust Optimization and Stackelberg Game
    Lei, Tao
    Feng, Ying
    Liu, Qing
    Liu, Xiangxiang
    He, Jiabin
    Rui, Tao
    Zhu, Wenjie
    2022 IEEE 17TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2022, : 1399 - 1404