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
  • [21] Robust Optimal Scheduling of Microgrid with Electric Vehicles Based on Stackelberg Game
    Hao, Jianhong
    Huang, Ting
    Xu, Qiuming
    Sun, Yi
    SUSTAINABILITY, 2023, 15 (24)
  • [22] Multi-objective robust dynamic pricing and operation strategy optimization for integrated energy system based on stackelberg game
    Zhao, Yuyang
    Wei, Yifan
    Tang, Yifan
    Guo, Yingjun
    Sun, Hexu
    INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2024, 83 : 826 - 841
  • [23] SERVICE RESERVATION AND PRICING FOR GREEN METAVERSES: A STACKELBERG GAME APPROACH
    Huang, Xumin
    Wu, Yuan
    Kang, Jiawen
    Nie, Jiangtian
    Zhong, Weifeng
    Kim, Dong In
    Xie, Shengli
    IEEE WIRELESS COMMUNICATIONS, 2023, 30 (05) : 86 - 94
  • [24] Convergence Acceleration in Wireless Federated Learning: A Stackelberg Game Approach
    Wang, Kaidi
    Ma, Yi
    Mashhadi, Mahdi Boloursaz
    Foh, Chuan Heng
    Tafazolli, Rahim
    Ding, Zhi
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2025, 74 (01) : 714 - 729
  • [25] A Robust Stackelberg Game for Cyber-Security Investment in Networked Control Systems
    Shukla, Pratishtha
    An, Lu
    Chakrabortty, Aranya
    Duel-Hallen, Alexandra
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2023, 31 (02) : 856 - 871
  • [26] Robust optimization with nonnegative decision variables: A DEA approach
    Toloo, Mehdi
    Mensah, Emmanuel Kwasi
    COMPUTERS & INDUSTRIAL ENGINEERING, 2019, 127 : 313 - 325
  • [27] Stackelberg game models between two competitive retailers in fuzzy decision environment
    Liu, Shukuan
    Xu, Zeshui
    FUZZY OPTIMIZATION AND DECISION MAKING, 2014, 13 (01) : 33 - 48
  • [28] Stackelberg game models between two competitive retailers in fuzzy decision environment
    Shukuan Liu
    Zeshui Xu
    Fuzzy Optimization and Decision Making, 2014, 13 : 33 - 48
  • [29] A Stackelberg game-based approach to transaction optimization for distributed integrated energy system
    Wang, Yongli
    Liu, Zhen
    Wang, Jingyan
    Du, Boxin
    Qin, Yumeng
    Liu, Xiaoli
    Liu, Lin
    ENERGY, 2023, 283
  • [30] A STACKELBERG GAME APPROACH TO DISTRIBUTED SPECTRUM MANAGEMENT
    Razaviyayn, Meisam
    Morin, Yao
    Luo, Zhi-Quan
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 3006 - 3009