Risk-Aware Control and Games in Engineering

被引:0
|
作者
Barreiro-Gomez, Julian [1 ,2 ]
Tembine, Hamidou [1 ,2 ]
Stella, Leonardo [3 ]
Bauso, Dario [4 ,5 ]
Colaneri, Patrizio [6 ]
机构
[1] New York Univ Abu Dhabi NYUAD, Learning & Game Theory Lab L&G Lab, Saadiyat Campus POB 129188, Abu Dhabi, U Arab Emirates
[2] New York Univ Abu Dhabi NYUAD, Ctr Stabil Instabil & Tur Bulence SITE, Saadiyat Campus POB 129188, Abu Dhabi, U Arab Emirates
[3] Univ Derby, Fac Elect Comp & Math, Dept Comp, Kedleston Rd, Derby DE22 1GB, England
[4] Univ Groningen, Fac Sci & Engn, Jan C Willems Ctr Syst & Control, ENTEG, Groningen, Netherlands
[5] Univ Palermo, Dipartimento Ingn, Palermo, Italy
[6] Politecn Milan, Dipartimento Elettron & Informaz, Milan, Italy
关键词
Risk-aware control and game theory; mean-field-type control and game theory; COVID-19; engineering applications; STOCHASTIC MAXIMUM PRINCIPLE; MEAN-FIELD GAMES; DYNAMIC DEMAND; MANAGEMENT; NETWORKS; MODEL;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a brief tutorial on risk-aware control and game theory applied to engineering problems by solving a backward-forward partial-integro differential system composed of the Hamilton-Jacobi-Bellman and Fokker-Planck coupled equations. First, we discuss about the role that risk terms play in the engineering field. Then, both the risk-aware control and game problems are stated and the computation of the corresponding solutions is presented. We mainly focus on a basic propagation regulation of the coronavirus disease by using mean-field-type control. Hence, we discuss other engineering applications that can be addressed by using the same risk-aware perspective. Among such applications, we discuss about the electric vehicles, and the bio-inspired collective decision-making.
引用
收藏
页码:3860 / 3870
页数:11
相关论文
共 50 条
  • [1] Risk-Aware Control
    Sanger, Terence D.
    NEURAL COMPUTATION, 2014, 26 (12) : 2669 - 2691
  • [2] Risk-Aware Satisfaction Equilibria in Resource Sharing Games
    Promponas, Panagiotis
    Pelekis, Christos
    Tsiropoulou, Eirini Eleni
    Papavassiliou, Symeon
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2025, 70 (01) : 278 - 292
  • [3] XACML and Risk-Aware Access Control
    Chen, Liang
    Gasparini, Luca
    Norman, Timothy J.
    WOSIS: PROCEEDINGS OF THE 10TH INTERNATIONAL WORKSHOP ON SECURITY IN INFORMATION SYSTEMS, 2013, : 66 - 75
  • [4] Adopting a Risk-Aware Utility Model for Repeated Games of Chance
    Gemelli, Nathaniel
    Hudack, Jeffrey
    Oh, Jae
    PROCEEDINGS OF THE SIXTH STARTING AI RESEARCHERS' SYMPOSIUM (STAIRS 2012), 2012, 241 : 113 - +
  • [5] Belief Control Barrier Functions for Risk-Aware Control
    Vahs, Matti
    Pek, Christian
    Tumova, Jana
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2023, 8 (12) : 8565 - 8572
  • [6] Risk-Aware Model-Based Control
    Yu, Chen
    Rosendo, Andre
    FRONTIERS IN ROBOTICS AND AI, 2021, 8
  • [7] Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data
    Akella, Prithvi
    Wei, Skylar X.
    Burdick, Joel W.
    Ames, Aaron D.
    LEARNING FOR DYNAMICS AND CONTROL CONFERENCE, VOL 211, 2023, 211
  • [8] A Tutorial On Mean-Field-Type Games and Risk-Aware Controllers
    Barreiro-Gomez, Julian
    Tembine, Hamidou
    ANNUAL REVIEWS IN CONTROL, 2020, 50 : 317 - 334
  • [9] A Framework for Risk-Aware Role Based Access Control
    Bijon, Khalid Zaman
    Krishnan, Ram
    Sandhu, Ravi
    2013 IEEE CONFERENCE ON COMMUNICATIONS AND NETWORK SECURITY (CNS), 2013, : 462 - 469
  • [10] Risk-Aware Continuous Control with Neural Contextual Bandits
    Ayala-Romero, Jose A.
    Garcia-Saavedra, Andres
    Costa-Perez, Xavier
    THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 19, 2024, : 20930 - 20938