TY - JOUR
T1 - A Tutorial On Mean-Field-Type Games and Risk-Aware Controllers
AU - Barreiro-Gomez, Julian
AU - Tembine, Hamidou
N1 - Funding Information:
We gratefully acknowledge support from U.S. Air Force Office of Scientific Research under grant number FA9550-17-1-0259 , and the Research Center on Stability, Instability and Turbulence (SITE).
Publisher Copyright:
© 2020 Elsevier Ltd
PY - 2020/1
Y1 - 2020/1
N2 - This paper presents a tutorial of the role that mean-field-type games play in the design of risk-aware controllers. The tutorial is presented in an easy-to-follow manner for beginners, engineers and early career scientists. It starts by introducing a basic stochastic mean-field-free control design problem and progressively adds more complexity to the problem setup navigating through the risk-aware control design, stochastic differential games, mean-field games, and concluding with mean-field-type games. All the problems are solved in a semi-explicit way by means of the direct method and some engineering applications, such as water distribution system and consensus under uncertainties, illustrate the performance of the presented risk-awareness framework.
AB - This paper presents a tutorial of the role that mean-field-type games play in the design of risk-aware controllers. The tutorial is presented in an easy-to-follow manner for beginners, engineers and early career scientists. It starts by introducing a basic stochastic mean-field-free control design problem and progressively adds more complexity to the problem setup navigating through the risk-aware control design, stochastic differential games, mean-field games, and concluding with mean-field-type games. All the problems are solved in a semi-explicit way by means of the direct method and some engineering applications, such as water distribution system and consensus under uncertainties, illustrate the performance of the presented risk-awareness framework.
KW - Engineering applications
KW - Mean-field-type games
KW - Optimal control
KW - Risk-aware control
KW - Variance-aware control
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U2 - 10.1016/j.arcontrol.2020.05.003
DO - 10.1016/j.arcontrol.2020.05.003
M3 - Review article
AN - SCOPUS:85085965466
SN - 1367-5788
VL - 50
SP - 317
EP - 334
JO - Annual Reviews in Control
JF - Annual Reviews in Control
ER -