Risk-Aware Maximum Hands-Off Control Using Worst-Case Conditional Value-At-Risk
نویسندگان
چکیده
With the view of risks, this paper deals with problems maximum hands-off control which aims at minimizing length nonzero input. More specifically, we consider stochastic systems and seek sparse inputs that bring system state to a ball centered origin, such expected value states are further than given threshold from origin is small, thus risk outside ball. To deal problem, employ worst-case Conditional Value-at-Risk (CVaR) under assumption first two moments disturbance distribution known. In particular, kinds risk-aware problems: one enhances sparsity within threshold, other minimizes subject constraint. We also derive risk-constrained model predictive provide numerical example shows effectiveness proposed approach in networked systems.
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ژورنال
عنوان ژورنال: IEEE Transactions on Automatic Control
سال: 2023
ISSN: ['0018-9286', '1558-2523', '2334-3303']
DOI: https://doi.org/10.1109/tac.2023.3235246