Risk-sensitive control with HARA utility
Lim, A.E.B.; Xun Yu Zhou
Automatic Control, IEEE Transactions on
Volume 46, Issue 4, Apr 2001 Page(s):563 - 578
Digital Object Identifier 10.1109/9.917658
Summary:A control methodology based on the hyperbolic absolute risk averse
(HARA) utility function is presented as an alternative to the
exponential-of-an-integral approach to finding robust controllers. The
work is inspired by the intuition that HARA controllers, while being
robust, may give better performance than exponential controllers in
normal situations. The HARA problem is shown to be equivalent to a
certain differential game, and the asymptotic properties of the HARA
problem and this differential game are studied. As an example, a
linear-quadratic HARA problem is studied, where the problem of finding a
robust HARA controller is proved to be equivalent to solving a standard
linear-quadratic problem for a system with a higher noise intensity.
This reveals an interesting relationship between robustness and
uncertainty
View citation and abstract |