TY - JOUR
T1 - Risk-sensitive adaptive trackers for strict-feedback systems with output measurements
AU - Arslan, Gürdal
AU - Başar, Tamer
N1 - Funding Information:
Manuscript received July 18, 2001; revised April 21, 2002. Recommended by Associate Editor C. Wen. This work was supported in part by the U.S. Department of Energy under Grant DOE-DEFG-02-94ER13939.
PY - 2002/10
Y1 - 2002/10
N2 - This note investigates the control of stochastic nonlinear systems with parametric uncertainty. The class of systems considered are single-input-single-output and in strict-feedback form, with the performance measured with respect to a risk-sensitive cost criterion. The uncertainty in the system description is assumed to be linearly parameterized, where the unmeasured parameters are generated by stochastic differential equations. By employing the backstepping design technique on the estimates of the unmeasured states, provided by a simple state estimator, an output-feedback adaptive controller is constructed which maintains an arbitrarily small average value for the risk-sensitive cost. The controller designed achieves boundedness in probability for all closed-loop signals and, under certain conditions, the tracking error converges to zero almost surely.
AB - This note investigates the control of stochastic nonlinear systems with parametric uncertainty. The class of systems considered are single-input-single-output and in strict-feedback form, with the performance measured with respect to a risk-sensitive cost criterion. The uncertainty in the system description is assumed to be linearly parameterized, where the unmeasured parameters are generated by stochastic differential equations. By employing the backstepping design technique on the estimates of the unmeasured states, provided by a simple state estimator, an output-feedback adaptive controller is constructed which maintains an arbitrarily small average value for the risk-sensitive cost. The controller designed achieves boundedness in probability for all closed-loop signals and, under certain conditions, the tracking error converges to zero almost surely.
KW - Adaptive backstepping
KW - Risk-sensitive control
KW - Stochastic systems
KW - Strict-feedback systems
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U2 - 10.1109/TAC.2002.803553
DO - 10.1109/TAC.2002.803553
M3 - Article
AN - SCOPUS:0036805589
SN - 0018-9286
VL - 47
SP - 1754
EP - 1758
JO - IEEE Transactions on Automatic Control
JF - IEEE Transactions on Automatic Control
IS - 10
ER -