Dey, Subhrakanti and Moore, John B. (1997) Risk-sensitive dual control. International Journal of Robust and Nonlinear Control, 7. pp. 1047-1055. ISSN 1049-8923
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Abstract
In this paper, we develop new results concerning the risk-sensitive dual control problem for output feedback
nonlinear systems, with unknown time-varying parameters. These results are not merely immediate specializations of known risk-sensitive control theory for nonlinear systems, but rather, are new formulations which
are of interest in their own right. A dynamic programming equation solution is given to an optimal
risk-sensitive dual control problem penalizing outputs, rather than the states, for a reasonably general class
of nonlinear signal models. This equation, in contrast to earlier formulations in the literature, clearly shows
the dual aspects of the risk-sensitive controller regarding control and estimation. The computational task to
solve this equation, as has been seen for the risk-neutral dual control problem, suffers from the so-called
‘curse of dimensionality’. This motivates our study of the risk-sensitive version for a suboptimal risk sensitive dual controller. Explicit controllers are derived for a minimum phase single-input, single-output
auto-regressive model with exogenous input and unknown time-varying parameters. Also, simulation
studies are carried out for an integrator with a time-varying gain. They show that the risk-sensitive
suboptimal dual controller is more robust to uncertain noise environments compared with its risk-neutral
counterpart.
| Item Type: | Article |
|---|---|
| Keywords: | dual control; dynamic programming; nonlinear; estimation; |
| Academic Unit: | Faculty of Science and Engineering > Electronic Engineering Faculty of Science and Engineering > Research Institutes > Hamilton Institute |
| Item ID: | 14403 |
| Depositing User: | Subhrakanti Dey |
| Date Deposited: | 10 May 2021 13:54 |
| Journal or Publication Title: | International Journal of Robust and Nonlinear Control |
| Publisher: | John Wiley and Sons |
| Refereed: | Yes |
| Related URLs: | |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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