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Mathematics of Control Signals and Systems
Article . 2001 . Peer-reviewed
License: Springer TDM
Data sources: Crossref
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Article . 2020
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Robust Limits of Risk Sensitive Nonlinear Filters

Robust limits of risk sensitive nonlinear filters
Authors: Wendell H. Fleming; William M. McEneaney;

Robust Limits of Risk Sensitive Nonlinear Filters

Abstract

This paper deals with deterministic and stochastic (risk sensitive) nonlinear filters. In the first part, the following deterministic filter model is considered: state equation, \(\dot x_t=f(x_t)+ \sigma(x_t) w_t\), and (accumulated) observation, \(\dot y_t=h(x_t)+v_t\), where \(w_t\) and \(v_t\) are deterministic disturbances. Applying the mean square disturbance error criterion, the authors formulate a robust filter with level \(\mu\) and study the minimax filter, which turns out to be robust for an appropriate range of \(\mu\). In the second part, the following stochastic model is treated: state equation, \(dX_t=f(X_t)dt+\sqrt \varepsilon \sigma (X_t)dB_t\), and observation, \(dY_t=h(X_t)dt +\sqrt\varepsilon d\overline B_t\), where \(B\) and \(\overline B\) are independent Brownian motions. The authors consider the risk sensitive filter for \(X_T\), which minimizes the exponential criterion, \(E\exp({\mu \over\varepsilon} |X_T-e_T|^2)\), by choosing suitable \(\{Y_s,s\leq T\}\) measurable \(e_T\), and show that a risk sensitive filter tends to the minimax filter of the first part as \(\varepsilon \to 0\).

Keywords

viscosity solution, Hamilton-Jacobi-Bellman equations, nonlinear filters, Viscosity solutions to Hamilton-Jacobi equations in optimal control and differential games, minimax filter, risk sensitive filter, Nonlinear systems in control theory, \(H_\infty\) filtering, Filtering in stochastic control theory, robust filter

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
30
Average
Top 10%
Average
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