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Avtomatika i Telemekhanika, 2018, Issue 1, Pages 52–65
(Mi at14703)
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This article is cited in 14 scientific papers (total in 14 papers)
Topical issue
Wonham filtering by observations with multiplicative noises
A. V. Borisov Institute of Informatics Problems of Federal Research Center
"Computer Science and Control", Russian Academy of Sciences, Moscow, Russia
Abstract:
We solve the optimal filtering problem for states of a homogeneous finite-state Markov jump process by indirect observations in the presence of Wiener noise. The key feature of this problem is that the noise intensities in observations depend on the unobserved state. The filtering estimate is represented as a solution to some stochastic system with continuous and purely discontinuous martingales in the right-hand side. We discuss the theoretical results and present a numerical example that illustrates the properties of the obtained estimates.
Keywords:
Markov jump process, multiplicative noises in observations, optimal nonlinear filtering, right continuous filtration, integral representation of a martingale.
Citation:
A. V. Borisov, “Wonham filtering by observations with multiplicative noises”, Avtomat. i Telemekh., 2018, no. 1, 52–65; Autom. Remote Control, 79:1 (2018), 39–50
Linking options:
https://www.mathnet.ru/eng/at14703 https://www.mathnet.ru/eng/at/y2018/i1/p52
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Statistics & downloads: |
Abstract page: | 339 | Full-text PDF : | 70 | References: | 60 | First page: | 30 |
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