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- Tapio Helin, Matti Lassas
- 2009

The Bayesian methods for linear inverse problems is studied using hierarchical Gaus-sian models. The problems are considered with different discretizations, and we analyze the phenomena which appear when the discretization becomes finer. A hierarchical solution method for signal restoration problems is introduced and studied with arbitrarily fine… (More)

- Tapio Helin
- 2009

In this article, the solution of a statistical inverse problem M = AU + E by the Bayesian approach is studied where U is a function on the unit circle T, i.e., a periodic signal. The mapping A is a smoothing linear operator and E a Gaussian noise. The connection to the solution of a finite-dimensional computational model M kn = A k Un +E k is discussed.… (More)

A frequency dependent preconditioned wavelet method for atmospheric tomography Powered by TCPDF (www.tcpdf.org) Abstract. Atmospheric tomography, i.e. the reconstruction of the turbulence in the atmosphere, is a main task for the adaptive optics systems of the next generation telescopes. For extremely large telescopes , such as the European Extremely Large… (More)

Reconstruction of the refractive index fluctuations in the atmosphere, or atmospheric tomography, is an underlying problem of many next generation adaptive optics (AO) systems, such as the multiconjugate adaptive optics or multiobject adaptive optics (MOAO). The dimension of the problem for the extremely large telescopes, such as the European Extremely… (More)

- Tapio Helin, A B Teknillinen Korkeakoulu
- 2010

Tapio Helin: Discretization and Bayesian modeling in inverse problems and imaging ; Abstract: In this thesis the Bayesian modeling and discretization are studied in inverse problems related to imaging. The treatise consists of four articles which focus on the phenomena that appear when more detailed data or a priori information become available. Novel… (More)

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