Presentation 2012-04-20
Statistical Mechanics of Phase Unwrapping Using the Q-Ising Model
Yohei SAIKA, Tatsuya UEZU,
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Abstract(in English) On the basis of analogy between statistical mechanics and Bayesian inference, we constructed a method of phase unwrapping (PU) for a typical wave-front by utilizing the maximizer of the posterior marginal (MPM) estimate corresponding to the equilibrium statistical mechanics of the 3-state Q-Ising model on the square lattice. In order to clarify the performance of the present method, we estimated static property of the present method based on phase diagram of this model using the Monte Carlo simulation for the typical wave-front in adaptive optics. The simulations clarified that the present method reconstructs the original wave-front under the constraint of the surface-consistency condition and then that the prior information is useful for expanding the region where the MPM estimate reconstructs the original wave-fronts with high accuracy under the constraint of the surface-consistency condition. Also, we investigated the dynamic property of the present method based on time evolution of the mean square error. We found that the present method succeeds in reconstructing original wave-front in adaptive optics more smoothly with the increase in a parameter corresponding to the absolute temperature.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Phase Unwrapping / Statistical Mechanics of Information / Monte Carlo Simulation
Paper # NLP2012-12
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Conference Information
Committee NLP
Conference Date 2012/4/12(1days)
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Registration To Nonlinear Problems (NLP)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Statistical Mechanics of Phase Unwrapping Using the Q-Ising Model
Sub Title (in English)
Keyword(1) Phase Unwrapping
Keyword(2) Statistical Mechanics of Information
Keyword(3) Monte Carlo Simulation
1st Author's Name Yohei SAIKA
1st Author's Affiliation Department of Information and Computer Engineering()
2nd Author's Name Tatsuya UEZU
2nd Author's Affiliation Department of Physics, Nara Women's University
Date 2012-04-20
Paper # NLP2012-12
Volume (vol) vol.112
Number (no) 6
Page pp.pp.-
#Pages 5
Date of Issue