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Numerical developments for short-pulsed Near Infra-Red laser spectroscopy. Part II: inverse treatment
Authors:Joan Boulanger
Institution:Groupe de Recherche en Ingénierie des Procédés et Systèmes, Département des Sciences Appliquées Université du Québec à Chicoutimi, 555 Boulevard de l'Université, Chicoutimi, Québec, Canada G7H 2B1
Abstract:Indirect optical spectroscopy or tomography, that is, mapping of optical properties in scattering and absorption inside a medium given a set of measurements at the boundaries, is highly dependent on the radiative transfer model used to track radiative energy propagation in semi-transparent materials. In the first part of this study, a numerical tool adapted for treating radiative transfer in the frame of short-pulsed laser beam interaction with non-homogeneous matter has been presented. In this paper, it is intended to show how such numerical tools can undergo inversion through adjoint treatment or reverse differentiation.Adjoint models, as well as reverse differentiation, are used in order to allow an efficient computation of the gradient, in the unknown optical parameters space, of an objective or cost function estimating the residual between data obtained at the boundary and predictions by numerical simulations. This gradient is a crucial indication as to update, through line minimization, the set of internal optical properties of the medium.First, the theoretical background of the inverse treatments, both reverse differentiation and adjoint model, for the transient radiative transfer equation model introduced in Part I is developed. Second, different reconstruction configurations are presented. Time-dependent sampling and time filtering effects of the measurements are addressed. Image reconstructions from simulated data are achieved for material phantoms of simple geometry.
Keywords:Optical spectography  Infrared imaging reconstruction  Inverse problem  Adjoint  Reverse differentiation
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