Title :
A variational approach for optimal diffusivity identification in firns
Author :
Witrant, Emmanuel ; Martinerie, Patricia
Author_Institution :
Syst. & Control Dept., GIPSA-Lab. (UJF/CNRS), France
Abstract :
Trace gas measurements in interstitial air from polar firn allow to reconstruct their atmospheric concentration time trends over the last 50 to 100 years. This provides a unique way to reconstruct the recent anthropogenic impact on atmospheric composition. Converting depth-concentration profiles in firn into atmospheric concentration histories requires models of trace gas transport in firn. A fundamental parameter of these models is firn diffusivity. Here we propose a new method to evaluate the diffusivity of polar firns using automatic control analysis techniques. More precisely, the diffusivity identification is formulated as an optimization problem in terms of partial differential equations (PDE). The proposed theorems generally apply to transport phenomena in non-homogeneous media (space-dependent coefficients), a variational approach is proposed and the optimization problem is solved with an adjoint-based gradient-descent algorithm.
Keywords :
atmospheric composition; atmospheric techniques; proxy records (geophysical); variational techniques; adjoint-based gradient-descent algorithm; atmospheric composition; atmospheric concentration time trends; automatic control analysis techniques; depth-concentration profiles; firn diffusivity; interstitial air; optimal diffusivity identification; optimization problem; partial differential equations; polar firn; space-dependent coefficients; trace gas measurements; variational approach; Atmospheric measurements; Atmospheric modeling; Ice; Mathematical model; Optimization; Sea measurements; Snow;
Conference_Titel :
Control & Automation (MED), 2010 18th Mediterranean Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-8091-3
DOI :
10.1109/MED.2010.5547755