Estimating the deep solar meridional circulation using magnetic observations and a dynamo model: a variational approach
| Autor: | Hung, Ching Pui, Jouve, Laurène, Brun, Allan Sacha, Fournier, Alexandre, Talagrand, Olivier |
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| Rok vydání: | 2017 |
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| Druh dokumentu: | Working Paper |
| DOI: | 10.1088/0004-637X/814/2/151 |
| Popis: | We show how magnetic observations of the Sun can be used in conjunction with an axisymmetric flux-transport solar dynamo model in order to estimate the large-scale meridional circulation throughout the convection zone. Our innovative approach rests on variational data assimilation, whereby the distance between predictions and observations (measured by an objective function) is iteratively minimized by means of an optimization algorithm seeking the meridional flow which best accounts for the data. The minimization is performed using a quasi-Newton technique, which requires the knowledge of the sensitivity of the objective function to the meridional flow. That sensitivity is efficiently computed via the integration of the adjoint flux-transport dynamo model. Closed-loop (also known as twin) experiments using synthetic data demonstrate the validity and accuracy of this technique, for a variety of meridional flow configurations, ranging from unicellular and equatorially symmetric to multicellular and equatorially asymmetric. In this well-controlled synthetic context, we perform a systematic study of the behavior of our variational approach under different observational configurations, by varying their spatial density, temporal density, noise level, as well as the width of the assimilation window. We find that the method is remarkably robust, leading in most cases to a recovery of the true meridional flow to within better than 1%. These encouraging results are a first step towards using this technique to i) better constrain the physical processes occurring inside the Sun and ii) better predict solar activity on decadal time scales. Comment: Published in ApJ 814, 151. 23 pages, 16 figures. 1 AIM/SAp Paris-Saclay, F-91191 Gif-Sur-Yvette, France, 2 Institut de Physique du Globe de Paris, F-75005 Paris, France, 3 Universit\'{e} de Toulouse, Institut de Recherche en Astrophysique et Plan\'{e}tologie, F-31028 Toulouse, France, 4 Laboratoire de m\'{e}t\'{e}orologie dynamique, Ecole Normale Sup\'{e}rieure, Paris, France |
| Databáze: | arXiv |
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