Title :
Sensitivity Calculations for Poisson´s Equation via the Adjoint Field Method
Author :
Aghasi, Alireza ; Miller, Eric L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Tufts Univ., Medford, MA, USA
fDate :
3/1/2012 12:00:00 AM
Abstract :
Adjoint field methods are both elegant and efficient for calculating sensitivity information required across a wide range of physics-based inverse problems. In this letter, we provide a unified approach to the derivation of such methods for problems whose physics are provided by Poisson´s equation. Unlike existing approaches in the literature, we consider in detail and explicitly the role of general boundary conditions in the derivation of the associated adjoint-field-based sensitivities. We highlight the relationship between the adjoint field computations required for both gradient decent and Gauss-Newton approaches to image formation. Our derivation is based on standard results from vector calculus coupled with transparent manipulation of the underlying partial different equations, thereby making the concepts employed in this letter easily adaptable to other systems of interest.
Keywords :
Poisson equation; calculus; geophysical techniques; partial differential equations; Poisson equation; adjoint field computations; adjoint field method; adjoint-field-based sensitivities; general boundary conditions; image formation; partial different equations; physics-based inverse problems; sensitivity calculations; vector calculus; Conductivity; Image reconstruction; Inverse problems; Poisson equations; Sensitivity; Tomography; Adjoint field method; Poisson´s equation; sensitivity;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2011.2164052