Title :
A POSTERIORI ERROR ESTIMATION IN BIOMEDICAL IMAGING
Author_Institution :
Dept. of Math. Sci., NTNU, Trondheim
Abstract :
We present an adaptive hybrid FEM/FDM method for an inverse scattering problem in scanning acoustic microscopy with a special focus on new application in medical imaging. The problem takes the form of reconstructing an unknown sound velocity c(x) from boundary displacement data measured in acoustic microscopy in order to obtain the pathological defects in bone. The inverse problem is formulated as an optimal control problem, where we solve the equations of optimality expressing stationarity of an associated Lagrangian by a quasi-Newton method. We present a posteriori error estimate for the error in the Lagrangian which couples residuals of the computed solution to weights of the reconstruction obtained by solving and associated linearized problem for the Hessian of the Lagrangian. The performance of the adaptive hybrid method and usefulness of the a posteriori error estimator are illustrated in numerical examples
Keywords :
Newton method; adaptive optics; biomedical optical imaging; error statistics; finite difference methods; finite element analysis; inverse problems; a posteriori error estimation; adaptive hybrid FEM/FDM method; biomedical imaging; boundary displacement; inverse problem; inverse scattering problem; quasiNewton method; scanning acoustic microscopy; Acoustic applications; Acoustic measurements; Biomedical acoustics; Biomedical imaging; Biomedical measurements; Error analysis; Image reconstruction; Inverse problems; Lagrangian functions; Microscopy;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2007. ISBI 2007. 4th IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
1-4244-0672-2
Electronic_ISBN :
1-4244-0672-2
DOI :
10.1109/ISBI.2007.357116