Title :
A homotopy regularization method for nonlinear ill-posed problems
Author :
Fu, Hongsun ; Han, Bo
Author_Institution :
Dept. of Math., Dalian Maritime Univ., Dalian, China
Abstract :
We report on a new method for nonlinear ill-posed operator equation in Hilbert spaces. Based on the principle of the homotopy method, a new functional is introduced to replace the Tikhonov functional. The minimizer of this replacement functional will constitute a continuous curve connecting the initial value with the approximate solution of the original problem. Following the curve by using the numerical continuation method, with local linearization as the basic iteration, we can Anally obtain the approximate solution. As a practical application, we present numerical results for the reconstruction of activity function in Single Photon Emission Tomography.
Keywords :
Hilbert spaces; nonlinear equations; single photon emission computed tomography; Hilbert spaces; Tikhonov functional; continuous curve; homotopy regularization method; local linearization; nonlinear ill-posed operator equation; numerical continuation method; single photon emission tomography; Approximation methods; Attenuation; Equations; Image reconstruction; Inverse problems; Iterative methods; Optimization; Homotopy; Nonlinear ill-posed problems; Regularization method;
Conference_Titel :
Multimedia Technology (ICMT), 2011 International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-61284-771-9
DOI :
10.1109/ICMT.2011.6002514