Realization and Comparison of Several Regression Algorithms for Electron Energy Spectrum Reconstruction
LI Gui, LIN Hui2, WU Ai-Dong1,3, SONG Gang1, WU Yi-Can1
1Institute of Plasma Physics, Chinese Academy of Sciences, PO Box 1126, Hefei 2300312Colleges of Science, Hefei University of Technology, Hefei 2300293Departments of Radiotherapy, Anhui Provincial Hospital, Hefei 230001
Realization and Comparison of Several Regression Algorithms for Electron Energy Spectrum Reconstruction
LI Gui, LIN Hui2, WU Ai-Dong1,3, SONG Gang1, WU Yi-Can1
1Institute of Plasma Physics, Chinese Academy of Sciences, PO Box 1126, Hefei 2300312Colleges of Science, Hefei University of Technology, Hefei 2300293Departments of Radiotherapy, Anhui Provincial Hospital, Hefei 230001
摘要To determine the electron energy spectra for medical accelerator effectively, we investigate a nonlinear programming model with several nonlinear regression algorithms, including Levenberg--Marquardt, Quasi--Newton, Gradient, Conjugate Gradient, Newton, Principal-Axis and NMinimize algorithms. The local relaxation-bound method is also developed to increase the calculation accuracy. The testing results demonstrate that the above methods could reconstruct the electron energy spectra effectively. Especially, further with the local relaxation-bound method the Levenberg--Marquardt, Newton and NMinimize algorithms could precisely obtain both the electron energy spectra and the photon contamination. Further study shows that ignoring about 4% photon contamination would increase error greatly, and it also inaccurately makes the electron energy spectra `drift' to the low energy.
Abstract：To determine the electron energy spectra for medical accelerator effectively, we investigate a nonlinear programming model with several nonlinear regression algorithms, including Levenberg--Marquardt, Quasi--Newton, Gradient, Conjugate Gradient, Newton, Principal-Axis and NMinimize algorithms. The local relaxation-bound method is also developed to increase the calculation accuracy. The testing results demonstrate that the above methods could reconstruct the electron energy spectra effectively. Especially, further with the local relaxation-bound method the Levenberg--Marquardt, Newton and NMinimize algorithms could precisely obtain both the electron energy spectra and the photon contamination. Further study shows that ignoring about 4% photon contamination would increase error greatly, and it also inaccurately makes the electron energy spectra `drift' to the low energy.
LI Gui;LIN Hui;WU Ai-Dong;SONG Gang;WU Yi-Can. Realization and Comparison of Several Regression Algorithms for Electron Energy Spectrum Reconstruction[J]. 中国物理快报, 2008, 25(7): 2710-2713.
LI Gui, LIN Hui, WU Ai-Dong, SONG Gang, WU Yi-Can. Realization and Comparison of Several Regression Algorithms for Electron Energy Spectrum Reconstruction. Chin. Phys. Lett., 2008, 25(7): 2710-2713.
2008, Vol. 25 
