Rm. Larsen et Pc. Hansen, EFFICIENT IMPLEMENTATIONS OF THE SOLA MOLLIFIER METHOD, Astronomy & Astrophysics. Supplement series, 121(3), 1997, pp. 587-598
We describe efficient implementations of the Subtractive Optimally Loc
alized Averages (SOLA) mollifier method for solving linear inverse pro
blems in, e.g., inverse helioseismology. We show that the SOLA method
can be regarded as a constrained least squares problem, which can be s
olved by means of standard ''building blocks'' from numerical linear a
lgebra. We compare the standard implementation of the SOLA algorithm w
ith our new approaches based on bidiagonalization of the kernel matrix
, which allow fast re-computation of the solution when the regularizat
ion parameter or the target function are changed. We also illustrate o
ur methods with an example from helioseismology.