Jd. Perez et al., A NEW TECHNIQUE FOR DECONVOLUTION OF DATA FROM INSTRUMENTS THAT MAKE INTEGRAL MEASUREMENTS, EG RIMS ON DE-1, Annales geophysicae, 11(10), 1993, pp. 889-896
A general method for deconvolving an unknown function from integral me
asurements is described and applied to data from the instrument RIMS a
board the spacecraft DE-1. The principal features of the method are: 1
. it uses objective criteria based upon fundamental statistical princi
ples, i.e. Bayesian statistics; 2. it provides for insertion of prior
knowledge in a non-prejudicial, explicit manner through the choice of
breakpoints that determine the bicubic spline expansion functions; 3.
it prevents random fluctuations from controlling the fit to the data t
hrough the use of singular value decomposition and the elimination of
small singular values; 4. it guards against the introduction of spurio
us features into the result by including a penalty function and using
the principle of generalized cross validation. Illustrative examples f
rom RIMS data for H+ and O+ show that the method provides enhanced acc
uracy and detail in deconvolving the ion phase space density.