A NEW TECHNIQUE FOR DECONVOLUTION OF DATA FROM INSTRUMENTS THAT MAKE INTEGRAL MEASUREMENTS, EG RIMS ON DE-1

Citation
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
Citations number
15
Categorie Soggetti
Astronomy & Astrophysics","Geosciences, Interdisciplinary","Metereology & Atmospheric Sciences
Journal title
ISSN journal
09927689
Volume
11
Issue
10
Year of publication
1993
Pages
889 - 896
Database
ISI
SICI code
0992-7689(1993)11:10<889:ANTFDO>2.0.ZU;2-9
Abstract
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.