DocumentCode :
1482151
Title :
Limitations of Regularization Methods for the Reconstruction of Electron Velocity Distribution Function
Author :
Saghir, Ahmed El ; Shannon, Steven
Author_Institution :
Dept. of Nucl. Eng., North Carolina State Univ., Raleigh, NC, USA
Volume :
39
Issue :
4
fYear :
2011
fDate :
4/1/2011 12:00:00 AM
Firstpage :
1034
Lastpage :
1037
Abstract :
The extraction of electron energy distribution functions (EEDFs) from Langmuir probe data is a discrete ill-posed problem. This problem rises due to the integral relationship between electron current and the probe voltage known as the Druyvesteyn relation. There have been a number of methods for the solution of this ill-posed problem ranging from data smoothing to a priori solution conditioning. Such methods include truncated singular value decomposition, truncated generalized singular value decomposition, and various regularization techniques. When these methods are extended to solve for similar integral relationships between electron current and electron distributions, complications arise due to their slightly different integral characteristics. For example, the electron velocity distribution function (EVDF) presents a similar ill-posed integral relationship. However, the EVDF integral presents an additional complication of rank deficiency that can` make accurate solutions of the inverse problem extremely challenging. In this paper, the ill-posed and rank deficiency problems of EEDF and EVDF reconstructions, respectively, are compared to highlight these challenges.
Keywords :
Langmuir probes; current distribution; plasma transport processes; singular value decomposition; statistical distributions; EEDF reconstruction; EVDF integral; EVDF reconstruction; Langmuir probe; a priori solution conditioning; data smoothing; discrete ill-posed problem; electron current distribution; electron energy distribution function; electron velocity distribution function; rank deficiency problem; regularization methods; truncated generalized singular value decomposition; Distribution functions; Eigenvalues and eigenfunctions; Kernel; Plasmas; Probes; Signal to noise ratio; Transmission line matrix methods; Electron energy distribution function (EEDF); Tikhonov regularization; electron velocity distribution function (EVDF); ill-posed problems;
fLanguage :
English
Journal_Title :
Plasma Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0093-3813
Type :
jour
DOI :
10.1109/TPS.2011.2125970
Filename :
5739534
Link To Document :
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