DocumentCode :
513311
Title :
Estimation and application of discrete spectrum of relaxations for electromagnetic induction responses
Author :
Wei, Mu-Hsin ; Scott, Waymond R., Jr. ; McClellan, James H.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
2
fYear :
2009
fDate :
12-17 July 2009
Abstract :
The EMI response of a target can be accurately modeled by a sum of real exponentials. However, it is difficult to obtain the model parameters from measurements when the number of exponentials in the sum is unknown. In this paper, a constrained linear method for estimating the parameters is formulated by enumerating the relaxation parameter space and imposing a nonnegative constraint on the parameters. Using tests on synthetic data and laboratory measurement of known targets the proposed method is shown to provide accurate and stable estimates of the model parameters. The estimated parameters are then used to cluster different targets types for classification.
Keywords :
electromagnetic induction; object detection; pattern classification; remote sensing; discrete spectrum of relaxation frequencies; electromagnetic induction; magnetic polarizability; pattern classification; relaxation parameter space; sum of exponentials; Application software; Dictionaries; Drives; Electromagnetic induction; Electromagnetic interference; Electromagnetic modeling; Frequency estimation; Frequency measurement; Laboratories; Parameter estimation; Electromagnetic induction (EMI); detection; discrete spectrum of relaxation frequencies (DSRF); magnetic polarizabilities; sum of exponentials;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
Type :
conf
DOI :
10.1109/IGARSS.2009.5418012
Filename :
5418012
Link To Document :
بازگشت