© The Institution of Electronic and Radio Engineers
Methods are presented for identifying object classes from a limited number of radar measurements. The radar measurements are the backscattered signal amplitudes at up to twelve harmonically related frequencies in the lower portion of the object's response spectrum. These amplitudes constitute a set of features upon which classification is based.The maximum and average probabilities of misclassification are computed for various classes represented by test samples corrupted by Gaussian noise. Various methods are derived which reduce classification errors.Results are presented which demonstrate that reliable classification can be obtained in the presence of noise.
References
-
-
1)
-
Repjar, , Andrew, G.: `The Linear Separability of Multiple-frequency Radar Returns, with Applications to Target Classification', Report 2768-5, 16 November 1970, prepared under Grant AFOSR-69-1710A for Air Force Office of Scientific Research.
-
2)
-
E.M. Kennaugh ,
D.L. Moffat
.
(1966)
The Use of Transient and Impulse Response Approximations in Electromagnetic Scattering Problems, Antenna and Scattering Theory; Recent Advances.
-
3)
-
W.G. Wee
.
Generalized inverse approach to adaptive multiclass pattern classification.
IEEE Trans. on Computers
,
12 ,
1157 -
1163
-
4)
-
G. Nagy
.
State of the art in pattern recognition.
Proc. IEEE
,
5 ,
836 -
862
-
5)
-
G.S. Sebestyen
.
(1962)
, Decision-making Processes in Pattern Recognition.
-
6)
-
Y.C. Ho ,
R.L. Kashyap
.
An algorithm for linear inequalities and its applications.
IEEE Trans. on Computers
,
5 ,
683 -
688
-
7)
-
R.M. Lewis
.
Physical optics inverse diffraction.
IEEE Trans. on Antennas and Propagation
,
3 ,
308 -
314
-
8)
-
F.W. Smith
.
Pattern classifier design by linear programming.
IEEE Trans. on Computers
,
4 ,
367 -
372
-
9)
-
Chaplin, W.G., Levadi, V.S.: `A generalization of the linear threshold decision algorithm to multiple classes', Proc. of Conf. on Computer and Information Sciences II, 1967, New York, Academic Press, p. 337–355.
http://iet.metastore.ingenta.com/content/journals/10.1049/ree.1975.0030
Related content
content/journals/10.1049/ree.1975.0030
pub_keyword,iet_inspecKeyword,pub_concept
6
6