SPARSE DISTRIBUTED ASSOCIATIVE MEMORY FOR THE IDENTIFICATION OF AEROSPACE ACOUSTIC SOURCES

Citation
Ea. Scott et al., SPARSE DISTRIBUTED ASSOCIATIVE MEMORY FOR THE IDENTIFICATION OF AEROSPACE ACOUSTIC SOURCES, AIAA journal, 31(9), 1993, pp. 1583-1589
Citations number
15
Categorie Soggetti
Aerospace Engineering & Tecnology
Journal title
ISSN journal
00011452
Volume
31
Issue
9
Year of publication
1993
Pages
1583 - 1589
Database
ISI
SICI code
0001-1452(1993)31:9<1583:SDAMFT>2.0.ZU;2-G
Abstract
A pattern recognition system has been developed to classify five diffe rent serospace acoustic sources. The system consists of one microphone for data acquisition, a preprocessor, a feature selector, and a class ifier. In this paper the performances of an associative memory classif ier and a neural network classifier are compared with the performance of a previously designed system. Source noises are classified using fe atures calculated from the time and frequency domain. Each classifier is trained to classify source noises correctly using a set of known so urces. After training, the classifier is tested with unknown sources. Results show that over 96% of the sources were identified correctly wi th the new associative memory classifier. The neural network classifie r identified over 81% of the sources correctly.