Sonar and Radar Signal Classification: Neural Network Based Approaches - Softcover

Salankar, Suresh; Patre, Balasaheb

Softcover

ISBN 10: 3847340174 ISBN 13: 9783847340171

Verlag: LAP LAMBERT Academic Publishing, 2012

Inhaltsangabe

In recent years neural computing has emerged as a practical technology, with successful applications in many fields. The use of neural networks in pattern classification is becoming increasingly widespread, with applications in signal processing areas such as signal detection and classification. In this book, the signals concerned include sonar and radar ionosphere databases from the research literature. These two data sets are intentionally chosen, because they contain high dimensionality, small sample sized problem and complex decision boundaries due to overlapping clusters. Learning from small sample sized dataset is typically a very difficult problem in the theory of complexity. It is a challenging task even for neural network. We have investigated the neural network based design of an optimal classifier and attempt is made to suggest suitable model by comparative analysis of the designed classifier for pattern classification on standard benchmark databases of sonar and radar ionosphere from the real world systems.

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Über die Autorin bzw. den Autor

Suresh Salankar:Ph.D., SRTM University Nanded. Presently working as Principal, J. L. Chaturvedi College of Engineering, Nagpur, India.Balasaheb Patre:Ph.D., IIT Bombay. Presently working as a Professor and Head, Department of Instrumentation Engineering, SGGS Institute of Engineering and Technology, Nanded, India

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2012
• Sprache: Englisch
• ISBN 10: 3847340174
• ISBN 13: 9783847340171
• Einband: Taschenbuch
• Anzahl der Seiten: 140
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar