zur Startseite der DMG-Lib
Home  · Übersicht  · Kontakt  ·

Erweiterte Suche   Mechanismensuche

Multi-Mode Radar Target Detection and Recognition Using Neural Networks : Identificazione e riconoscimento dell'obiettivo con radar multi modale utilizzando reti neurali, in: International Journal of Advanced Robotic Systems

thumbnail
Dokument öffnen (benötigt JavaScript)   Dokument öffnen

Allgemeine Angaben

Autor Briones, Janette C.; Flores, Benjamin; Cruz-Cano, Raul
Erschienen  InTech Open Access Publisher, 2012
Ausgabe  
Umfang  
ISBN
Kurzbeschreibung In typical radar systems, the process of
recognizing a target requires human involvement. This
human element makes radar systems not fully reliable due
to unstable performance that varies between operators.
This paper describes an intelligent radar system which
addresses this problem in a border surveillance
environment. The proposed radar system is capable of
automatically detecting and then classifying different
targets using an artificial neural network trained with the
Levenberg‐Marquardt algorithm. The training and test sets
presented to the neural network are composed by
high‐resolution Inverse Synthetic Aperture Radar pictures
obtained by the radar’s detection module. Simulation
results show that the intelligent radar system can reliably
detect and distinguish the different objectives. Moreover,
the radar system can outperform human operators and
another radar system that deals with similar objectives.
These results indicate that future intelligent systems can
potentially replace human radar operators in this critical
security setting.
Sammlungen
Zeitschriftenartikel
ab 2000
Übergeordnete Werke
 
no fulltext found International Journal of Advanced Robotic Systems
Autor: Ottaviano, Erika; Ceccarelli, Marco; Husty, Manfred; Yu, Sung-Hoon; Kim, Yong-Tae; Park, Chang-Woo; Hyun, Chang-Ho; Chen, Xiulong; Feng, Weiming; Sun, Xianyang; Gao, Qing; Grigorescu, Sorin M.; Pozna, Claudiu; Liu, Wanli; Zhankui, Wang; Guo, Meng; Fu, Guoyu; Zhang, Jin; Chen, Wenyuan; Peng, Fengchao; Yang, Pei; Chen, Chunlin; Ding, Rui; Yu, Junzhi; Yang, Qinghai; Tan, Min; Polden, Joseph; Pan, [...]
Erschienen: 2004
Verknüpfte Datensätze
Dokumente: International Journal of Advanced Robotic Systems
Permanentlinks
DMG-Lib FaviconDMG-Lib https://www.dmg-lib.org/dmglib/handler?docum=33588009
Europeana FaviconEuropeana  http://www.europeana.eu/portal/record/null.html
PDF FaviconPDF  Multi-Mode Radar Target Detection and Recognition Using Neural Networks
Datenbereitsteller
UCAUniv. Cassino  http://webuser.unicas.it/weblarm/larmindex.htm
Verwaltungsinformationen
Publikationsdatum 2012
Lizenzinformation Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License

×