Paper Abstract and Keywords |
Presentation |
2019-02-14 14:15
Radar Target Recognition Framework with Convolutional Neural Networks Ryoma Yataka, Kazuki Hirashima, Masashi Shiraishi (MELCO) SANE2018-124 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A Range-Doppler map is generated by processing a distant target signals measured by a radar. However, extracting features from the Range-Doppler map is a difficult problem because it has less discriminative features and high level noises. To overcome this problem, we apply a CNN to extract valid features for high accurate recognition. In our experiments, we found that we can recognize it with a high accuracy of 99% or more in an ideal environment, with an accuracy about 90% under an actual environment. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
radar / radio wave image / range-Doppler map / target recognition / convolutional neural networks / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 441, SANE2018-124, pp. 77-82, Feb. 2019. |
Paper # |
SANE2018-124 |
Date of Issue |
2019-02-06 (SANE) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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SANE2018-124 |
Conference Information |
Committee |
SANE SAT |
Conference Date |
2019-02-13 - 2019-02-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tanegashima Island |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Satellite Application and General |
Paper Information |
Registration To |
SANE |
Conference Code |
2019-02-SANE-SAT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Radar Target Recognition Framework with Convolutional Neural Networks |
Sub Title (in English) |
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radar |
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radio wave image |
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range-Doppler map |
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target recognition |
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convolutional neural networks |
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1st Author's Name |
Ryoma Yataka |
1st Author's Affiliation |
Mitsubishi Electric Corporation (MELCO) |
2nd Author's Name |
Kazuki Hirashima |
2nd Author's Affiliation |
Mitsubishi Electric Corporation (MELCO) |
3rd Author's Name |
Masashi Shiraishi |
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Mitsubishi Electric Corporation (MELCO) |
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Speaker |
Author-1 |
Date Time |
2019-02-14 14:15:00 |
Presentation Time |
25 minutes |
Registration for |
SANE |
Paper # |
SANE2018-124 |
Volume (vol) |
vol.118 |
Number (no) |
no.441 |
Page |
pp.77-82 |
#Pages |
6 |
Date of Issue |
2019-02-06 (SANE) |
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