Paper Abstract and Keywords |
Presentation |
2021-06-18 14:30
Construction of discrimination support system using GAN for non-destructive testing images by scanning elastic wave source technique Kyosuke Shimizu, Ayumu Osumi, Youichi Ito (Nihon Univ.) US2021-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We proposed Scanning Airborne Ultrasound Source Technique (SAUA). SAUS is a detecting method of thinning defects generated in thin metal plate using guided waves. The guide wave is diffracted and reflected at the defect position. Therefore the defect position can be identified visually from the guided wave propagation image (Wavefield data) obtained by the proposed method. On the other hand, it is necessary to perform various image processing in order to accurately identify and grasp the area and shape about defects. One of the effective method of image processing is the use of Generative Adversarial Networks (GAN). GAN is one of the image generation methods using machine learning, and by learning features from image data prepared in advance, it is possible to generate and convert image data according to the learned features.
In this study, we are building a system of visually support defect discrimination by extracted defect shape.
At this time, Defect shape is extracted from the wavefield data obtained by the proposed method SAUS by pix2pix that is one of the image generation algorithms using GAN.
In this report, we are trying to generate a simple image that identifies the defect area using GAN for the wavefield data obtained by numerical simulation. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
High-intensity aerial ultrasonic waves / Focus ultrasonic waves / Scanning source method / Nondestructive testing, / GAN / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 67, US2021-11, pp. 18-22, June 2021. |
Paper # |
US2021-11 |
Date of Issue |
2021-06-11 (US) |
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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US2021-11 |
Conference Information |
Committee |
US |
Conference Date |
2021-06-18 - 2021-06-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
US |
Conference Code |
2021-06-US |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Construction of discrimination support system using GAN for non-destructive testing images by scanning elastic wave source technique |
Sub Title (in English) |
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Keyword(1) |
High-intensity aerial ultrasonic waves |
Keyword(2) |
Focus ultrasonic waves |
Keyword(3) |
Scanning source method |
Keyword(4) |
Nondestructive testing, |
Keyword(5) |
GAN |
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1st Author's Name |
Kyosuke Shimizu |
1st Author's Affiliation |
Nihon University (Nihon Univ.) |
2nd Author's Name |
Ayumu Osumi |
2nd Author's Affiliation |
Nihon University (Nihon Univ.) |
3rd Author's Name |
Youichi Ito |
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Nihon University (Nihon Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-06-18 14:30:00 |
Presentation Time |
25 minutes |
Registration for |
US |
Paper # |
US2021-11 |
Volume (vol) |
vol.121 |
Number (no) |
no.67 |
Page |
pp.18-22 |
#Pages |
5 |
Date of Issue |
2021-06-11 (US) |
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