空中超音波を用いた弾性波源走査法による欠陥検出のための敵対的生成ネットワークの適用
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| Published in | 非破壊検査 Vol. 73; no. 7; pp. 274 - 279 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | Japanese |
| Published |
一般社団法人 日本非破壊検査協会
01.07.2024
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| Online Access | Get full text |
| ISSN | 0367-5866 |
| DOI | 10.11396/jjsndi.73.274 |
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| Author | 大隅, 歩 神谷, 大樹 伊藤, 洋一 清水, 鏡介 |
|---|---|
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| References | 11) 清水鏡介, 大隅, 歩, 伊藤洋一 : GANを用いた弾性波源走査法による非破壊検査画像の判別支援システムの構築, 電子情報通信学会技術研究報告, 121(67), pp.18-22, (2021 12) I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville and Y. Bengio : Generative adversarial nets, Proceedings of the 27th International Conference on Neural Information Processing Systems, pp.2672-2680, (2014 3) 大隅, 歩, 浅田裕介, 伊藤洋一 : 強力空中超音波を用いた波源走査法による固体材料の欠陥検出, 電子情報通信学会技術研究報告, 118(353), pp.1-4, (2018 4) A. Osumi, M. Ogita, K. Okitsu and Y. Ito : Detection of crack in a shallow layer of mortar by using a harmonic component of very high intensity aerial ultrasonic waves, Japanese Journal of Applied Physics, 56, (2017 2) K. Shimizu, A. Osumi and Y. Ito : Non-destructive testing of metal plates by guided wave propagation image using scanning sound source technique and airborne ultrasound phased array with suppressed grating lobe generation, Acoustical Science and Technology, 44(6), pp.431-441, (2023 5) A. Osumi, K. Yamada and Y. Ito : Imaging slit in metal plate using aerial ultrasound source scanning and nonlinear harmonic method, Acoustical Science and Technology, 41(6), pp.885-890, (2020 15) 光谷一剛, 山本圭士, 園田 潤, 木本智幸 : レーダ画像およびGANを用いたコンクリート内部欠陥の幾何情報推定, AI・データサイエンス論文集, 1(1), pp.498-507, (2020 7) V. A. Kramb, R. B. Olding, J. R. Sebastian, W. C. Hoppe, D. L. Petricola, J. D. Hoeffel, D. A. Gasper and D. A. Stubbs : Considerations for using phased array ultrasonics in a fully automated inspection system, Review of Progress in Quantitative Nondestructive Evaluation, 23, pp.817-825, American Institute of Physics, (2004 10) 斎藤隆泰, 加藤 毅, 廣瀬壮一 : 時間領域境界要素法で求めた散乱波動場の深層学習と欠陥種別の判定の試み, 非破壊検査, 70(7), pp.272-279, (2021 18) A. Aljohani and N. Alharbe : Generating Synthetic Images for Healthcare with Novel Deep Pix2Pix GAN, Electronics , 11(21), (2022 1) 山田健太, 大隅, 歩, 伊藤洋一 : 非線形空中超音波励起による高調波ガイド波の3次元数値シミュレーション, 電子情報通信学会技術研究報告, 120(12), pp.1-5, (2020 6) A. Osumi, K. Yamada, Y. Asada and Y. Ito : Harmonic imaging of a defect in a flat plate using a guided wave generated by a high intensity aerial ultrasonic wave, Japanese Journal of Applied Physics, 58, (2019 17) O. Ronneberger, P. Fischer and T. Brox : U-Net: Convolutional Networks for Biomedical Image Segmentation, Medical Image Computing and Computer-Assisted Intervention, 9351, pp.234-241, (2015 8) B. Kohler and F. Schubert : Optical detection of elastodynamic fields of ultrasonic transducers, Ultrasonics, 40, pp.741-745, (2002 9) S. Yashiro, J. Takatsubo, H. Miyauchi and N. Toyama : A novel technique for visualizing ultrasonic waves in general solid media by pulsed laser scan, NDT & E International, 41(2), pp.137-144, (2008 13) P. Isola, J. Y. Zhu, T. Zhou and A. A. Efros : Image-to-image translation with conditional adversarial networks, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.1125-1134, (2017 16) 福岡知隆, 南 貴大, 浦田 渡, 藤生 慎, 高山純一 : 深層学習による橋梁点検のためのPix2Pixによる疑似訓練データ作成, 土木学会論文集 F4 (建設マネジメント), 75(2), pp.27-35, (2019 14) 中畑和之, 都築幸乃, 牧田直行, 林 恭平, 丸山泰蔵 : 機械学習機械学習による界面補間を援用した二層体に対するアレイ超音波イメージング, AI・データサイエンス論文集, 2(2), pp.466-474, (2021 |
| References_xml | – reference: 3) 大隅, 歩, 浅田裕介, 伊藤洋一 : 強力空中超音波を用いた波源走査法による固体材料の欠陥検出, 電子情報通信学会技術研究報告, 118(353), pp.1-4, (2018) – reference: 5) A. Osumi, K. Yamada and Y. Ito : Imaging slit in metal plate using aerial ultrasound source scanning and nonlinear harmonic method, Acoustical Science and Technology, 41(6), pp.885-890, (2020) – reference: 12) I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville and Y. Bengio : Generative adversarial nets, Proceedings of the 27th International Conference on Neural Information Processing Systems, pp.2672-2680, (2014) – reference: 18) A. Aljohani and N. Alharbe : Generating Synthetic Images for Healthcare with Novel Deep Pix2Pix GAN, Electronics , 11(21), (2022) – reference: 7) V. A. Kramb, R. B. Olding, J. R. Sebastian, W. C. Hoppe, D. L. Petricola, J. D. Hoeffel, D. A. Gasper and D. A. Stubbs : Considerations for using phased array ultrasonics in a fully automated inspection system, Review of Progress in Quantitative Nondestructive Evaluation, 23, pp.817-825, American Institute of Physics, (2004) – reference: 15) 光谷一剛, 山本圭士, 園田 潤, 木本智幸 : レーダ画像およびGANを用いたコンクリート内部欠陥の幾何情報推定, AI・データサイエンス論文集, 1(1), pp.498-507, (2020) – reference: 10) 斎藤隆泰, 加藤 毅, 廣瀬壮一 : 時間領域境界要素法で求めた散乱波動場の深層学習と欠陥種別の判定の試み, 非破壊検査, 70(7), pp.272-279, (2021) – reference: 2) K. Shimizu, A. Osumi and Y. Ito : Non-destructive testing of metal plates by guided wave propagation image using scanning sound source technique and airborne ultrasound phased array with suppressed grating lobe generation, Acoustical Science and Technology, 44(6), pp.431-441, (2023) – reference: 6) A. Osumi, K. Yamada, Y. Asada and Y. Ito : Harmonic imaging of a defect in a flat plate using a guided wave generated by a high intensity aerial ultrasonic wave, Japanese Journal of Applied Physics, 58, (2019) – reference: 11) 清水鏡介, 大隅, 歩, 伊藤洋一 : GANを用いた弾性波源走査法による非破壊検査画像の判別支援システムの構築, 電子情報通信学会技術研究報告, 121(67), pp.18-22, (2021) – reference: 13) P. Isola, J. Y. Zhu, T. Zhou and A. A. Efros : Image-to-image translation with conditional adversarial networks, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.1125-1134, (2017) – reference: 1) 山田健太, 大隅, 歩, 伊藤洋一 : 非線形空中超音波励起による高調波ガイド波の3次元数値シミュレーション, 電子情報通信学会技術研究報告, 120(12), pp.1-5, (2020) – reference: 16) 福岡知隆, 南 貴大, 浦田 渡, 藤生 慎, 高山純一 : 深層学習による橋梁点検のためのPix2Pixによる疑似訓練データ作成, 土木学会論文集 F4 (建設マネジメント), 75(2), pp.27-35, (2019) – reference: 9) S. Yashiro, J. Takatsubo, H. Miyauchi and N. Toyama : A novel technique for visualizing ultrasonic waves in general solid media by pulsed laser scan, NDT & E International, 41(2), pp.137-144, (2008) – reference: 17) O. Ronneberger, P. Fischer and T. Brox : U-Net: Convolutional Networks for Biomedical Image Segmentation, Medical Image Computing and Computer-Assisted Intervention, 9351, pp.234-241, (2015) – reference: 4) A. Osumi, M. Ogita, K. Okitsu and Y. Ito : Detection of crack in a shallow layer of mortar by using a harmonic component of very high intensity aerial ultrasonic waves, Japanese Journal of Applied Physics, 56, (2017) – reference: 14) 中畑和之, 都築幸乃, 牧田直行, 林 恭平, 丸山泰蔵 : 機械学習機械学習による界面補間を援用した二層体に対するアレイ超音波イメージング, AI・データサイエンス論文集, 2(2), pp.466-474, (2021) – reference: 8) B. Kohler and F. Schubert : Optical detection of elastodynamic fields of ultrasonic transducers, Ultrasonics, 40, pp.741-745, (2002)） |
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| Title | 空中超音波を用いた弾性波源走査法による欠陥検出のための敵対的生成ネットワークの適用 |
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