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Home >People >Yoshiro Suzuki > _

鈴木 良郎

助教・工学博士

東京工業大学 工学院 機械系 機械コース

※2016年4月から所属先が変わりました

   

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■研究分野

人工知能,ディープラーニング,マルチスケール解析,非破壊検査,複合材料

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■研究テーマ

ディープラーニング × 機械工学            (c)todoroki lab.


ディープラーニング × 医療                 (c)todoroki lab.


脳科学 × 機械工学                         (c)todoroki lab.


マルチスケール数値解析                  (c)todoroki lab.


複合材製航空機の荷重センサ            (c)todoroki lab.


抵抗変化法によるCFRPの損傷検出     (c)todoroki lab.

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■略歴

2009.3 東京工業大学工学部機械宇宙学科 修了

2010.9 東京工業大学大学院理工学研究科機械物理工学専攻修士課程 修了

  (副専門:東京工業大学大学院 イノベーションマネジメント研究科 技術経営専攻)

2011.1-5 Department of Mechanical and Aerospace Engineering at the University of Florida, Short-term scholar

2012.3 東京工業大学大学院理工学研究科機械物理工学専攻博士後期課程 修了

  博士論文「抵抗加熱利用の電気抵抗変化法による複合材製航空機の全域損傷モニタリング」

2012.4〜 助教・東京工業大学大学院理工学研究科機械物理工学専攻 轟,水谷研究室

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■外部資金

(1) 日本学術振興会 特別研究員(ただし,博士課程早期卒業のため辞退)

(2) 2013〜16年 科学研究費 若手研究(B)

    「耐雷用シールドを利用した二段階電気抵抗変化法による複合材製旅客機の衝撃損傷検査」
(3) 2013年 日新製糖奨学育英基金研究資金

    「有限非均質要素法によるマルチスケール構造解析法の開発」
(4) 2014年 東京工業大学基金 研究の種発掘支援

    「Seamless Domain Method: 次世代マルチスケール解析技術の創出」
(5) 2017年〜 科学研究費 若手研究(B)

    「人工知能と数値解析の融合:ニューラルネットワークに基づくマルチスケール解析」
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■所属学会

・ 日本計算工学会

・ 日本機械学会

・ 日本複合材料学会

・ 日本非破壊検査協会

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■研究歴

(1) 2009年〜2012年(東京工業大学にて)

(2) 2011年1月〜5月(米国フロリダ大学にて)

    トラス構造のトポロジー最適設計における決定論的設計と確率設計の比較

(3) 2011年6月〜2014年3月(東京工業大学にて)

(4) 2013年4月〜(東京工業大学にて)

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■賞歴

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■学術誌掲載論文

※鈴木が筆頭著者でない論文は こちら に記載しました.

(1) 抵抗温度特性変化を利用したCFRP平板の統計的層間はく離検出
日本機械学会論文集A編,日本機械学会,076巻,767号,pp. 961-967,2010.
鈴木良郎,轟章,高橋航圭,水谷義弘,松崎亮介

(2) 健全データ学習不要の電気抵抗変化法によるCFRP平板の統計的損傷検出
日本機械学会論文集A編,日本機・EEEEB学会,077巻,773号,pp. 181-189,2011.
鈴木良郎,轟章,水谷義弘,松崎亮介

(3) Impact Damage Detection in laminated Carbon Fiber Reinforced Polymers by the SI-F Method Using Resistance-Temperature Characteristics
Journal of Solid Mechanics and Materials Engineering, Vol. 5, No. 1, pp. 33-43, 2011.
Yoshiro Suzuki,Akira Todoroki,Yoshihiro Mizutani,Ryosuke Matsuzaki

(4) Impact-damage visualization in CFRP by resistive heating: Development of a new detection method for indentations caused by impact loads
Composites Part A, Vol. 43, pp. 53-64, 2012.
Yoshiro Suzuki,Akira Todoroki,Ryosuke Matsuzaki,Yoshihiro Mizutani

(5) Indentation-damage visualization in CFRP by resistive heating: Analytical verification of the inspection of aircraft using its lightning protection systems
Journal of Solid Mechanics and Materials Engineering, Vol. 6, No.3, pp. 213-226, 2012.
Yoshiro Suzuki,Akira Todoroki,Ryosuke Matsuzaki,Yoshihiro Mizutani

(6) Analytical benchmark example for risk allocation in structural optimization
Structual multidisciplinary optimization, Vol. 50, Issue 1, pp. 1-7, 2014.
Yoshiro Suzuki,Raphael T. Haftka

(7) Finite heterogeneous element method using sliced microstructures for linear elastic analysis
International Journal for Numerical Methods in Engineering, Vol. 98, Issue 10, pp. 703-720, 2014.
Yoshiro Suzuki

(8) Smart lighting protection skin using QTC pills for aircraft realtime load monitoring
Journal of Solid Mechanics and Materials Engineering, Vol.1, No.4, pp. 1-11, 2014.
Yoshiro Suzuki,Toyoaki Suzuki, Akira Todoroki, Yoshihiro Mizutani

(9) Smart lightning protection skin for real-time load monitoring of composite aircraft structures under multiple impacts
Composites Part A: Applied Science and Manufacturing, Vol. 67, pp. 44-54, 2014.
Yoshiro Suzuki,Toyoaki Suzuki, Akira Todoroki, Yoshihiro Mizutani

(10) Seamless-domain method: a meshfree multiscale numerical analysis
International Journal for Numerical Methods in Engineering, 2016, Vol. 106, Issue 4, pp. 243-277, 2016.
Yoshiro Suzuki, Kosuke Soga

(11) Multiscale seamless-domain method for linear elastic analysis of heterogeneous materials
International Journal for Numerical Methods in Engineering, Vol. 105, Issue 8, pp. 563-598, 2016.
Yoshiro Suzuki

(12) Three-scale modeling of laminated structures employing the seamless-domain method
Composite structures, Vol. 142, Issue 10, pp. 167-186, 2016.
Yoshiro Suzuki

(13) Multiscale seamless-domain method for solving nonlinear heat conduction problems without iterative multiscale calculations
JSME Mechanical Engineering Journal, Vol. 3, No. 4, pp. 15-00491-15-00491, 2016.
Yoshiro Suzuki,Akira Todoroki,Yoshihiro Mizutani

(14) Multiscale seamless-domain method based on dependent variable and dependent-variable gradients
International Journal for Multiscale Computational Engineering, Vol. 14, No. 6, pp. 607-630, 2016.
Yoshiro Suzuki,Masato Takahashi

(15) A domain decomposition technique based on the multiscale seamless-domain method
JSME Mechanical Engineering Journal, Vol. 4, No. 4 pp. 17-00145-17-00145, 2017.
Yoshiro Suzuki

(16) Multiscale seamless-domain method for solving nonlinear problems using statistical estimation methodology
International Journal for Numerical Methods in Engineering, Vol. 113, Issue 3, pp. 534-559, 2018.
Yoshiro Suzuki

(17) Neural network-based discretization of nonlinear differential equations
Neural Computing and Applications, 2017, pp. 1-16.
Yoshiro Suzuki

(18) Unsteady Analysis of a Heterogeneous Material Using the Multiscale Seamless-Domain Method
International Journal for Multiscale Computational Engineering, 16(3):245-266 (2018)
Yoshiro Suzuki, Masato Takahashi, Akira Todoroki, Yoshihiro Mizutani

著者の所属・職階

  • 鈴木良郎 (Yoshiro Suzuki): 東京工業大学/助教

  • 轟 章  (Akira Todoroki): 東京工業大学/教授

  • 水谷義弘 (Yoshihiro Mizutani): 東京工業大学/准教授

  • 松崎亮介 (Ryosuke Matsuzaki): 東京理科大学/講師

  • 高橋航圭 (Kosuke Takahashi): 北海道大学/准教授


■国際会議論文

(1) Yoshiro Suzuki, Akira Todoroki, Kosuke Takahashi, Yoshihiro Mizutani, Ryosuke Matsuzaki, Delamination detection in CFRP plates using statistical analysis of temperature characteristic of resistance, 7th Korea-Japan Joint Symposium on Composite Materials, pp. 219-220, (September, 2009), (Ishikawa, Japan).

(2) Yoshiro Suzuki, Akira Todoroki, Kosuke Takahashi, Yoshihiro Mizutani, Ryosuke Matsuzaki, Damage detection in CFRP plates using statistical analysis of temperature characteristic of resistance, 13th APCNDT, pp. 215, (November, 2009), (Kanagawa, Japan).

(3) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Ryosuke Matsuzaki, Damage detection in CFRP using statistical analysis of temperature characteristic of resistance, 11th Japan International SAMPE Symposium & Exhibition JISSE, CD-ROM No. SMS-2-2, (November, 2009), (Tokyo, Japan).

(4) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Ryosuke Matsuzaki, Unsupervised damage detection in CFRP structures using statistical analysis of temperature characteristic of resistance, 14th US-Japan Conference on Composite Materials, pp. 1028-37, (September, 2010), (Ohio, U.S.A).

(5) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Ryosuke Matsuzaki, Unsupervised detection of impact damage in graphite/polymer composites using statistical analysis of change in temperature characteristic of resistance, Asian Conference on Mechanics of Functional Materials and Structures (ACMFMS 2010), pp. 39-42, (October, 2010), (Nanjing, China).

(6) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Ryosuke Matsuzaki, Unsupervised delamination detection in CFRP plates using statistical analysis of change in temperature characteristic of resistance, Asia-Pacific Workshop on Structural Health Monitoring (APWSHM), No. 2B13, (December, 2010), (Tokyo, Japan).

(7) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Impact damage visualization by resistive heating using lightning protection system for CFRP aircraft, International Conference on Advanced Technology in Experimental Mechanics 2011 (ATEM'11), CD-ROM No. OS08F028, (September, 2011), (Kobe, Japan).

(8) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Diagnosis for CFRP aircraft by Joule heating using lightning protection system, 12th Japan International SAMPE Symposium & Exhibition JISSE, CD-ROM No. STU-4, (November, 2011), (Tokyo, Japan), (Best student paper award受賞).

(9) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Ryosuke Matsuzaki, Full-filed detection of impact damage in CFRP aircraft by electric heating, 8th Korea-Japan Joint Symposium on Composite Materials, pp. 141-142, (November, 2011), (Changwon, Korea), (Best Paper Award受賞).

(10) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Impact-damage detection available for A check maintenance for CFRP airplanes by selective resistive heating, 9th Joint Canada-Japan Workshop on Composites, (July-August, 2012), (Kyoto, Japan).

(11) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Rapid diagnosis for graphite composite airplanes by making use of indentation damage as a marker of impact damage, 27th American Society for Composites (ASC), (October, 2012), (Texas, US).

(12) Yoshiro Suzuki, Multiscale seamless domain method for linear elastic and steady temperature problems, The International Conference on Computational Methods (ICCM), (July, 2014), (Cambridge, England).

(13) Yoshiro Suzuki, Multiscale Seamless Domain Method for Linear and Nonlinear analyses of Heterogeneous materials, 13th US National Congress on Computational Mechanics (USNCCM), (July, 2015), (San Diego, US).

(14) Yoshiro Suzuki, Akira Todoroki, Yoshihiro Mizutani, Multiscale Seamless-Domain Analysis for Multilayered Structures and Heterogeneous Materials , M&M International Symposium for Young Researchers, (August, 2016), (NY, USA).

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