Yoshiro Suzuki

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deep learning nonlinear problem multiscale analysis cnn 1d-cnn lstm non-destructive testing ultrasonic mathematical model electrostatic induction laminates sensors monitoring current conductors impact damage composite aircraft lightning protection skin real-time load monitoring 毎フライト検査抵抗加熱衝撃損傷層間はく離 cfrp 電気抵抗変化法 machine learning heat conduction problem seamless-domain method (sdm) seamless domain method (sdm) heat conduction heterogeneous material 剛性最大化 topology optimization マルチスケール解析 multiscale

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Yoshiro Suzuki

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Multiscale analysis using convolutional neural network

Topology optimization using convolutional neural network

English nonlinear multiscale analysis 20181207

Japanese nonlinear multiscale analysis 20181207

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

Smart lightning protection skin for realtime load monitoring of composite aircraft structures under multiple impacts

Collision monitoring of foreign object on cfrp laminate utilizing electrostatic induction

Deep learning ultrasonic