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Mechanics of Advanced Materials and Structures Volume 29, 2022 - Issue 2
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Original Articles

Classification and prediction of multidamages in smart composite laminates using discriminant analysis

Asif KhanDepartment of Mechanical, Robotics and Energy Engineering, Dongguk University-Seoul, Seoul, KoreaView further author information
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Heung Soo KimDepartment of Mechanical, Robotics and Energy Engineering, Dongguk University-Seoul, Seoul, KoreaCorrespondence[email protected]
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Pages 230-240 | Received 26 Dec 2019, Accepted 19 Apr 2020, Published online: 13 May 2020

Citations (14)

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Read on this site (2)

Muhammad Muzammil Azad, Sungjun Kim, Yu Bin Cheon & Heung Soo Kim. (2023) Intelligent structural health monitoring of composite structures using machine learning, deep learning, and transfer learning: a review. Advanced Composite Materials 0:0, pages 1-27.
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Ali Maghami & Seyed Mahmoud Hosseini. (2022) Intelligent step-length adjustment for adaptive path-following in nonlinear structural mechanics based on group method of data handling neural network. Mechanics of Advanced Materials and Structures 29:20, pages 2895-2912.
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Articles from other publishers (12)

Qichun Hu, Xiaolong Wei, Hanyi Guo, Haojun Xu, Caizhi Li, Weifeng He & Binbin Pei. (2023) Study on intelligent and visualization method of ultrasonic testing of composite materials based on deep learning. Applied Acoustics 207, pages 109363.
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Asif Khan, Muhammad Muzammil Azad, Muhammad Sohail & Heung Soo Kim. (2023) A Review of Physics-based Models in Prognostics and Health Management of Laminated Composite Structures. International Journal of Precision Engineering and Manufacturing-Green Technology.
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Hyeonho Hwang, Jinwoo Song, Heung Soo Kim & Aditi Chattopadhyay. (2023) Real-time fatigue crack prediction using self-sensing buckypaper and gated recurrent unit. Journal of Mechanical Science and Technology 37:3, pages 1401-1409.
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Yafei Xu, Xingyu Wang, Hongkuan Zhou, Yushan Hou, Bihan Wen, Liuyang Zhang, Ruqiang Yan & Xuefeng Chen. (2022) Real-time terahertz characterization for composite delamination using a lightweight CPU adaptive network. Composites Part B: Engineering 247, pages 110354.
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Seogu Park, Jinwoo Song, Heung Soo Kim & Donghyeon Ryu. (2022) Non-Contact Detection of Delamination in Composite Laminates Coated with a Mechanoluminescent Sensor Using Convolutional AutoEncoder. Mathematics 10:22, pages 4254.
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Haiyan Zhang, Li Peng, Hui Zhang, Ting Zhang & Qi Zhu. (2022) Phased array ultrasonic inspection and automated identification of wrinkles in laminated composites. Composite Structures 300, pages 116170.
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Asif Khan & Heung Soo Kim. (2022) A Brief Overview of Delamination Localization in Laminated Composites. Multiscale Science and Engineering 4:3, pages 102-110.
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Yafei Xu, Hongkuan Zhou, Yuqing Cui, Xingyu Wang, D.S. Citrin, Liuyang Zhang, Ruqiang Yan & Xuefeng Chen. (2022) Full scale promoted convolution neural network for intelligent terahertz 3D characterization of GFRP delamination. Composites Part B: Engineering 242, pages 110022.
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Young-In Hwang, Mu-Kyung Seo, Hyun Geun Oh, Namkyoung Choi, Geonwoo Kim & Ki-Bok Kim. (2022) Detection and Classification of Artificial Defects on Stainless Steel Plate for a Liquefied Hydrogen Storage Vessel Using Short-Time Fourier Transform of Ultrasonic Guided Waves and Linear Discriminant Analysis. Applied Sciences 12:13, pages 6502.
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Asif Khan, Izaz Raouf, Yeong Rim Noh, Daun Lee, Jung Woo Sohn & Heung Soo Kim. (2022) Autonomous assessment of delamination in laminated composites using deep learning and data augmentation. Composite Structures 290, pages 115502.
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Asif Khan, Hyunho Hwang & Heung Soo Kim. (2021) Synthetic Data Augmentation and Deep Learning for the Fault Diagnosis of Rotating Machines. Mathematics 9:18, pages 2336.
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Arun Kumar K & Mallikarjuna Reddy D. (2020) Different interface delamination effects on laminated composite plate structure under free vibration analysis based on classical laminated plate theory. Smart Materials and Structures 29:11, pages 115028.
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