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RESEARCH PAPER · Materials Today Communications · 2022

Variational Autoencoder-Based Topological Optimization of an Anechoic Coating: An Efficient- and Neural Network-Based Design

Yiping Sun, Zhaoyu Li, Jiadui Chen, Xuefeng Zhao, Meng Tao

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Variational Autoencoder-Based Topological Optimization of an Anechoic Coating: An Efficient- and Neural Network-Based DesignOriginalResearch on a Design Method of Generative Model for Cavity Section Shape of an Anechoic Coating0Global Sound Absorption Prediction for a Composite Coating Laid on an Underwater Submersible in Debonding States6Generative design of graded metamaterial arrays for dynamic response modulation21Inverse Design of Periodic Cavities with Gradient Changes Of Radii and Distances in Anechoic Coating Based on a Conditional Generative Adversarial Network0A review of hydroacoustic absorbing materials under hydrostatic pressure4Recent advances on the fabrication and application of sound absorption coating-based textile composites8Efficient property-oriented design of composite layups via controllable latent features using generative VAE8GrainPaint: A multi-scale diffusion-based generative model for microstructure reconstruction of large-scale objects14Machine learning for inverse design of acoustic and elastic metamaterials43Deep learning paradigm shift in composite materials performance prediction: A review of state-of-the-art applications23Design of locally resonant acoustic coatings using Bayesian inference2Inverse design of composite materials with desired mechanical behaviors based on conditional diffusion model5Inverse design of periodic cavities in anechoic coatings with gradient changes of radii and distances via a conditional generative adversarial network0Low-Frequency Sound Absorption Mechanism and Bidirectional Prediction of a Viscoelastic Rubber-Based Underwater Acoustic Coating Using Multimodal Deep Ensemble Learning1Metallurgical and Geometrical Characterization of WAAM-Fabricated AA7075–Nano-TiC Metal Matrix Composite Using Cold Metal Transfer0Performance optimization strategies for 3D printed products0Broadband underwater sound absorption of honeycomb metamaterials: Synergistic vibration concentration and cavity resonance1AI-assisted symmetry-informed topology optimization of woven materials for broadband sound absorption0

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18 direct citing papers saved.

  1. Research on a Design Method of Generative Model for Cavity Section Shape of an Anechoic Coating

    Advances in Engineering Technology Research · 2023-04-14

    Yiping Sun, Meng Tao

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  2. Global Sound Absorption Prediction for a Composite Coating Laid on an Underwater Submersible in Debonding States

    Journal of Marine Science and Engineering · 2023-08-25

    Zhifu Zhang, Yizhe Huang, Jiaxuan Wang, Zhuang Li, Shi‐Yuan Zhang, Xirui Zhang

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  3. Generative design of graded metamaterial arrays for dynamic response modulation

    Materials & Design · 2023-12-07

    Weidi Wang, Willoughby Cheney, Alireza Vakil Amirkhizi

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  4. Inverse Design of Periodic Cavities with Gradient Changes Of Radii and Distances in Anechoic Coating Based on a Conditional Generative Adversarial Network

    SSRN Electronic Journal · 2024-01-01

    Yiping Sun, Jin Fu, Yuzhong Wu, Jiadui Chen, Meng Tao

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  5. A review of hydroacoustic absorbing materials under hydrostatic pressure

    Chinese Science Bulletin (Chinese Version) · 2024-02-27

    Yejin Wei, Honggang Zhao, Yang Wang, Jie Zhong, Yao Sun, Zhoufu Zheng, Haibin Yang, Jihong Wen

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  6. Recent advances on the fabrication and application of sound absorption coating-based textile composites

    Textile Research Journal · 2024-03-23

    Shubing Zhu, Deshan Cheng, Xiaoning Tang

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  7. Efficient property-oriented design of composite layups via controllable latent features using generative VAE

    Composites Science and Technology · 2024-10-28

    Huaixiang Sun, Xiaodong Wang, Jiaxue Li, Zengshan Li, Zhidong Guan

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  8. GrainPaint: A multi-scale diffusion-based generative model for microstructure reconstruction of large-scale objects

    Acta Materialia · 2025-02-17

    Nathan Hoffman, Cashen Diniz, Dehao Liu, Theron M Rodgers, Anh Tran, Mark Fuge

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  9. Machine learning for inverse design of acoustic and elastic metamaterials

    Current Opinion in Solid State and Materials Science · 2025-03-01

    Krupali Donda, Pankit Brahmkhatri, Yifan Zhu, Bishwajit Dey, Viacheslav Slesarenko

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  10. Deep learning paradigm shift in composite materials performance prediction: A review of state-of-the-art applications

    Composites Communications · 2025-07-22

    Yingjie Yan, Yifan Zhang, Xiaojia Wu, Qiwei Guo, Daijun Zhang, Chao Li, Yanfeng Liu, Jingyi Zhang, Liuxu An, Zhiyang Wang, Junhua Guo, Li Chen

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  11. Design of locally resonant acoustic coatings using Bayesian inference

    Journal of Sound and Vibration · 2025-09-16

    Karthik Modur, Abhinav Koncherry, Jonas M. Schmid, Gyani Shankar Sharma, Alexei T. Skvortsov, Ian R. MacGillivray, Caglar Gurbuz, Steffen Marburg, Nicole Kessissoglou

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  12. Inverse design of composite materials with desired mechanical behaviors based on conditional diffusion model

    Engineering Structures · 2025-09-25

    Guangfa Li, Dehao Liu

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  13. Inverse design of periodic cavities in anechoic coatings with gradient changes of radii and distances via a conditional generative adversarial network

    Scientific Reports · 2025-10-01

    Yiping Sun, Jin Fu, Yuzhong Wu, Jiadui Chen, Meng Tao

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  14. Low-Frequency Sound Absorption Mechanism and Bidirectional Prediction of a Viscoelastic Rubber-Based Underwater Acoustic Coating Using Multimodal Deep Ensemble Learning

    Polymers · 2026-03-12

    Zhihao Zhang, Renchuan Ye, Nianru Liu, Guoliang Zhu

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  15. Metallurgical and Geometrical Characterization of WAAM-Fabricated AA7075–Nano-TiC Metal Matrix Composite Using Cold Metal Transfer

    Transactions of the Indian Institute of Metals · 2026-05-24

    S. Arulkumar, Veeramani Anandakrishnan, L. Sheik Ismail, S. R. Kavin Raj, S. Jayasankari

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  16. Performance optimization strategies for 3D printed products

    International Journal on Interactive Design and Manufacturing (IJIDeM) · 2026-05-27

    Yudong Lv, Mingcheng Lu, Xijun Zhang, Qi Jin, Kun Li, Yihan Wu, Dianming Chu, Wenjuan Bai

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  17. Broadband underwater sound absorption of honeycomb metamaterials: Synergistic vibration concentration and cavity resonance

    European Journal of Mechanics - A/Solids · 2026-06-09

    Chuxiang Cai, Dingxiao Duan, Ming Li, Fengxian Xin

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  18. AI-assisted symmetry-informed topology optimization of woven materials for broadband sound absorption

    Communications Materials · 2026-08-27

    Thanasak Wanglomklang, Frédéric Gillot, Sonia Mahmoudi, Sébastien Besset

    Read original paper ↗ ·
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