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Full-Spectrum Inverse Design of Compact Ring-Curve Fractal-Maze Acoustic Metamaterials via an LSTM–PPS-Net Tandem Framework.

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Title: Full-Spectrum Inverse Design of Compact Ring-Curve Fractal-Maze Acoustic Metamaterials via an LSTM–PPS-Net Tandem Framework.
Authors: Zhu, Guangyao1, Chen, Tao1,2, Xiao, Yao1,3, Yang, Caixia1, Liang, Jingyue2, jyliang002@nuaa.edu.cn, Lin, Fei3
Source: Crystals (2073-4352); Jun2026, Vol. 16 Issue 6, p400, 26p
Database: Applied Science & Technology Source
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        Value: 10.3390/cryst16060400
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      – Code: eng
        Text: English
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      – TitleFull: Full-Spectrum Inverse Design of Compact Ring-Curve Fractal-Maze Acoustic Metamaterials via an LSTM–PPS-Net Tandem Framework.
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            NameFull: Chen, Tao
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            – D: 01
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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