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Physics-Informed Neural Networks with Transfer Learning for Tunnel Seepage Prediction Using Sparse Measurements.

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Title: Physics-Informed Neural Networks with Transfer Learning for Tunnel Seepage Prediction Using Sparse Measurements.
Authors: Pan, Yiheng1,2,3,4 (AUTHOR) panyiheng@jmu.edu.cn, Zhang, Yongqi1,2 (AUTHOR), Zeng, Fanqin1,3 (AUTHOR), Li, Peng1,4 (AUTHOR), Xia, Peng1,4,5 (AUTHOR), Lu, Qiyuan1 (AUTHOR), Luo, Qiqi2,5 (AUTHOR)
Source: Mathematics (2227-7390). Jun2026, Vol. 14 Issue 11, p1846. 28p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. Jun2026, Vol. 14 Issue 11, p1846. 28p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=194584146
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.3390/math14111846
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      – Code: eng
        Text: English
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        PageCount: 28
        StartPage: 1846
    Titles:
      – TitleFull: Physics-Informed Neural Networks with Transfer Learning for Tunnel Seepage Prediction Using Sparse Measurements.
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            NameFull: Pan, Yiheng
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            NameFull: Zhang, Yongqi
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            NameFull: Zeng, Fanqin
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            NameFull: Xia, Peng
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            NameFull: Lu, Qiyuan
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            – D: 01
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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              Value: 14
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              Value: 11
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