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Geo-PhysNet: A Geometry-Aware and Physics-Constrained Graph Neural Network for Aerodynamic Pressure Prediction on Vehicle Fluid–Solid Surfaces.

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Title: Geo-PhysNet: A Geometry-Aware and Physics-Constrained Graph Neural Network for Aerodynamic Pressure Prediction on Vehicle Fluid–Solid Surfaces.
Authors: Liu, Bowen1, Wang, Hao1, Xue, Liheng1, Long, Yin1, yinnuoloong@163.com
Source: Applied Sciences (2076-3417); Nov2025, Vol. 15 Issue 21, p11645, 26p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 189609720
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PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: Geo-PhysNet: A Geometry-Aware and Physics-Constrained Graph Neural Network for Aerodynamic Pressure Prediction on Vehicle Fluid–Solid Surfaces.
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  Data: <searchLink fieldCode="AU" term="%22Liu%2C+Bowen%22">Liu, Bowen</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Wang%2C+Hao%22">Wang, Hao</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Xue%2C+Liheng%22">Xue, Liheng</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Long%2C+Yin%22">Long, Yin</searchLink><relatesTo>1</relatesTo>, <i>yinnuoloong@163.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Applied+Sciences+%282076-3417%29%22">Applied Sciences (2076-3417)</searchLink>; Nov2025, Vol. 15 Issue 21, p11645, 26p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=189609720
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.3390/app152111645
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        PageCount: 26
        StartPage: 11645
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      – TitleFull: Geo-PhysNet: A Geometry-Aware and Physics-Constrained Graph Neural Network for Aerodynamic Pressure Prediction on Vehicle Fluid–Solid Surfaces.
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            NameFull: Liu, Bowen
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            NameFull: Wang, Hao
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            NameFull: Xue, Liheng
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            NameFull: Long, Yin
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            – D: 01
              M: 11
              Text: Nov2025
              Type: published
              Y: 2025
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              Value: 15
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              Value: 21
          Titles:
            – TitleFull: Applied Sciences (2076-3417)
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