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Neural Network Modeling of Process–Structure Relationships and Abnormal Grain Growth in Polycrystalline Ni-Base Superalloys Through Domain Knowledge-Informed Feature Engineering.

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Title: Neural Network Modeling of Process–Structure Relationships and Abnormal Grain Growth in Polycrystalline Ni-Base Superalloys Through Domain Knowledge-Informed Feature Engineering.
Authors: Thome, Pascal1, pthome@arizona.edu, Arciniaga, Luis F.1, Hohenadel, Cécile F.2, Lowery, Owen1, Tin, Sammy1
Source: Metallurgical & Materials Transactions. Part A; May2026, Vol. 57 Issue 5, p2358-2380, 23p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 193084969
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: Neural Network Modeling of Process–Structure Relationships and Abnormal Grain Growth in Polycrystalline Ni-Base Superalloys Through Domain Knowledge-Informed Feature Engineering.
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  Data: <searchLink fieldCode="AU" term="%22Thome%2C+Pascal%22">Thome, Pascal</searchLink><relatesTo>1</relatesTo>, <i>pthome@arizona.edu</i><br /><searchLink fieldCode="AU" term="%22Arciniaga%2C+Luis+F%2E%22">Arciniaga, Luis F.</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Hohenadel%2C+Cécile+F%2E%22">Hohenadel, Cécile F.</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Lowery%2C+Owen%22">Lowery, Owen</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Tin%2C+Sammy%22">Tin, Sammy</searchLink><relatesTo>1</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Metallurgical+%26+Materials+Transactions%2E+Part+A%22">Metallurgical & Materials Transactions. Part A</searchLink>; May2026, Vol. 57 Issue 5, p2358-2380, 23p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=193084969
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      – Type: doi
        Value: 10.1007/s11661-025-08104-9
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      – Code: eng
        Text: English
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        PageCount: 23
        StartPage: 2358
    Titles:
      – TitleFull: Neural Network Modeling of Process–Structure Relationships and Abnormal Grain Growth in Polycrystalline Ni-Base Superalloys Through Domain Knowledge-Informed Feature Engineering.
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            NameFull: Thome, Pascal
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            NameFull: Arciniaga, Luis F.
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            NameFull: Hohenadel, Cécile F.
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            NameFull: Lowery, Owen
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            – D: 01
              M: 05
              Text: May2026
              Type: published
              Y: 2026
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              Value: 10735623
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              Value: 57
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              Value: 5
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            – TitleFull: Metallurgical & Materials Transactions. Part A
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