Physics-Informed Neural Networks for Process Optimization in Laser Powder Bed Fusion of Inconel 718 Superalloy: A Data-Efficient, Physics-Constrained Machine Learning Framework.

Saved in:
Bibliographic Details
Title: Physics-Informed Neural Networks for Process Optimization in Laser Powder Bed Fusion of Inconel 718 Superalloy: A Data-Efficient, Physics-Constrained Machine Learning Framework.
Authors: Tiwari, Saurabh1, transballer@gmail.com, Heo, Seong Jun1,2, Park, Nokeun1,2, nokeun_park@yu.ac.kr
Source: Metals (2075-4701); May2026, Vol. 16 Issue 5, p465, 15p
Database: Applied Science & Technology Source
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194118561
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Physics-Informed Neural Networks for Process Optimization in Laser Powder Bed Fusion of Inconel 718 Superalloy: A Data-Efficient, Physics-Constrained Machine Learning Framework.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Tiwari%2C+Saurabh%22">Tiwari, Saurabh</searchLink><relatesTo>1</relatesTo>, <i>transballer@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Heo%2C+Seong+Jun%22">Heo, Seong Jun</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Park%2C+Nokeun%22">Park, Nokeun</searchLink><relatesTo>1,2</relatesTo>, <i>nokeun_park@yu.ac.kr</i>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Metals+%282075-4701%29%22">Metals (2075-4701)</searchLink>; May2026, Vol. 16 Issue 5, p465, 15p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194118561
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3390/met16050465
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 15
        StartPage: 465
    Titles:
      – TitleFull: Physics-Informed Neural Networks for Process Optimization in Laser Powder Bed Fusion of Inconel 718 Superalloy: A Data-Efficient, Physics-Constrained Machine Learning Framework.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Tiwari, Saurabh
      – PersonEntity:
          Name:
            NameFull: Heo, Seong Jun
      – PersonEntity:
          Name:
            NameFull: Park, Nokeun
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 05
              Text: May2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 20754701
          Numbering:
            – Type: volume
              Value: 16
            – Type: issue
              Value: 5
          Titles:
            – TitleFull: Metals (2075-4701)
              Type: main
ResultId 1