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Physics-embedded graph neural operator for interaction-controlled colloidal aggregation.

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Title: Physics-embedded graph neural operator for interaction-controlled colloidal aggregation.
Authors: Choe Y; School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Drive, N. W., Atlanta, GA, 30332-0355, Georgia., Kim S; Graduate School of Data Science, KAIST, Daejeon, Republic of Korea., Burns SE; School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Drive, N. W., Atlanta, GA, 30332-0355, Georgia. Electronic address: susan.burns@ce.gatech.edu., Park C; Graduate School of Data Science, KAIST, Daejeon, Republic of Korea; Department of Industrial and Systems Engineering, KAIST, Daejeon, Republic of Korea. Electronic address: cy.park@kaist.ac.kr.
Source: Water research [Water Res] 2026 Jun 15; Vol. 298, pp. 125773. Date of Electronic Publication: 2026 Mar 20.
Publication Type: Journal Article
Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 0105072 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2448 (Electronic) Linking ISSN: 00431354 NLM ISO Abbreviation: Water Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Choe+Y%22">Choe Y</searchLink>; School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Drive, N. W., Atlanta, GA, 30332-0355, Georgia.<br /><searchLink fieldCode="AU" term="%22Kim+S%22">Kim S</searchLink>; Graduate School of Data Science, KAIST, Daejeon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Burns+SE%22">Burns SE</searchLink>; School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Drive, N. W., Atlanta, GA, 30332-0355, Georgia. Electronic address: susan.burns@ce.gatech.edu.<br /><searchLink fieldCode="AU" term="%22Park+C%22">Park C</searchLink>; Graduate School of Data Science, KAIST, Daejeon, Republic of Korea; Department of Industrial and Systems Engineering, KAIST, Daejeon, Republic of Korea. Electronic address: cy.park@kaist.ac.kr.
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  Data: <searchLink fieldCode="JN" term="%220105072%22">Water research</searchLink> [Water Res] 2026 Jun 15; Vol. 298, pp. 125773. <i>Date of Electronic Publication: </i>2026 Mar 20.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Pergamon+Press%22">Pergamon Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>0105072 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-2448 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200431354%22">00431354 </searchLink><i>NLM ISO Abbreviation: </i>Water Res <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.watres.2026.125773
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      – Code: eng
        Text: English
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      – TitleFull: Physics-embedded graph neural operator for interaction-controlled colloidal aggregation.
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              Text: 2026 Jun 15
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              Y: 2026
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