Physics-based machine learning toolbox for probing concentration under diffusive regime in microfluidics devices.
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| Title: | Physics-based machine learning toolbox for probing concentration under diffusive regime in microfluidics devices. |
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| Authors: | Santoso, Ryan1 (AUTHOR) r.santoso@fz-juelich.de, Yang, Yuankai1,2 (AUTHOR), Lönartz, Mara1 (AUTHOR), Poonoosamy, Jenna1 (AUTHOR) |
| Source: | Communications Physics. 3/21/2026, Vol. 9 Issue 1, p1-17. 17p. |
| Database: | Academic Search Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: asn DbLabel: Academic Search Ultimate An: 192585653 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Physics-based machine learning toolbox for probing concentration under diffusive regime in microfluidics devices. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Santoso%2C+Ryan%22">Santoso, Ryan</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> r.santoso@fz-juelich.de</i><br /><searchLink fieldCode="AR" term="%22Yang%2C+Yuankai%22">Yang, Yuankai</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Lönartz%2C+Mara%22">Lönartz, Mara</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Poonoosamy%2C+Jenna%22">Poonoosamy, Jenna</searchLink><relatesTo>1</relatesTo> (AUTHOR) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Communications+Physics%22">Communications Physics</searchLink>. 3/21/2026, Vol. 9 Issue 1, p1-17. 17p. |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192585653 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s42005-026-02590-y Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 17 StartPage: 1 Titles: – TitleFull: Physics-based machine learning toolbox for probing concentration under diffusive regime in microfluidics devices. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Santoso, Ryan – PersonEntity: Name: NameFull: Yang, Yuankai – PersonEntity: Name: NameFull: Lönartz, Mara – PersonEntity: Name: NameFull: Poonoosamy, Jenna IsPartOfRelationships: – BibEntity: Dates: – D: 21 M: 03 Text: 3/21/2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 23993650 Numbering: – Type: volume Value: 9 – Type: issue Value: 1 Titles: – TitleFull: Communications Physics Type: main |
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