Imputation of urban environmental sensor data using gated attention bidirectional long short-term memory (GA-BiLSTM): methods, performance, and implications.
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| Title: | Imputation of urban environmental sensor data using gated attention bidirectional long short-term memory (GA-BiLSTM): methods, performance, and implications. |
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| Authors: | Lee J; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA. jholee@uic.edu., Berkelhammer M; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA., O'Brien J; Environmental Research Division, Argonne National Laboratory, Lemont, IL, 60439, USA., McNicol G; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA., Vincent AES; Department of Civil & Environmental Engineering, Northwestern University, Evanston, IL, 60208, USA.; Northwestern Center for Water Research, Northwestern University, Evanston, IL, 60208, USA., Grover M; Environmental Research Division, Argonne National Laboratory, Lemont, IL, 60439, USA., Packman AI; Department of Civil & Environmental Engineering, Northwestern University, Evanston, IL, 60208, USA., Kaludi B; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA., Cho A; Department of Biological Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA., Gonzalez-Meler M; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.; Department of Biological Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA. |
| Source: | Environmental monitoring and assessment [Environ Monit Assess] 2026 Feb 27; Vol. 198 (3). Date of Electronic Publication: 2026 Feb 27. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Country of Publication: Netherlands NLM ID: 8508350 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2959 (Electronic) Linking ISSN: 01676369 NLM ISO Abbreviation: Environ Monit Assess Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41758351 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Imputation of urban environmental sensor data using gated attention bidirectional long short-term memory (GA-BiLSTM): methods, performance, and implications. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Lee+J%22">Lee J</searchLink>; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA. jholee@uic.edu.<br /><searchLink fieldCode="AU" term="%22Berkelhammer+M%22">Berkelhammer M</searchLink>; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.<br /><searchLink fieldCode="AU" term="%22O'Brien+J%22">O'Brien J</searchLink>; Environmental Research Division, Argonne National Laboratory, Lemont, IL, 60439, USA.<br /><searchLink fieldCode="AU" term="%22McNicol+G%22">McNicol G</searchLink>; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.<br /><searchLink fieldCode="AU" term="%22Vincent+AES%22">Vincent AES</searchLink>; Department of Civil & Environmental Engineering, Northwestern University, Evanston, IL, 60208, USA.; Northwestern Center for Water Research, Northwestern University, Evanston, IL, 60208, USA.<br /><searchLink fieldCode="AU" term="%22Grover+M%22">Grover M</searchLink>; Environmental Research Division, Argonne National Laboratory, Lemont, IL, 60439, USA.<br /><searchLink fieldCode="AU" term="%22Packman+AI%22">Packman AI</searchLink>; Department of Civil & Environmental Engineering, Northwestern University, Evanston, IL, 60208, USA.<br /><searchLink fieldCode="AU" term="%22Kaludi+B%22">Kaludi B</searchLink>; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.<br /><searchLink fieldCode="AU" term="%22Cho+A%22">Cho A</searchLink>; Department of Biological Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.<br /><searchLink fieldCode="AU" term="%22Gonzalez-Meler+M%22">Gonzalez-Meler M</searchLink>; Department of Earth and Environmental Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA.; Department of Biological Sciences, University of Illinois Chicago, Chicago, IL, 60607, USA. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228508350%22">Environmental monitoring and assessment</searchLink> [Environ Monit Assess] 2026 Feb 27; Vol. 198 (3). <i>Date of Electronic Publication: </i>2026 Feb 27. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8508350 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-2959 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201676369%22">01676369 </searchLink><i>NLM ISO Abbreviation: </i>Environ Monit Assess <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41758351 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s10661-026-15112-8 Languages: – Code: eng Text: English Titles: – TitleFull: Imputation of urban environmental sensor data using gated attention bidirectional long short-term memory (GA-BiLSTM): methods, performance, and implications. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Lee J – PersonEntity: Name: NameFull: Berkelhammer M – PersonEntity: Name: NameFull: O'Brien J – PersonEntity: Name: NameFull: McNicol G – PersonEntity: Name: NameFull: Vincent AES – PersonEntity: Name: NameFull: Grover M – PersonEntity: Name: NameFull: Packman AI – PersonEntity: Name: NameFull: Kaludi B – PersonEntity: Name: NameFull: Cho A – PersonEntity: Name: NameFull: Gonzalez-Meler M IsPartOfRelationships: – BibEntity: Dates: – D: 27 M: 02 Text: 2026 Feb 27 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1573-2959 Numbering: – Type: volume Value: 198 – Type: issue Value: 3 Titles: – TitleFull: Environmental monitoring and assessment Type: main |
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