Data Imbalance, Uncertainty Quantification, and Transfer Learning in Data‐Driven Parameterizations: Lessons From the Emulation of Gravity Wave Momentum Transport in WACCM.
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| Title: | Data Imbalance, Uncertainty Quantification, and Transfer Learning in Data‐Driven Parameterizations: Lessons From the Emulation of Gravity Wave Momentum Transport in WACCM. |
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| Authors: | Sun, Y. Qiang1,2, qiangsun@uchicago.edu, Pahlavan, Hamid A.1,3, Chattopadhyay, Ashesh1,4, Hassanzadeh, Pedram1,2, pedramh@uchicago.edu, Lubis, Sandro W.1,5, Alexander, M. Joan3, Gerber, Edwin P.6, Sheshadri, Aditi7, Guan, Yifei1,2 |
| Source: | Journal of Advances in Modeling Earth Systems; Jul2024, Vol. 16 Issue 7, p1-27, 27p |
| Database: | Applied Science & Technology Source |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: aci DbLabel: Applied Science & Technology Source An: 178648580 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Data Imbalance, Uncertainty Quantification, and Transfer Learning in Data‐Driven Parameterizations: Lessons From the Emulation of Gravity Wave Momentum Transport in WACCM. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Sun%2C+Y%2E+Qiang%22">Sun, Y. Qiang</searchLink><relatesTo>1,2</relatesTo>, <i>qiangsun@uchicago.edu</i><br /><searchLink fieldCode="AU" term="%22Pahlavan%2C+Hamid+A%2E%22">Pahlavan, Hamid A.</searchLink><relatesTo>1,3</relatesTo><br /><searchLink fieldCode="AU" term="%22Chattopadhyay%2C+Ashesh%22">Chattopadhyay, Ashesh</searchLink><relatesTo>1,4</relatesTo><br /><searchLink fieldCode="AU" term="%22Hassanzadeh%2C+Pedram%22">Hassanzadeh, Pedram</searchLink><relatesTo>1,2</relatesTo>, <i>pedramh@uchicago.edu</i><br /><searchLink fieldCode="AU" term="%22Lubis%2C+Sandro+W%2E%22">Lubis, Sandro W.</searchLink><relatesTo>1,5</relatesTo><br /><searchLink fieldCode="AU" term="%22Alexander%2C+M%2E+Joan%22">Alexander, M. Joan</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Gerber%2C+Edwin+P%2E%22">Gerber, Edwin P.</searchLink><relatesTo>6</relatesTo><br /><searchLink fieldCode="AU" term="%22Sheshadri%2C+Aditi%22">Sheshadri, Aditi</searchLink><relatesTo>7</relatesTo><br /><searchLink fieldCode="AU" term="%22Guan%2C+Yifei%22">Guan, Yifei</searchLink><relatesTo>1,2</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Journal+of+Advances+in+Modeling+Earth+Systems%22">Journal of Advances in Modeling Earth Systems</searchLink>; Jul2024, Vol. 16 Issue 7, p1-27, 27p |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=178648580 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1029/2023MS004145 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 27 StartPage: 1 Titles: – TitleFull: Data Imbalance, Uncertainty Quantification, and Transfer Learning in Data‐Driven Parameterizations: Lessons From the Emulation of Gravity Wave Momentum Transport in WACCM. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Sun, Y. Qiang – PersonEntity: Name: NameFull: Pahlavan, Hamid A. – PersonEntity: Name: NameFull: Chattopadhyay, Ashesh – PersonEntity: Name: NameFull: Hassanzadeh, Pedram – PersonEntity: Name: NameFull: Lubis, Sandro W. – PersonEntity: Name: NameFull: Alexander, M. Joan – PersonEntity: Name: NameFull: Gerber, Edwin P. – PersonEntity: Name: NameFull: Sheshadri, Aditi – PersonEntity: Name: NameFull: Guan, Yifei IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: Jul2024 Type: published Y: 2024 Identifiers: – Type: issn-print Value: 19422466 Numbering: – Type: volume Value: 16 – Type: issue Value: 7 Titles: – TitleFull: Journal of Advances in Modeling Earth Systems Type: main |
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