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From pixels to patterns: Coupling Optical Coherence Tomography and machine learning for monitoring coastal wetland root systems.

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Title: From pixels to patterns: Coupling Optical Coherence Tomography and machine learning for monitoring coastal wetland root systems.
Authors: Hassan MO; Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX 77843, USA. Electronic address: mhassan@tamu.edu., Truong A; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Mudunuru M; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Butler LG; Department of Chemistry, Louisiana State University, Baton Rouge, LA 70803, USA., Rovai A; Department of Oceanography and Coastal Sciences, Louisiana State University, Baton Rouge, LA 70803, USA; Smithsonian Environmental Research Center, Smithsonian Institution, Edgewater, MD 21037, USA., Larimer C; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Daddona J; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Ahkami AH; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Bardhan J; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Varga T; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Stratton K; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Karra S; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA., Twilley R; Department of Oceanography and Coastal Sciences, Louisiana State University, Baton Rouge, LA 70803, USA., Jafari NH; Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX 77843, USA.
Source: The Science of the total environment [Sci Total Environ] 2025 Oct 15; Vol. 999, pp. 180315. Date of Electronic Publication: 2025 Aug 26.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 0330500 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1026 (Electronic) Linking ISSN: 00489697 NLM ISO Abbreviation: Sci Total Environ Subsets: MEDLINE
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  Data: From pixels to patterns: Coupling Optical Coherence Tomography and machine learning for monitoring coastal wetland root systems.
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  Data: <searchLink fieldCode="AU" term="%22Hassan+MO%22">Hassan MO</searchLink>; Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX 77843, USA. Electronic address: mhassan@tamu.edu.<br /><searchLink fieldCode="AU" term="%22Truong+A%22">Truong A</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Mudunuru+M%22">Mudunuru M</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Butler+LG%22">Butler LG</searchLink>; Department of Chemistry, Louisiana State University, Baton Rouge, LA 70803, USA.<br /><searchLink fieldCode="AU" term="%22Rovai+A%22">Rovai A</searchLink>; Department of Oceanography and Coastal Sciences, Louisiana State University, Baton Rouge, LA 70803, USA; Smithsonian Environmental Research Center, Smithsonian Institution, Edgewater, MD 21037, USA.<br /><searchLink fieldCode="AU" term="%22Larimer+C%22">Larimer C</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Daddona+J%22">Daddona J</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Ahkami+AH%22">Ahkami AH</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Bardhan+J%22">Bardhan J</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Varga+T%22">Varga T</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Stratton+K%22">Stratton K</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Karra+S%22">Karra S</searchLink>; Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99352, USA.<br /><searchLink fieldCode="AU" term="%22Twilley+R%22">Twilley R</searchLink>; Department of Oceanography and Coastal Sciences, Louisiana State University, Baton Rouge, LA 70803, USA.<br /><searchLink fieldCode="AU" term="%22Jafari+NH%22">Jafari NH</searchLink>; Department of Civil and Environmental Engineering, Texas A&M University, College Station, TX 77843, USA.
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