TY - RPRT TI - From pixels to patterns: Coupling Optical Coherence Tomography and machine learning for monitoring coastal wetland root systems AU - Hassan, Mohamed O. [Texas A & M Univ., College Station, TX (United States)] AU - Truong, Aramy X. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Mudunuru, Maruti K. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Butler, Leslie G. [Louisiana State Univ., Baton Rouge, LA (United States)] (ORCID:000000031547608X) AU - Rovai, Andre [Louisiana State Univ., Baton Rouge, LA (United States); Smithsonian Institute, Washington, DC (United States)] AU - Larimer, Curtis J. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:0000000166345384) AU - Daddona, Joseph D. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Ahkami, Amir Hossein [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Bardhan, Jaydeep P. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Varga, Tamas [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:000000025492866X) AU - Stratton, Kelly G. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:000000025492866X) AU - Karra, Satish [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] AU - Twilley, Robert [Louisiana State Univ., Baton Rouge, LA (United States)] AU - Jafari, Navid H. [Texas A & M Univ., College Station, TX (United States)] PY - 2025 DO - 10.1016/j.scitotenv.2025.180315 UR - https://www.osti.gov/biblio/3003767 ID - 3003767 ER -