B048
From Nano to Field: Scaling Soil Biogeochemistry with AI-Powered Multimodal Data Integration
Session ID#: 249256
Session Description:
While multiple powerful and complementary imaging and spectral modalities (electron- and x-ray-based methods, mass spectrometry methods, etc.) are continuing to be developed, the state of the science remains limited by insufficient integration across these methods, the persistence of largely manual data processing approaches, and the need for scaling approaches that link nano- and microscale observations to the field/ecosystem-scale functions (e.g., soil carbon/nutrient storage, trace gas fluxes). This session is focused on combining multimodal chemical and structural data collected on same samples (environmental, biological), image/data correlation and analysis, and AI/ML approaches to transfer learning across modalities and/or scales. We welcome ideas and examples of advancing chemical/physical imaging in 2D/3D on across scales and in real time. Challenges and problems related to data extraction, classification, and operability will be discussed with the goal of correlating, parameterizing and scaling data for database and modeling applications without human bias.
Index Terms:
0409 Bioavailability: chemical speciation and complexation [BIOGEOSCIENCES]
0428 Carbon cycling [BIOGEOSCIENCES]
0430 Computational methods and data processing [BIOGEOSCIENCES]
0452 Instruments and techniques [BIOGEOSCIENCES]
Primary Convener: Tamas Varga, Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, United States
Conveners: Debjani Sihi, University of Florida, Ft Walton Beach, United States; North Carolina State University Raleigh, Department of Plant and Microbial Biology, College of Agriculture and Life Science, Raleigh, United States, Jianqiu Zheng, Pacific Northwest National Laboratory, Richland, WA, United States and Arunima Bhattacharjee, Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, WA, United States
Permafrost, Sea Ice, and Snow Through Nanoscale X-ray Microscopy (1873258)
Dominic Mazzilli1, Elizabeth Goodell1, Geo Cuciti1, Ayden LaPoint1, Jill Nichols2, Olivia Rutkowski3, Caleb Tilton1, Andrew Vermilyea3, Michelle Sama1 and Ross Lieblappen4, (1)Vermont State University, Randolph, United States, (2)Lyndon Institute, Lyndon, United States, (3)Vermont State University, Castleton, United States, (4)Vermont State University, Randolph Center, United States
Automated Soil Microstructure Characterization Workflow for EMSL’s Molecular Observation Network (MONet) Database (1896462)
Hasitha Sithadara Wijesuriya1, Layton Washburn2, William Petersen3, Maruti K. Mudunuru4 and Tamas Varga3, (1)Pacific Northwest National Laboratory, Richland, WA, United States, (2)Pacific Northwest National Laboratory, Richland, United States, (3)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, United States, (4)Pacific Northwest National Laboratory, Subsurface Science Group, Richland, WA, United States
Cross-Scale Insights into Silicate Weathering: Integrating Field-Based Samples and Observations with Advanced Analytical Techniques (Invited) (1928523)
Rebecca Lybrand1, Madison Morris1, Cassandra Collins1, Dragos G George Zaharescu1, Dave D'Amore2, Brad Sutter3, Frank J Tepley III4, Tamas Varga5, Paul A Schroeder6, Eric Slessarev7, Erin E Nuccio8 and Odeta Qafoku9, (1)University of California Davis, Department of Land, Air & Water Resources, Davis, United States, (2)USDA Forest Service, Pacific Northwest Research Station, Juneau, United States, (3)Amentum, NASA Johnson Space Center, Houston, United States, (4)Oregon State University, CEOAS, Corvallis, United States, (5)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, United States, (6)University of Georgia, Athens, Department of Geology, Athens, United States, (7)Yale University, Department of Ecology and Evolutionary Biology, New Haven, United States, (8)Lawrence Livermore National Laboratory, Livermore, United States, (9)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, WA, United States
Microbes Persist: Bridging from Multi-Omics to Multi-Scale Predictions (Invited) (1953932)
Jennifer Pett-Ridge1, Linnea Honeker2, Peter Chuckran3, Zhen Li4, Megan M Foley5, Dr. Gareth George Trubl, PhD4, Nicole Didonato6, Ljiljana Paša-Tolić7, Paul Dijkstra8, Bruce A Hungate9, Katerina Georgiou10 and Steven Blazewicz4, (1)Lawrence Livermore National Laboratory, Physical and Life Sciences Directorate, Livermore, CA, United States, (2)Lawrence Livermore National Laboratory, Physical and Life Sciences, Livermore, United States, (3)University of California Berkeley, Berkeley, CA, United States, (4)Lawrence Livermore National Laboratory, Livermore, United States, (5)Northern Arizona University, Flagstaff, United States, (6)Pacific Northwest National Laboratory, Richland, WA, United States, (7)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, WA, United States, (8)Northern Arizona Univ, Flagstaff, AZ, United States, (9)Northern Arizona University, Department of Biological Sciences and the Center for Ecosystem Science and Society, Flagstaff, United States, (10)Oregon State University, Corvallis, United States
Coupling Chemical Imaging and CFD for Pore-Scale Reactive Transport (1977466)
Xiaoliang He1, Aramy Truong1, Maruti K. Mudunuru2, Tamas Varga3, Nikolla P Qafoku4 and Odeta Qafoku5, (1)Pacific Northwest National Laboratory, Richland, WA, United States, (2)Pacific Northwest National Laboratory, Subsurface Science Group, Richland, WA, United States, (3)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, United States, (4)Pacific Northwest National Laboratory, Earth Sciences Division, Richland, United States, (5)Battelle Pacific Northwest, Richland, United States
Advancing Root Analysis in Coastal Wetlands Through Optical Imaging and AI (1996512)
Mohamed Hassan1, Aramy Truong2, Maruti K. Mudunuru3, Les Butler4, Andre Rovai5,6, Curtis Larimer7, Joseph Daddona7, Amir H. Ahkami7, Jay Bardhan7, Tamas Varga8, Kelly G Stratton7, Satish Karra8, Robert Twilley9 and Navid Jafari10, (1)Texas A&M University College Station, College Station, TX, United States, (2)Pacific Northwest National Laboratory, Richland, WA, United States, (3)Pacific Northwest National Laboratory, Subsurface Science Group, Richland, WA, United States, (4)Louisiana State University, Department of Chemistry, Baton Rouge, United States, (5)Louisiana State University, Department of Oceanography & Coastal Sciences, Baton Rouge, United States, (6)Smithsonian Environmental Research Center Washington DC, Washington, United States, (7)Pacific Northwest National Laboratory, Richland, United States, (8)Pacific Northwest National Laboratory, Environmental Molecular Sciences Laboratory, Richland, United States, (9)Louisiana State University and Agricultural & Mechanical College, Baton Rouge, United States, (10)Texas A&M University, College Station, United States
