We are in the process of migrating all NASA Earth science data sites into Earthdata from now until end of 2026. Not all NASA Earth science data and resources will appear here until then. Thank you for your patience as we make this transition. Read about the Web Unification Project

Publications Citing Delta-X Data

List of peer-reviewed publications that cite using Delta-X data.

View all Publications

Title	Year Sort ascending	Author	Topic	Dataset
Carbon and nutrient mobilization across inundation gradients in an emerging freshwater delta	2026	Berens, Matthew J., Schwaner, Geoff, Herndon, Elizabeth M.	Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations, Nitrogen, Organic Matter, Wetlands, Soil Bulk Density, Carbon, Potassium	Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2 Delta-X: Soil Properties for Herbaceous Wetlands, MRD, Louisiana, 2021, V3
Investigating the contributions of herbaceous vegetation biomass to soil	2026	Jensen, Daniel, Solohin, Elena, Castaneda-Moya, Edward, Simard, Marc, Thompson, David R., Jones, Cathleen E., Christensen, Alexandra, Rovai, Andre, Fontenot, Andy, Twilley, Robert	REFLECTED INFRARED, Deltas, VISIBLE IMAGERY, Wetlands, Reflectance, Salinity, Water Depth, Water Depth, Inundation, Surface Water Processes/Measurements, Sedimentation, Erosion/Sedimentation, Accretion, Soil Bulk Density, Organic Matter, Soil Organic Carbon (SOC), Sedimentation, Infrared Radiance, Estuary, Sediments, VIEWING GEOMETRY, Vegetation Cover, Geolocation, Visible Radiance, Biomass, Forests, Wetlands, Soil Rooting Depth, Vegetation Fraction, Primary Production	Delta-X: AVIRIS-NG L2 Surface Reflectance, MRD Louisiana, 2021 Delta-X: Delft3D FM, Extended Domain Hydrodynamic Model Delta-X: AVIRIS-NG BRDF-Adjusted Surface Reflectance and Mosaics, MRD, LA, 2021, V3 Delta-X: Feldspar Sediment Accretion Measurements, MRD, LA, USA, 2019-2023, Version 4 Delta-X: AVIRIS-NG L1B Spectral Radiance Products, MRD, Louisiana, 2021 Delta-X AVIRIS-NG and UAVSAR L3 Derived Forest Aboveground Biomass, MRD, LA Delta-X: Belowground Biomass and Necromass across Wetlands, MRD, LA, USA, 2021, V2 Delta-X: Aboveground Biomass and Necromass across Wetlands, MRD, Louisiana, 2021, V2 Delta-X: AVIRIS-NG L2B Derived Fractional Cover, MRD, LA, USA, 2021 Delta-X: AVIRIS-NG L3 Derived Herbaceous Aboveground Biomass, MRD, Louisiana, USA, V3
Evaluating Spatio-temporal Dynamics of Water Quality in the Atchafalaya Basin Using Landsat 8 & 9 Surface Reflectance Imagery	2026	Loh, Priscilla M., Twumasi, Yaw A., Ning, Zhu H., Osei, Jeff D., Gyan, Dorcas, Dadzie, Esi	Deltas, Wetlands, Suspended Solids, Rivers/Stream, Reflectance	Pre-Delta-X: Spectral Reflectance of Water Surface, Atchafalaya Basin, LA, USA, 2016
Delta-X: An airborne remote sensing framework to calibrate hydrodynamic	2026	Simard, Marc, Jones, Cathleen E., Twilley, Robert R., Castaneda-Moya, Edward, Fagherazzi, Sergio, Fichot, Cedric G., Lamb, Michael P., Passalacqua, Paola, Pavelsky, Tamlin M., Thompson, David R., Belhadj-aissa, Saoussen, Biswas, Pradipta, Christensen, Alexandra, Cortese, Luca, Denbina, Michael, Donatelli, Carmine, Flores, Sarah, Fontenot, Andy, Harringmeyer, Joshua P., Jensen, Daniel, Mallard, John, Nghiem, Justin, Oliver-Cabrera, Talib, Payandeh, Ali Reza, Rovai, Andre S., Solohin, Elena, Soloy, Antoine, Varugu, Bhuvan, Wang, Dongchen, Wright, Kyle, Zhang, Xiaohe, Zheng, Yang	Hydroperiod, Inundation, Water Channels, Surface Water Processes/Measurements, Estuary, Water Depth, Coastal Bathymetry, Rivers/Stream, Wetlands, Deltas, Digital Elevation/Terrain Model (DEM), Coastal Elevation, Wetlands, Stage Height, Salt Marsh, Coastal, Biomass, Wetlands, Forests, Suspended Solids, Terrain Elevation, Primary Production, Vegetation Species, Plant Characteristics, Sedimentation, Accretion, Isotopic Age, Soil Horizons/Profile, Infrared Radiance, Sedimentation, Sediments, VIEWING GEOMETRY, Vegetation Cover, Geolocation, Visible Radiance, Sediment Transport, Sediment Transport, Attenuation/Transmission, Vegetation Fraction, Sea Level Changes, REFLECTED INFRARED, VISIBLE IMAGERY, Reflectance, Isotopes, Nutrients, Nutrient Cycling, Isotope Ratios, Sediment Transport, Sediment Transport, Nitrogen, Organic Matter, Soil Bulk Density, Carbon, Potassium, Nitrogen, Dominant Species, Discharge/Flow, Soil Rooting Depth, Salinity, Sediment Composition, Organic Matter, Solids, Surface Water Chemistry, Soil Organic Carbon (SOC), Sedimentation, Water Depth, Water Characteristics, Turbidity, Water Temperature, Chlorophyll Concentrations, Sedimentation	Delta-X: Delft3D FM, Weighted Mean Hydroperiod, MRD, Louisiana, USA Delta-X: Sonar Bathymetry Survey of Channels, MRD, Louisiana, 2021 Pre-Delta-X: Channel Bathymetry of the Atchafalaya Basin, LA, USA, 2016 Delta-X: Digital Elevation Model, MRD, LA, USA, 2021 Delta-X: UAVSAR L3 Water Level Changes, MRD, Louisiana, 2021 Delta-X: Aboveground Biomass and Necromass across Wetlands, MRD, Louisiana, 2021, V2 Delta-X AVIRIS-NG and UAVSAR L3 Derived Forest Aboveground Biomass, MRD, LA Delta-X: Total Suspended Solids Concentration across MRD, LA, USA, 2021, Version 2 Delta-X: UAVSAR L1 Single Look Complex (SLC) Stack Products, MRD, Louisiana, 2021 Delta-X: AirSWOT Level 1B Interferogram Products in Radar Coordinates, 2021 Delta-X: AVIRIS-NG L3 Derived Herbaceous Aboveground Biomass, MRD, Louisiana, USA, V3 Delta-X: UAVSAR L3 Gridded Open Water Channels, MRD, LA, USA, 2021, V2 Delta-X: Aboveground Vegetation Structure, Herbaceous Wetlands, MRD, LA, USA, V2 Delta-X: Soil Accretion Rates from Cs-137 Activity and NUMAR Validation, MRD, LA Delta-X: AVIRIS-NG L1B Spectral Radiance Products, MRD, Louisiana, 2021 Delta-X: Delft3D Broad-Scale Sediment Model, Terrebonne Basin, MRD, Louisiana, USA Pre-Delta-X: UAVSAR-derived Water Level Change Maps, Atchafalaya Basin, LA, USA, 2016 Delta-X: In situ Beam Attenuation and Particle Size from LISST-200X, 2021 Delta-X: AVIRIS-NG L2B Derived Fractional Cover, MRD, LA, USA, 2021 Delta-X: UAVSAR L2 Interferometric Products, MRD, Louisiana, 2021 Delta-X: AVIRIS-NG L2 Surface Reflectance, MRD Louisiana, 2021 Delta-X: Root Stable Isotopes from Herbaceous Wetlands, MRD, LA, USA, August 2021 Delta-X: NUMAR Predictive Model for Marsh Accretion Rates and Chemical Properties Delta-X: Matlab Model for Wax Lake Delta Land Accretion Delta-X: Delft3D Sediment Model, Site 421, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Soil Properties for Herbaceous Wetlands, MRD, Louisiana, 2021, V3 Delta-X: Foliar Stable Isotopes, MRD, LA, USA, 2021 Delta-X: Acoustic Doppler Current Profiler Channel Surveys, MRD, Louisiana, 2021, V2 Delta-X: Ecogeomorphic Cell Products across the MRD, LA, USA, 2021 Delta-X: UAVSAR L1B Interferometric Products, MRD, Louisiana, 2021 Delta-X: Belowground Biomass and Necromass across Wetlands, MRD, LA, USA, 2021, V2 Delta-X: Delft3D FM, Weighted Mean Salinity, MRD, Louisiana, USA Delta-X: Delft3D Broad-Scale Sediment Model, Atchafalaya Basin, MRD, Louisiana, USA Delta-X: Particulate Organic Carbon Concentration from Water Samples, MRD, LA, 2021 Delta-X: Feldspar Sediment Accretion Measurements, MRD, LA, USA, 2019-2023, Version 4 Delta-X: Delft3D FM, Extended Domain Hydrodynamic Model Delta-X: In-situ Water Surface Elevation, MRD, Louisiana, USA, 2021 Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2 Delta-X: NUMAR Soil Accretion Modeled to 2100, MRD, Louisiana, USA
Flocculated Silt, Not Clay, Dominates River Suspended Sediment Load	2026	Nghiem, Justin A., Li, Gen K., ZepedaRosales, Miguel, Li, Youli, Lamb, Michael P.	Surface Water Processes/Measurements, Water Channels, Sediment Transport, Sediments, Sedimentation	Delta-X: Bed and Suspended Sediment Grain Size, MRD, LA, USA, 2019-2021, V3 Delta-X: Sediment Core Grain Size Distribution, Wax Lake Delta, MRD, LA
Multi-Sensor Airborne Remote Sensing for Calibrating Hydrodynamic and	2026	Payandeh, Ali Reza, Simard, Marc, Jones, Cathleen E., Christensen, Alexandra, Jensen, Daniel, Denbina, Michael, OliverCabrera, Talib	Deltas, Digital Elevation/Terrain Model (DEM), Coastal Elevation, Surface Water Processes/Measurements, Land Use/Land Cover Classification, Vegetation Cover, Wetlands, Stage Height, Inundation, Rivers/Stream, Estuary, Salt Marsh, Coastal, Salinity, Water Depth, Water Depth, Hydroperiod, Turbidity, Suspended Solids, Sediments	Delta-X: Digital Elevation Model, MRD, LA, USA, 2021 Delta-X: In-situ Water Surface Elevation, MRD, Louisiana, USA, 2021 Delta-X AVIRIS-NG L3 Derived Vegetation Types, MRD, Louisiana, USA Delta-X: UAVSAR L3 Water Level Changes, MRD, Louisiana, 2021 Delta-X: Delft3D FM, Extended Domain Hydrodynamic Model Delta-X: Delft3D FM, Weighted Mean Hydroperiod, MRD, Louisiana, USA Delta-X: Delft3D FM, Weighted Mean Salinity, MRD, Louisiana, USA Delta-X: AVIRIS-NG L3-derived Water Quality, TSS, and Turbidity, MRD, V3
Mechanisms driving transport and accretion of mud from channels to islands in a riverdominated delta	2026	Nghiem, Justin A., Salter, Gerard, Li, Gen K., Wright, Kyle, Passalacqua, Paola, Lamb, Michael P.	Surface Water Processes/Measurements, Water Channels, Sediment Transport, Sediments, Water Pressure, Turbidity, Sedimentation, Surface Pressure, Sedimentation, Discharge/Flow, Wetlands, Deltas, Digital Elevation/Terrain Model (DEM), Coastal Elevation	Delta-X: Bed and Suspended Sediment Grain Size, MRD, LA, USA, 2019-2021, V3 Delta-X: Turbidity, Water and Air Pressure, Temperature, MRD, Louisiana, 2021, V4 Delta-X: Sediment Core Grain Size Distribution, Wax Lake Delta, MRD, LA Delta-X: Acoustic Doppler Current Profiler Channel Surveys, MRD, Louisiana, 2021, V2 Delta-X: Digital Elevation Model, MRD, LA, USA, 2021
Mechanisms of wetland deterioration in a sinking deltaic lagoon	2026	Donatelli, Carmine, Fichot, Cedric, Fagherazzi, Sergio	Suspended Solids, Estuary, Inundation, Sediments, Sediment Transport, Sediment Transport, Subsidence, Subsidence	Delta-X: Total Suspended Solids Concentration across MRD, LA, USA, 2021, Version 2 Delta-X: Delft3D Sediment Model, Site 421, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Delft3D Sediment Model, Site 399, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Delft3D Sediment Model, Site 322, Terrebonne Basin, MRD, Louisiana, USA Delta-X: Land Subsidence Rate, Mississippi River Delta (MRD), Louisiana, USA
Repeat LiDAR Reveals Patterns of Island Accretion in a Rapidly Growing	2026	Alqattan, H., Lamb, M. P.	Rivers/Stream	Delta-X: Real-Time Kinematic Elevation Measurements for Coastal Wetlands, LA, 2021
Water quality estimation using machine learning and deep learning neural networks	2026	Malladi, Pradyumna, Muddam, Sanjith, Majumder, Abhradeep, Anmala, Jagadeesh	Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations	Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2
Advancing wetland aboveground biomass mapping: Insights from high-resolution PlanetScope data in the Mississippi River Delta	2025	Hemati, Mohammadali, Mahdianpari, Masoud, Shiri, Hodjat, Mohammadimanesh, Fariba, Salehi, Bahram, Wu, Jianghua	Biomass, Forest Composition/Vegetation Structure	Pre-Delta-X: Aboveground Biomass and Vegetation Maps, Wax Lake Delta, LA, USA, 2016
Identifying wet troposphere delay in Lband InSAR using weather radar reflectivity	2025	OliverCabrera, Talib, Jones, Cathleen E., Simard, Marc, Varugu, Bhuvan, BelhadjAissa, Saoussen	Salt Marsh, Terrain Elevation, Estuary, Inundation, Wetlands, Coastal Elevation, Sea Level Changes	Delta-X: UAVSAR L1 Single Look Complex (SLC) Stack Products, MRD, Louisiana, 2021 Delta-X: UAVSAR L1B Interferometric Products, MRD, Louisiana, 2021 Delta-X: UAVSAR L2 Interferometric Products, MRD, Louisiana, 2021
Comparative Analysis of UAVSAR Polarimetric Decompositions for Wetland Aboveground Biomass Mapping Using Machine Learning Models	2025	Hemati, Mohammadali, Mahdianpari, Masoud, Shiri, Hodjat, Mohammadimanesh, Fariba	Rivers/Stream, Forests, Wetlands, Plant Characteristics, Biomass, Vegetation Species, Deltas, Salt Marsh, Terrain Elevation, Estuary, Inundation, Wetlands	Pre-Delta-X: Vegetation Species, Structure, Aboveground Biomass, MRD, LA, USA, 2015 Delta-X: UAVSAR L1 Single Look Complex (SLC) Stack Products, MRD, Louisiana, 2021
Controlling Factors on Water and Sediment Partitioning at Deltaic Bifurcations	2025	Barile, Gabriele, Passalacqua, Paola, Kwon, Siyoon, Tubino, Marco	Coastal Bathymetry, Rivers/Stream, Wetlands, Deltas, Surface Water Processes/Measurements, Water Channels, Sediment Transport, Sediments, Coastal Elevation, Discharge/Flow, Turbidity, Suspended Solids	Pre-Delta-X: Channel Bathymetry of the Atchafalaya Basin, LA, USA, 2016 Delta-X: Bed and Suspended Sediment Grain Size, MRD, LA, USA, 2019-2021, V3 Delta-X: Calibrated ANUGA Hydrodynamic Outputs for the Atchafalaya Basin, MRD, LA Delta-X: AVIRIS-NG L3-derived Water Quality, TSS, and Turbidity, MRD, V3
High spatial-resolution satellite mapping of suspended particulate	2025	Teng, Wenxiu, Yu, Qian, Stramski, Dariusz, Reynolds, Rick A., Woodruff, Jonathan D., Yellen, Brian	Wetlands, Rivers/Stream, Suspended Solids, Deltas, Reflectance	Delta-X: In Situ Water Surface Reflectance across MRD, LA, USA, 2021, V3
Evidence for mud as flocculated bedmaterial load versus washload in a river delta	2025	Nghiem, Justin A., Li, Gen K., Harringmeyer, Joshua P., Salter, Gerard, Fichot, Cedric G., Wright, Kyle, Passalacqua, Paola, Lamb, Michael P.	Surface Water Processes/Measurements, Water Channels, Sediment Transport, Sediments, Turbidity, Suspended Solids, Water Pressure, Sedimentation, Surface Pressure, Sedimentation	Delta-X: Bed and Suspended Sediment Grain Size, MRD, LA, USA, 2019-2021, V3 Delta-X: AVIRIS-NG L3-derived Water Quality, TSS, and Turbidity, MRD, V3 Delta-X: Turbidity, Water and Air Pressure, Temperature, MRD, Louisiana, 2021, V4 Delta-X: Sediment Core Grain Size Distribution, Wax Lake Delta, MRD, LA
Optical and biomarker indicators reveal contrasting saltmarsh and riverine contributions of terrigenous dissolved organic carbon	2025	Harringmeyer, Joshua P., Kaiser, Karl, Yan, Ge, Weiser, Matthew W., Zhu, Xiaohui, Ghosh, Nilotpal, Fichot, Cedric G.	Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations	Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2
Mixing patterns of river deltas obtained from remotely sensed rouse number	2025	Kwon, Siyoon, Passalacqua, Paola, Nghiem, Justin A., Lamb, Michael P.	Turbidity, Suspended Solids, Surface Water Processes/Measurements, Sediments, Water Characteristics, Water Temperature, Estuary, Chlorophyll Concentrations, Water Pressure, Sedimentation, Surface Pressure, REFLECTED INFRARED, Deltas, VISIBLE IMAGERY, Wetlands, Reflectance	Delta-X: AVIRIS-NG L3-derived Water Quality, TSS, and Turbidity, MRD, V3 Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2 Delta-X: Turbidity, Water and Air Pressure, Temperature, MRD, Louisiana, 2021, V4 Delta-X: AVIRIS-NG L2 Surface Reflectance, MRD Louisiana, 2021
Study of Hydrologic Connectivity and Tidal Influence on Water Flow	2025	Varugu, Bhuvan K., Jones, Cathleen E., Oliver-Cabrera, Talib, Simard, Marc, Jensen, Daniel J.	Estuary, Water Channels, Wetlands	Pre-Delta-X: UAVSAR Georeferenced Channel Maps, Atchafalaya Basin, LA, USA, 2016, V2
A hyperspectral view of the nearshore Mississippi River Delta: Characterizing suspended particles in coastal wetlands using imaging spectroscopy	2024	Harringmeyer, Joshua P., Ghosh, Nilotpal, Weiser, Matthew W., Thompson, David R., Simard, Marc, Lohrenz, Steven E., Fichot, Cedric G.	Surface Water Processes/Measurements, Suspended Solids, Attenuation/Transmission, Deltas, Digital Elevation/Terrain Model (DEM), Coastal Elevation, Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations, Organic Matter, Solids, Surface Water Chemistry	Delta-X: In situ Beam Attenuation and Particle Size from LISST-200X, 2021 Delta-X: Total Suspended Solids Concentration across MRD, LA, USA, 2021, Version 2 Delta-X: Digital Elevation Model, MRD, LA, USA, 2021 Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2 Delta-X: Particulate Organic Carbon Concentration from Water Samples, MRD, LA, 2021
Capturing the Dynamics of Dissolved Organic Carbon (DOC) in Tidal	2024	Tuzcu Kokal, Aylin, Harringmeyer, Joshua P., CroninGolomb, Olivia, Weiser, Matthew W., Hong, Jiyeong, Ghosh, Nilotpal, Swanson, Jaydi, Zhu, Xiaohui, Musaoglu, Nebiye, Fichot, Cedric G.	Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations	Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2
Imaging spectroscopybased estimation of aboveground biomass in Louisiana's coastal wetlands: Toward consistent spectroscopic retrievals across atmospheric ...	2024	Jensen, Daniel, Thompson, David R., Simard, Marc, Solohin, Elena, CastanedaMoya, Edward	REFLECTED INFRARED, Deltas, VISIBLE IMAGERY, Wetlands, Reflectance, Biomass, Wetlands	Delta-X: AVIRIS-NG L2 Surface Reflectance, MRD Louisiana, 2021 Delta-X: Aboveground Biomass and Necromass across Wetlands, MRD, Louisiana, 2021, V2
Isotopic evidence for preferential transport of fertilizer nitrogen into the northern Gulf of Mexico during high water discharge	2024	Chen, Jian-Jhih, Li, Gen K., Lin, Marcus, Nghiem, Justin A., Yu, Ziyue, Kong, Tianshu, Donnelly, Heather A., Snyder, Noah P., Tian, Hanqin, Lamb, Michael P., Wang, Xingchen Tony	Water Channels, Discharge/Flow, Wetlands	Delta-X: Acoustic Doppler Current Profiler Channel Surveys, MRD, Louisiana, 2021, V2
Depth mapping in turbid and deep waters using AVIRISNG imagery: A study in Wax Lake Delta, Louisiana, USA	2024	Kwon, Siyoon, Passalacqua, Paola, Soloy, Antoine, Jensen, Daniel, Simard, Marc	Water Characteristics, Turbidity, Water Temperature, Estuary, Chlorophyll Concentrations, Coastal Bathymetry, Rivers/Stream, Wetlands, Deltas, Coastal Elevation, Discharge/Flow, Water Channels	Delta-X: In Situ Water Quality Indicators across MRD, LA, USA, 2021, Version 2 Pre-Delta-X: Channel Bathymetry of the Atchafalaya Basin, LA, USA, 2016 Delta-X: Calibrated ANUGA Hydrodynamic Outputs for the Atchafalaya Basin, MRD, LA Delta-X: Acoustic Doppler Current Profiler Channel Surveys, MRD, Louisiana, 2021, V2
Separation of water level change from atmospheric artifacts through application of independent component analysis to InSAR time series	2024	Belhadjaissa, Saoussen, Simard, Marc, Jones, Cathleen E., OliverCabrera, Talib, Christensen, Alexandra	Wetlands, Stage Height, Inundation, Rivers/Stream, Estuary, Salt Marsh, Coastal	Delta-X: UAVSAR L3 Water Level Changes, MRD, Louisiana, 2021

Find Data

By Platform

Explore data collected by platforms in space, air, water, and land.

By Topic

Browse by topic to find relevant data, tools, learning resources, news, and more.

Data Catalog

Dive into one of the planet’s largest repositories of Earth science data.

Data Tools

Access a range of tools that enable data discovery, analysis, and visualization.