Environmental Research Letters · 2020 · 26 citations · 105 references
Earth ObservationBiogeochemistryEnvironmental MonitoringEngineeringAirborne Remote SensingGeographyBoreal Alaskan LakesRemote SensingOxygen IsotopesLake GppOptical Remote SensingOceanographyTerrestrial SensingOcean Remote SensingEarth Observation DataEarth ScienceLimnologyGross Primary Productivity
Abstract In terrestrial and marine ecosystems, remote sensing has been used to estimate gross primary productivity (GPP) for decades, but few applications exist for shallow freshwater ecosystems.Here we show field-based GPP correlates with satellite and airborne lake color across a range of optically and limnologically diverse lakes in interior Alaska. A strong relationship between in situ GPP derived from stable oxygen isotopes (δ 18 O) and space-based lake color from satellites (e.g. Landsat-8, Sentinel-2 and CubeSats) and airborne imagery (AVIRIS-NG) demonstrates the potential power of this technique for improving spatial and temporal monitoring of lake GPP when coupled with additional field validation measurements across different systems. In shallow waters clear enough for sunlight to reach lake bottoms, both submerged vegetation (macrophytes and algae) and phytoplankton likely contribute to GPP. The stable isotopes and remotely sensed shallow lake color used here integrate both components. These results demonstrate the utility of lake color as a feasible means for mapping lake GPP from remote sensing. This novel methodology estimates GPP from remote sensing in shallow lakes by combining field measurements of oxygen isotopes with airborne, satellite and CubeSat imagery. This use of lake color for providing insight into ecological processes of shallow lakes is recommended, especially for remote arctic and boreal landscapes.
105
SciPy 1.0: fundamental algorithms for scientific computing in Python
Nature Methods · 2020 · 35.1K citations · Full text
Google Earth Engine: Planetary-scale geospatial analysis for everyone
Noel Gorelick, M. Hancher, Mike Dixon et al. · Remote Sensing of Environment · 2017 · 13.1K citations · Full text
Increased plant growth in the northern high latitudes from 1981 to 1991
Ranga B. Myneni, Charles D. Keeling, Compton J. Tucker et al. · Nature · 1997 · 3.5K citations
Climatology, Engineering, Botany +7