Browsing by Author "van Gestel, Natasja"
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- Reviews and syntheses: The promise of big diverse soil data, moving current practices towards future potentialTodd-Brown, Katherine E. O.; Abramoff, Rose Z.; Beem-Miller, Jeffrey; Blair, Hava K.; Earl, Stevan; Frederick, Kristen J.; Fuka, Daniel R.; Santamaria, Mario Guevara; Harden, Jennifer W.; Heckman, Katherine; Heran, Lillian J.; Holmquist, James R.; Hoyt, Alison M.; Klinges, David H.; LeBauer, David S.; Malhotra, Avni; McClelland, Shelby C.; Nave, Lucas E.; Rocci, Katherine S.; Schaeffer, Sean M.; Stoner, Shane; van Gestel, Natasja; von Fromm, Sophie F.; Younger, Marisa L. (Copernicus, 2022-07-28)In the age of big data, soil data are more available and richer than ever, but - outside of a few large soil survey resources - they remain largely unusable for informing soil management and understanding Earth system processes beyond the original study. Data science has promised a fully reusable research pipeline where data from past studies are used to contextualize new findings and reanalyzed for new insight. Yet synthesis projects encounter challenges at all steps of the data reuse pipeline, including unavailable data, labor-intensive transcription of datasets, incomplete metadata, and a lack of communication between collaborators. Here, using insights from a diversity of soil, data, and climate scientists, we summarize current practices in soil data synthesis across all stages of database creation: availability, input, harmonization, curation, and publication. We then suggest new soil-focused semantic tools to improve existing data pipelines, such as ontologies, vocabulary lists, and community practices. Our goal is to provide the soil data community with an overview of current practices in soil data and where we need to go to fully leverage big data to solve soil problems in the next century.
- Winter cover cropping increases albedo and latent heat flux in a Texas High Plains agroecosystemMcNellis, Risa; van Gestel, Natasja; Thomas, R. Quinn; Smith, Nicholas G. (2024-02-22)Winter cover crops represent a land cover change that may sequester carbon in the soil and improve agricultural sustainability. Their adoption may also change the Earth’s radiative balance and result in biophysical feedbacks to climate through alterations in albedo and latent heat fluxes. Understanding the mechanisms underlying these alterations to the radiative balance is important for making reliable future climate projections. However, data on cover crop biophysics are limited, requiring models to rely on data from summer plants for parameterization, likely biasing predictions. To address this gap, we measured the albedo and stomatal conductance of two summer crops and three winter crops on farms in the High Plains region of Texas. We also established a winter cover crop field experiment with two cover crops and fallow fields to estimate the change in albedo and latent heat flux that results from a switch to winter cover cropping. We found that albedo was significantly higher in winter-like conditions than in summer-like conditions due to an increase in plant albedo and a reduction in leaf area index. The albedo of winter cover crops was higher than the soil albedo, resulting in an increase in top-of-atmosphere reflected radiation of 7%–14% when converting from fallow fields to winter cover cropped fields. There was an additional cooling effect through doubling of the estimated latent heat flux caused by the presence of cover crops. The combined changes in albedo and latent heat resulted in a change in the surface energy balance that is associated with an overall cooling effect of winter cover crops on surface atmospheric temperatures. While this effect is likely to be region-specific, these results strongly indicate that winter cover crops alter the surface albedo and latent heat flux of agricultural fields and provide a direct cooling effect in the High Plains region of Texas.