Ecological Applications · 2020 · 68 citations · 79 references
Life SciencesEarth SciencesEcologyBiodiversity MonitoringCommunity EcologyRemote SensingGrassland EcologyHyperspectral ImagingVegetation IndicesVegetation MonitoringAirborne Hyperspectral SensingDirect DetectionGrassland MonitoringHyperspectral Image SensorsHyperspectral Imagery AnalysisHyperspectral SensorsSpecies Composition MappingSpecies Diversity Mapping
While more and more studies are exploring the application of remote sensing in assessing biodiversity for different ecosystems, most consider biodiversity at one point in time. Using several remote-sensing-based metrics, we asked how well remote sensing can detect biodiversity (both α- and β-diversity) in a prairie grassland across time using airborne hyperspectral data collected in two successive years (2017 and 2018) and at different periods in the growing season (2018). The ability to detect biodiversity using "spectral diversity" and "spectral species" types indeed varied significantly over a 2-yr timespan. Toward the end of the growing season in 2018, the relationship between field- and remote-sensing-based α- and β-diversity weakened compared to data collected from the same season in the previous year. This contrasting pattern between the two years was likely influenced by prescribed fire, altered weather, and the resulting shifting species composition and phenology. These findings indicate that direct detection of α- and β-diversity in grasslands should be multi-temporal when possible and should consider the effect of disturbances, climate variables, and phenology. We demonstrate an essential role for airborne platforms in developing a global biodiversity monitoring system involving forthcoming space-borne hyperspectral sensors.
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The detection of disease clustering and a generalized regression approach.
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