2019
DOI: 10.1029/2018jg004394
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Investigating Microtopographic and Soil Controls on a Mountainous Meadow Plant Community Using High‐Resolution Remote Sensing and Surface Geophysical Data

Abstract: This study aims to investigate the microtopographic controls that dictate the heterogeneity of plant communities in a mountainous floodplain‐hillslope system, using remote sensing and surface geophysical techniques. Working within a lower montane floodplain‐hillslope study site (750 m × 750 m) in the Upper Colorado River Basin, we developed a new data fusion framework, based on machine learning and feature engineering, that exploits remote sensing optical and light detection and ranging (LiDAR) data to estimat… Show more

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Cited by 28 publications
(55 citation statements)
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“…We chose this transect because these ecosystem types are representative of dominant land cover adjacent to the East River. Vegetation in the Hillslope is a mix of perennial bunchgrasses (e.g., Festuca arizonica), forbs (e.g., Lupinus spp., Potentilla gracilis, Veratrum californicum), and shrubs (Artemisia tridentata), whereas plant communities in the Floodplain are dominated by dwarf birch (Betula grandulosa) and mountain willow (Salix monticola, Falco et al, 2019).…”
Section: Methodsmentioning
confidence: 99%
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“…We chose this transect because these ecosystem types are representative of dominant land cover adjacent to the East River. Vegetation in the Hillslope is a mix of perennial bunchgrasses (e.g., Festuca arizonica), forbs (e.g., Lupinus spp., Potentilla gracilis, Veratrum californicum), and shrubs (Artemisia tridentata), whereas plant communities in the Floodplain are dominated by dwarf birch (Betula grandulosa) and mountain willow (Salix monticola, Falco et al, 2019).…”
Section: Methodsmentioning
confidence: 99%
“…For example, although earlier snowmelt could result in an earlier pulse of N released from the crash in microbial biomass, floodplain ecosystems may buffer ecosystem N losses via well-coupled plant-mycorrhizal N uptake in spring. It may also be possible to predict the capacity of other watershed locations to retain N in response to earlier snowmelt based upon plant distributions and plant-mycorrhizae associations, given that plant species assemblages and plantmycorrhizal associations can be mapped and inferred at high spatial resolution using remote-sensing methods (Fisher et al, 2016;Falco et al, 2019).…”
Section: Spring Nitrogen Dynamics and Spring-adapted Bacteria And Fungimentioning
confidence: 99%
“…For example, although earlier snowmelt could result in an earlier pulse of N released from the crash in microbial biomass, floodplain ecosystems may buffer ecosystem N losses via well-coupled plant-mycorrhizal N uptake in spring. It may also be possible to predict the capacity of other watershed locations to retain N in response to earlier snowmelt based upon plant distributions and plant-mycorrhizae associations, given that plant species assemblages and plant-mycorrhizal associations can be mapped and inferred at high spatial resolution using remote-sensing methods (Fisher et al 2016, Falco et al 2019).…”
Section: Discussionmentioning
confidence: 99%
“…We chose this transect because these ecosystem types are representative of dominant land cover adjacent to the East River. Vegetation in the Hillslope is a mix of perennial bunchgrasses (e.g., Festuca arizonica ), forbs (e.g., Lupinus spp., Potentilla gracilis, Veratrum californicum ), and shrubs ( Artemesia tridentata ), whereas plant communities in the Floodplain are dominated by dwarf birch ( Betula grandulosa ) and mountain willow ( Salix monticola (Falco et al 2019)).…”
Section: Methodsmentioning
confidence: 99%
“…This watershed is the location of the Watershed Function Scientific Focus Area (SFA) led by Lawrence Berkeley National Laboratory (Hubbard et al, ). Sediment samples were collected from the floodplain of a meandering reach of the East River (Lower Montane Floodplain site) at an elevation of 2,760 m. The floodplain valley is approximately 200 m wide in this location, with the river meandering across nearly the entire valley (Falco et al, ; Wainwright & Williams, ). Sediments were collected along transects across an active (Meander C) and cutoff (Meander O/oxbow) meander (Figure ) in September 2016 and July 2016, respectively.…”
Section: Methodsmentioning
confidence: 99%