2021
DOI: 10.1016/j.scitotenv.2021.146474
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Multiscale spatiotemporal characteristics of landscape patterns, hotspots, and influencing factors for soil erosion

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Cited by 79 publications
(29 citation statements)
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“…Future research could investigate a more local scale of analysis using smaller pixel sizes and finer-scale aggregation patterns, such as those gained from using satellite-based wildfire detections (for example, MODIS/VIIRS) that can increase the number of observations per cell (Levin and Heimowitz 2012;Olivia and Schroeder 2015). The drastic changes in hot spot location under the various neighborhood distances also reflects the need identified in the scientific literature for multiscale hot spot analyses to support decision making at multiple scales across a wide range of societal issues (Liu et al 2017;Guo et al 2021;Lv et al 2021). In such cases, local clusters could be useful for local planners and decision makers, while coarser scale clusters can be used for state-scale decision making.…”
Section: Discussionmentioning
confidence: 99%
“…Future research could investigate a more local scale of analysis using smaller pixel sizes and finer-scale aggregation patterns, such as those gained from using satellite-based wildfire detections (for example, MODIS/VIIRS) that can increase the number of observations per cell (Levin and Heimowitz 2012;Olivia and Schroeder 2015). The drastic changes in hot spot location under the various neighborhood distances also reflects the need identified in the scientific literature for multiscale hot spot analyses to support decision making at multiple scales across a wide range of societal issues (Liu et al 2017;Guo et al 2021;Lv et al 2021). In such cases, local clusters could be useful for local planners and decision makers, while coarser scale clusters can be used for state-scale decision making.…”
Section: Discussionmentioning
confidence: 99%
“…If Z(G i ) is positive and significant, more cultivated land is distributed in the geomorphic area around the surface geomorphic area i, then the geomorphic area i belongs to the hot spot area. If Z(G i ) is negative and significant, the increase of cultivated land around the geomorphic area i is low, belonging to the cold spot area [25].…”
Section: Getis-ord Gi*mentioning
confidence: 99%
“…In addition, the correlation between landscape patterns and soil erosion at different scales was not examined; for example, the relationship between landscape patterns and soil erosion at the municipal or village level was not investigated. The soil erosion process is a multiscale nonlinear and complex process [75]. In the future, researchers could focus on not only improving evaluation accuracy by modifying the evaluation method of landscape indices and by enhancing the resolution of data but also exploring the scale effects of landscapes on soil erosion.…”
Section: Strengths and Limitationsmentioning
confidence: 99%