2020
DOI: 10.3390/rs12030368
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Ecological Risk Assessment and Impact Factor Analysis of Alpine Wetland Ecosystem Based on LUCC and Boosted Regression Tree on the Zoige Plateau, China

Abstract: The Zoige Plateau is typical of alpine wetland ecosystems worldwide, which play a key role in regulating global climate and ecological balance. Due to the influence of global climate change and intense human activities, the stability and sustainability of the ecosystems associated with the alpine marsh wetlands are facing enormous threats. It is important to establish a precise risk assessment method to evaluate the risks to alpine wetlands ecosystems, and then to understand the influencing factors of ecologic… Show more

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Cited by 79 publications
(42 citation statements)
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“…Boosted Regression Tree (BRT) model is a machine learning method combining regression tree model and boosted model [56,57]. This method generates data sets by randomly selecting a certain number of samples many times, and the remaining samples constitute test sets to improve the stability and accuracy of regression results [58].…”
Section: Boosted Regression Tree Modelmentioning
confidence: 99%
“…Boosted Regression Tree (BRT) model is a machine learning method combining regression tree model and boosted model [56,57]. This method generates data sets by randomly selecting a certain number of samples many times, and the remaining samples constitute test sets to improve the stability and accuracy of regression results [58].…”
Section: Boosted Regression Tree Modelmentioning
confidence: 99%
“…Different from a traditional ecological risk assessment, a landscape ecological risk (LER) assessment can reveal the spatio-temporal heterogeneity and scale effects of ecological risks to provide a comprehensive characterization and spatial visualization of risks (Peng et al, 2015). Therefore, LER assessments have been widely used to explore the ecological risks of various regions with intensive human activity in recent years, including watersheds (Ersayin & Tagil, 2017; Xue et al, 2019), wetland and lake regions (Hou et al, 2020; Xie et al, 2013; Yang et al, 2017), coastal areas (Liu Feng et al, 2018; Yanes et al, 2019), and mining areas (Li et al, 2011; Peng et al, 2015). However, a few studies have focused on the LER induced by sprawl and urban expansion.…”
Section: Introductionmentioning
confidence: 99%
“…To verify the suitability and feasibility of UAVs in cold regions, we organized a Special Issue entitled "Applications of UAVs in Cold Region Ecological and Environmental Studies". Eight papers were published in this issue [1][2][3][4][5][6][7][8]. Among them, 1, 2 and 5 papers focused on studies conducted in the Arctic, Antarctic and Qinghai-Tibetan Plateau, respectively.…”
mentioning
confidence: 99%
“…The flight height ranged from 2 m to observe grassland vegetation species [6] to 20-65 m to observe vegetation patches, surface type and animal [3,5,6], and 150-500 m to study the features of glacier [1,2]. Half studies used mosaic flight ways, which covered all areas of each study area, and the others used typical ecological sampling methods to take aerial photos at each point [4][5][6]8]. Some studies performed multiple aerial photographing over each study area at different times to investigate the dynamic changes [1,7,8].…”
mentioning
confidence: 99%
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