Study on the driving mechanisms of spatiotemporal nonstationarity of vegetation dynamics in Heilongjiang Province.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Weidong Chen, Lei Shi
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Abstract

Heilongjiang Province, a key ecological barrier in Northeast China, is crucial for regional ecosystem stability. Previous vegetation index research in this region primarily focused on annual or growing-season scales, without comprehensive comparisons of seasonal and interannual variations. This study addresses this gap by analyzing spatiotemporal vegetation dynamics and their driving forces in Heilongjiang Province using MODIS data (2000-2021). The findings reveal: (1) Analysis of MODIS-derived Fractional Vegetation Cover (FVC) from 2000 to 2021 revealed decreasing trends in spring, autumn, and winter, alongside an increasing summer trend. Spatially, FVC was higher in the northwest, central, and southeast regions, indicating significant heterogeneity. (2) Theil-Sen trend and Hurst exponent analyses indicated a declining annual FVC trend in 61.8% of the area, with 54.7% projected for continued future decline. A centroid shift model showed an overall westward FVC movement, except in spring. Coefficient of variation analysis demonstrated highest FVC stability in summer and lowest in winter. The global Moran's I index indicates that FVC exhibits a highly spatially concentrated distribution. Local Moran's I analysis primarily reveals two clustering patterns: "high-high" and "low-low" aggregations.(3) Random Forest SHAP analysis identified altitude, land cover type, evapotranspiration (ET), and slope as primary factors influencing FVC. Furthermore. The geographical detector analysis demonstrates that the interactions among factors strengthen their overall impact on FVC.

黑龙江省植被动态时空非平稳性驱动机制研究
黑龙江省是东北地区重要的生态屏障,对区域生态系统的稳定至关重要。以往对该地区植被指数的研究主要集中在年或生长期尺度上,缺乏对季节和年际变化的综合比较。利用2000-2021年MODIS数据分析黑龙江省植被时空动态及其驱动力,弥补了这一空白。结果表明:①2000 ~ 2021年modis植被覆盖度(FVC)在春、秋、冬季呈下降趋势,夏季呈上升趋势;从空间上看,西北、中部和东南部植被覆盖度较高,异质性显著。(2) thil - sen趋势和Hurst指数分析表明,61.8%的森林植被覆盖度呈下降趋势,54.7%的森林植被覆盖度将继续下降。质心移位模式显示除春季外植被覆盖度整体向西移动。变异系数分析表明,植被覆盖度稳定性夏季最高,冬季最低。全球Moran’s I指数表明植被覆盖度呈高度空间集中分布。(3)随机森林SHAP分析发现海拔高度、土地覆盖类型、蒸散发(ET)和坡度是影响植被覆盖度的主要因素。此外。地理探测器分析表明,各因子之间的相互作用增强了各因子对植被覆盖度的整体影响。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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