干旱区生态系统生产力的非线性动态及其驱动机制——以艾比湖流域为例

IF 8.4 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Luchen Wang , Haiyan Li , Zhenzhou Zhu , Min Xu , Dongqi Liu , Shehakk Muneer Baluch , Youzhu Zhao
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引用次数: 0

摘要

干旱区生态系统对气候变化和人类活动具有显著的敏感性,其响应过程往往表现出明显的非线性特征。本文以西北干旱区艾比湖盆地为研究对象,研究了典型的内陆盆地。利用1982—2018年的长期遥感和气象数据,结合改进的BFAST算法、XGBoost-SHAP分析框架和偏最小二乘结构方程模型(PLS-SEM),系统研究了中国总初级生产力(GPP)的非线性变化特征及其驱动机制。结果表明:99.78%的鄂比湖流域存在GPP变化的拐点,其中以“负反转”型(先上升后下降)最为普遍,占35.91%;大多数GPP临界点发生在1998年至2002年之间,1998年观测到的频率最高(10.54%)。水汽压亏缺(VPD)是控制艾比湖流域GPP变化的主要因素。然而,在生态系统呈现恢复趋势的地区,温度超过VPD成为主导驱动因子,表明温度条件的改善对生产力恢复至关重要。这些发现有助于进一步认识干旱区生态系统的非线性特征及其机制,为干旱区生态系统的适应性管理提供科学依据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonlinear dynamics of ecosystem productivity and its driving mechanisms in arid regions: A case study of Ebinur Lake Basin
Arid zone ecosystems exhibit significant sensitivity to climate change and human activities, often demonstrating pronounced nonlinear characteristics in their response processes. This study focuses on the typical inland basin of the Ebinur Lake Basin in the arid region of northwest China. Utilizing long-term remote sensing and meteorological data from 1982 to 2018, combined with an improved BFAST algorithm, the XGBoost-SHAP analytical framework, and Partial Least Squares Structural Equation Modeling (PLS-SEM), we systematically investigated the nonlinear variation characteristics of Gross Primary Productivity (GPP) and its underlying driving mechanisms. The results reveal that tipping points in GPP changes were detected in 99.78 % of the Ebinur Lake Basin, with the "Negative Reversal" type (initially increasing and then decreasing) being the most prevalent, accounting for 35.91 % of the cases. The majority of GPP tipping points occurred between 1998 and 2002, with the highest frequency observed in 1998 (10.54 %). Vapor pressure deficit (VPD) was identified as the primary factor controlling GPP changes in the Ebinur Lake Basin. However, in areas where the ecosystem exhibited a recovery trend, temperature surpassed VPD as the dominant driving factor, indicating that improved temperature conditions are critical for productivity restoration. These findings enhance our understanding of the nonlinear characteristics and underlying mechanisms of arid zone ecosystems, providing a scientific basis for adaptive ecosystem management in the region.
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来源期刊
Journal of Environmental Management
Journal of Environmental Management 环境科学-环境科学
CiteScore
13.70
自引率
5.70%
发文量
2477
审稿时长
84 days
期刊介绍: The Journal of Environmental Management is a journal for the publication of peer reviewed, original research for all aspects of management and the managed use of the environment, both natural and man-made.Critical review articles are also welcome; submission of these is strongly encouraged.
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