基于参数优化的阔叶林冠层截流特性分析与模拟——滇池流域为例

IF 7 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Ecological Indicators Pub Date : 2025-04-01 Epub Date: 2025-03-16 DOI:10.1016/j.ecolind.2025.113352
Qi Yi , Shengfang Hou , Xiaodong Dou , Yuting Gao , Zhongbin Li , Yiyan Liu
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引用次数: 0

摘要

冠层截留降水的再分配效应是流域生态系统水循环和水平衡的重要组成部分。然而,传统的冠层截流模型在实际应用中往往没有充分考虑模型参数值的合理性。研究了滇池盆地3种典型亚热带半湿润常绿阔叶林的降水再分布特征。以冠层密度和叶面积指数(LAI)为指标对模型结构进行改进,并采用高斯-牛顿算法对模型参数进行优化,设置适当的吸收阈值和附加截留阈值。结果表明:(1)林冠截留与降水呈幂函数关系,显著影响降水再分布;3种树种的截留率为29.3% ~ 39.8%。(2) LAI和冠层闭合度是影响截流特性的关键因素,应同时纳入冠层截流模型。(3)高斯牛顿算法有效地确定了约束条件下森林冠层拦截模型的最优参数。该模型与流域3种阔叶林的冠层截留观测值吻合较好。这些发现为未来研究林冠截留在流域水循环中的作用提供了重要数据。在校准模型参数时,精炼的建模方法最大限度地减少了与自然过程的偏差,确保了科学的严谨性和模型的准确性。此外,它还为其他水文和环境模型的参数校准提供了有价值的见解。
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Analysis and simulation of interception characteristics of broad-leaved forest canopy based on parameter optimization: Dianchi basin case
The redistribution effect of the canopy precipitation interception is a critical component of the water cycle and water balance in basin ecosystem. However, traditional canopy interception models often fail to fully consider the reasonableness of model parameter values in practical applications. This study investigated the rainfall redistribution characteristics of three typical subtropical semi-humid evergreen broad-leaved forests in the Dianchi Basin of China. The model structure was improved by incorporating both canopy density and leaf area index (LAI) as indicators, and optimized the parameters using the Gauss-Newton algorithm, with appropriate threshold settings for absorption and additional interception. The results indicated that: (1) a power-function relationship exists between canopy interception and precipitation, which significantly influences precipitation redistribution. The interception rate for the three tree species ranged from 29.3% to 39.8%. (2) LAI and canopy closure are key factors influencing interception characteristics and should be included simultaneously in canopy interception model. (3) The Gaussian Newton’s algorithm effectively determines the optimal parameters of the forest canopy interception model under constraints. The refined model showed a good agreement with observed canopy interception for the three broad-leaved forests in the basin. These findings provide essential data for future studies on the role of forest canopy interception in watershed water cycles. The refined modelling approach minimizes deviations from natural processes when calibrating the model parameters, ensuring both scientific rigor and model accuracy. Furthermore, it offers valuable insights for parameter calibration in other hydrological and environmental models.
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来源期刊
Ecological Indicators
Ecological Indicators 环境科学-环境科学
CiteScore
11.80
自引率
8.70%
发文量
1163
审稿时长
78 days
期刊介绍: The ultimate aim of Ecological Indicators is to integrate the monitoring and assessment of ecological and environmental indicators with management practices. The journal provides a forum for the discussion of the applied scientific development and review of traditional indicator approaches as well as for theoretical, modelling and quantitative applications such as index development. Research into the following areas will be published. • All aspects of ecological and environmental indicators and indices. • New indicators, and new approaches and methods for indicator development, testing and use. • Development and modelling of indices, e.g. application of indicator suites across multiple scales and resources. • Analysis and research of resource, system- and scale-specific indicators. • Methods for integration of social and other valuation metrics for the production of scientifically rigorous and politically-relevant assessments using indicator-based monitoring and assessment programs. • How research indicators can be transformed into direct application for management purposes. • Broader assessment objectives and methods, e.g. biodiversity, biological integrity, and sustainability, through the use of indicators. • Resource-specific indicators such as landscape, agroecosystems, forests, wetlands, etc.
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