利用染料示踪和物种多样性理论方法将优先流动路径可视化,并利用随机森林算法探索其与土壤特性的相关性

IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Journal of Hydrology Pub Date : 2024-07-01 DOI:10.1016/j.jhydrol.2024.131570
Yinghu Zhang , Zhiying Tang , Jinchi Zhang , Zhenming Zhang , Mingxiang Zhang
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引用次数: 0

摘要

优先流道的形成可能是土壤性质随土壤深度发生空间变化的结果。然而,如何直观地显示优先流道随土壤深度的变化仍然是一个挑战。本文介绍了用于描述优先流道特征的染料示踪和物种多样性理论方法。在黄河三角洲湿地的三个地点(乔木、灌木和草地)进行了野外染料示踪实验,并应用染料分布多样性指数(辛普森指数()、香农-维纳指数()、马加莱夫指数()和皮鲁指数())验证了其在优先流评估中的可用性。结果表明,树地浅层染料浸润的均匀性、灌木丛地浅层染料浸润的非均匀性和草地染料浸润的深度是三种典型的浸润类型。随着土壤深度的增加,染色区域的平均比例()逐渐减少。土壤性质对变化的定量影响非常显著,表明 0-10 厘米深度的土壤粘粒含量、10-20 厘米深度的土壤含沙量、20-30 厘米深度的土壤排水能力和 30-40 厘米深度的土壤容重是控制变化的最主要预测因素。我们的研究结果还表明,染料浓度极高和高浓度的染料染色斑块分布最多;、、、和在树地最高,是对变化影响最大的多样性指数。研究结果揭示了控制优先流道形成的土壤特性,这将提高我们对滨海湿地暗流区水资源管理的认识。
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Visualizing preferential flow paths using dye tracer and species diversity theory methods to explore their correlation to soil properties with random forest algorithm

The preferential flow path development is potentially the result of spatial variations in soil properties with soil depth. However, visualizing the evolution of the preferential flow path with soil depth remains a challenge. This paper presents dye tracer and species diversity theory methods for characterizing preferential flow paths. Field dye tracer experiments were performed at three sites (tree, bush, and grass) in the Yellow River Delta wetland and dye distribution diversity indices (Simpson index (Ds), Shannon-Wiener index (H), Margalef index (Dm), and Pielou index (E)) were applied to verify their availability for preferential flow assessment. The results showed that the uniformity of the shallow-infiltrated dye at the tree site, non-uniformity of the shallow-infiltrated dye at the bush site, and deep dye infiltration at the grass site were the three typical infiltration types. The average proportion of dye-stained areas (PDA) gradually decreased with increasing soil depth. The quantitative effects of soil properties on PDA changes were profound, indicating that soil clay content at 0–10 cm depth, soil sand content at 10–20 cm depth, soil drainage capacity at 20–30 cm depth, and soil bulk density at 30–40 cm depth were the most predictive factors controlling PDA changes. Our results also showed that dye-stained patches with extremely high and high dye concentrations were the most distributed; Ds, H, Dm, and E were the highest at the tree site and E was the diversity index with the greatest importance for PDA change. The findings reveal the soil properties controlling the formation of preferential flow paths, which will improve our understanding of water resource management in the vadose zones of coastal wetlands.

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来源期刊
Journal of Hydrology
Journal of Hydrology 地学-地球科学综合
CiteScore
11.00
自引率
12.50%
发文量
1309
审稿时长
7.5 months
期刊介绍: The Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology and hydrogeology. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, hydraulics, agrohydrology, geomorphology, soil science, instrumentation and remote sensing, civil and environmental engineering are included. Social science perspectives on hydrological problems such as resource and ecological economics, environmental sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site.
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