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Advances in soil erosion research: Mechanisms, modeling and applications - A special issue in honor of Dr. Mark Nearing 土壤侵蚀研究进展:机理、建模和应用——纪念Mark Nearing博士的特刊
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-26 DOI: 10.1016/j.iswcr.2023.08.006
Viktor Polyakov, Claire Baffaut, Vito Ferro, Scott Van Pelt
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引用次数: 0
Wind tunnel simulation of wind erosion and dust emission processes, and the influences of soil texture 风蚀和扬尘过程的风洞模拟以及土壤质地的影响
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-25 DOI: 10.1016/j.iswcr.2023.08.005
Xiaofeng Zuo , Chunlai Zhang , Xiaoyu Zhang , Rende Wang , Jiaqi Zhao , Wenping Li

Dust emission caused by wind erosion of soil is an important surface process in arid and semi-arid regions. However, existing dust emission models pay insufficient attention to the impacts of aerodynamic entrainment of particles. In addition, studies of wind erosion processes do not adequately account for the dynamics of wind erosion rates and dust emission fluxes, or for the impact of soil texture on dust emission. Our wind tunnel simulations of wind erosion and dust emission showed that the soil texture, wind erosion duration, and shear velocity are major factors that affect the dynamics of wind erosion and dust emission. Because of the limited supply of surface sand and the change in surface erosion resistance caused by surface coarsening during erosion, the wind erosion rate and the flux of particles smaller than 10 μm (PM10) caused by aerodynamic entrainment decreased rapidly with increasing erosion duration, which suggests that surface wind erosion and dust emission occur primarily during the initial stage of wind erosion. The PM10 emission efficiency decreased with increasing shear velocity following a power function, and finer textured sandy loam soils had greater PM10 emission efficiency than loamy sand soils.

土壤风蚀引起的粉尘排放是干旱和半干旱地区的一个重要地表过程。然而,现有的粉尘排放模型对颗粒物的空气动力夹带影响关注不够。此外,对风蚀过程的研究也没有充分考虑风蚀率和粉尘排放通量的动态变化,或土壤质地对粉尘排放的影响。我们对风蚀和粉尘排放的风洞模拟表明,土壤质地、风蚀持续时间和剪切速度是影响风蚀和粉尘排放动态的主要因素。由于地表沙的供应有限,以及侵蚀过程中地表粗化引起的地表侵蚀阻力变化,风蚀速率和空气动力夹带引起的小于 10 μm 的颗粒(PM10)通量随着侵蚀持续时间的增加而迅速下降,这表明地表风蚀和粉尘排放主要发生在风蚀的初始阶段。PM10 的排放效率随剪切速度的增加而降低,呈幂函数关系,质地较细的砂质壤土的 PM10 排放效率高于壤质砂土。
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引用次数: 0
Modification of the RUSLE slope length factor based on a multiple flow algorithm considering vertical leakage at karst landscapes 基于多流算法的岩溶垂直渗漏RUSLE坡长因子修正
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-19 DOI: 10.1016/j.iswcr.2023.08.004
Teng Feng , Yuemin Yue , Kelin Wang , Hongsong Chen , Lu Zhai , Xianzhao Liu , Yuanqi Chen , Yong Zhang

Heterogeneous karst surfaces exerted scaling effects whereby specific runoff decrease with increasing area. The existing RUSLE-L equations are limited by the default implicit assumption that the surface-runoff intensity is constant at any slope length. The objective of this study was to modify the L-equation by establishing the functional relationship between surface-runoff intensity and karst slope length, and to evaluate its predictive capability at different resolution DEMs. Transfer grid layers were generated based on the area rate of surface karstification and considered the runoff transmission percentage at the exposed karst fractures or conduits to be zero. Using the multiple flow direction algorithm united with the transfer grid (MFDTG), the flow accumulation of each grid cell was simulated to estimate the average surface-runoff intensity over different slope lengths. The effectiveness of MFDTG algorithm was validated by runoff plot data in Southwestern China. The simulated results in a typical peak-cluster depression basin with an area rate of surface karstification of 6.5% showed that the relationship between surface-runoff intensity and slope length was a negative power function. Estimated by the proposed modified L-equation ((alx(b+1)/22.13)m), the L-factor averages of the study basin ranged from 0.35 to 0.41 at 1, 5, 25 and 90 m resolutions respectively. This study indicated that the modified L-equation enables an improved prediction of the much smaller L-factor and the use of any resolution DEMs on karst landscapes. Particular attention should be given to the variation of surface-runoff intensity with slope length when predicting L-factor on hillslopes with runoff scale effect.

异质岩溶表面具有缩放效应,即比径流随面积增加而减少。现有的 RUSLE-L 公式受限于默认的隐含假设,即在任何坡长上地表径流强度都是恒定的。本研究的目的是通过建立地表径流强度与岩溶坡长之间的函数关系来修改 L 公式,并评估其在不同分辨率 DEM 下的预测能力。根据地表岩溶化的面积率生成转移网格层,并将裸露岩溶裂隙或导管处的径流传输百分比视为零。利用与转移网格相结合的多流向算法(MFDTG),模拟每个网格单元的流量累积,以估算不同坡长上的平均地表径流强度。中国西南地区的径流小区数据验证了 MFDTG 算法的有效性。在地表岩溶化面积率为 6.5% 的典型峰丛洼陷盆地中的模拟结果表明,地表径流强度与坡长之间的关系为负幂函数。根据所提出的修正 L 公式((αx(b+1)/22.13)m)估算,研究流域在 1、5、25 和 90 米分辨率处的 L 系数平均值分别为 0.35 至 0.41。这项研究表明,修改后的 L 公式能更好地预测更小的 L 系数,并能在岩溶地貌上使用任何分辨率的 DEM。在预测具有径流尺度效应的山坡上的 L 因子时,应特别注意地表径流强度随坡长的变化。
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引用次数: 0
Predictive simulation and optimal allocation of surface water resources in reservoir basins under climate change 气候变化下水库流域地表水资源预测模拟与优化配置
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-18 DOI: 10.1016/j.iswcr.2023.08.003
Qiangqiang Rong , Shuwa Zhu , Wencong Yue , Meirong Su , Yanpeng Cai

Predicting and allocating surface water resources are becoming increasingly important tasks for addressing the risk of water shortages and challenges of climate change, especially in reservoir basins. However, surface water resource management includes many systematic uncertainties and complexities that are difficult to address. Thus, advanced models must be developed to support predictive simulations and optimal allocations of surface water resources, which are urgently required to ensure regional water supply security and sustainable socioeconomic development. In this study, a soil and water assessment tool-based interval linear multi-objective programming (SWAT-ILMP) model was developed and integrated with climate change scenarios, SWAT, interval parameter programming, and multi-objective programming. The developed model was applied to the Xinfengjiang Reservoir basin in South China and was able to identify optimal allocation schemes for water resources under different climate change scenarios. In the forecast year 2025, the optimal water quantity for power generation would be the highest and account for ∼60% of all water resources, the optimal water quantity for water supply would account for ∼35%, while the optimal surplus water released from the reservoir would be the lowest at ≤5%. In addition, climate change and reservoir initial storage would greatly affect the surplus water quantity but not the power generation or water supply quantity. In general, the SWAT-ILMP model is applicable and effective for water resource prediction and management systems. The results from different scenarios can provide multiple alternatives to support rational water resource allocation in the study area.

预测和分配地表水资源正成为应对水资源短缺风险和气候变化挑战的日益重要的任务,尤其是在水库流域。然而,地表水资源管理包括许多难以解决的系统不确定性和复杂性。因此,必须开发先进的模型来支持地表水资源的预测模拟和优化分配,这是确保区域供水安全和社会经济可持续发展的迫切需要。本研究开发了基于水土评估工具的区间线性多目标程序设计(SWAT-ILMP)模型,并将气候变化情景、SWAT、区间参数程序设计和多目标程序设计进行了整合。将所开发的模型应用于华南新丰江水库流域,确定了不同气候变化情景下的水资源优化配置方案。在预测的 2025 年,最优发电水量最高,占全部水资源的 60%;最优供水水量占 35%;最优水库剩余水量最低,≤5%。此外,气候变化和水库初始蓄水量对剩余水量有很大影响,但对发电量和供水量没有影响。总体而言,SWAT-ILMP 模型在水资源预测和管理系统中是适用和有效的。不同方案的结果可提供多种备选方案,为研究区域水资源的合理配置提供支持。
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引用次数: 0
Tracing soil erosion with Fe3O4 magnetic powder: Principle and application Fe3O4磁粉示踪土壤侵蚀:原理与应用
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-10 DOI: 10.1016/j.iswcr.2023.08.002
Hongqiang Shi , Gang Liu , Xiaobing An , Yajun Zhao , Fenli Zheng , Hairu Li , Xunchang (John) Zhang , Xuncheng Pan , Binglong Wu , Xuesong Wang

Magnetic powder is regarded as an effective and economical tracer for estimating soil erosion. However, the principle and application for using magnetic powder to estimate soil erosion are still not fully developed. In this study, magnetic powders with mean diameters of both 30 and 1 μm were mixed into three soils at different mass proportion. The relationship between magnetic susceptibility and the mass proportion of the introduced magnetic powder in the tagged soil, and the binding ability of magnetic powder to soil particles after both dry and wet sieving were investigated. The accuracy of tracking soil loss by using magnetic powder as a tracer was assessed. The results showed that there was a significant linear relationship between the magnetic susceptibility and the mass proportion of the introduced magnetic powder in the tagged soil. The relationship between the amount of soil captured by a magnet and the mass proportion of magnetic powder in the tagged soil indicated that soils were readily magnetized by magnetic powder, especially fine fractions. The magnetic susceptibility of magnetic powder in different sizes of soil aggregates was variable. A majority of magnetic powder of both 30 and 1 μm diameters was strongly bound with fine particles <0.05 mm in dry and wet sieving. Using the estimated tracer mass proportions, the relative errors between measured and estimated soil losses with enrichment correction factor were less than 18.3% under the simulated rain events. This study not only reveal the principle of Fe3O4 powder in soil erosion, but also improve its estimated precision of soil loss, which can make the tracing method by Fe3O4 magnetic powder more useable in future.

磁粉被认为是估算土壤侵蚀的一种有效而经济的示踪剂。然而,利用磁粉估算土壤侵蚀的原理和应用仍未完全开发。本研究将平均直径分别为 30 微米和 1 微米的磁粉以不同的质量比例混合到三种土壤中。研究了磁感应强度与引入的磁粉在标记土壤中的质量比例之间的关系,以及干、湿筛分后磁粉与土壤颗粒的结合能力。评估了使用磁粉作为示踪剂追踪土壤流失的准确性。结果表明,磁感应强度与引入的磁粉在标记土壤中的质量比例之间存在显著的线性关系。磁铁捕获的土壤量与标记土壤中磁粉质量比例之间的关系表明,土壤很容易被磁粉磁化,尤其是细小部分。不同大小土壤团聚体中磁粉的磁感应强度各不相同。在干法和湿法筛分中,直径为 30 和 1 μm 的磁粉大部分与 0.05 mm 的细颗粒紧密结合。利用估算的示踪剂质量比例,在模拟降雨事件下,测量和估算的土壤流失量与富集校正因子之间的相对误差小于 18.3%。该研究不仅揭示了Fe3O4磁粉在土壤侵蚀中的作用原理,还提高了其估算土壤流失量的精度,从而使Fe3O4磁粉示踪法在未来的应用更加广泛。
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引用次数: 0
Automatic mapping of gully from satellite images using asymmetric non-local LinkNet: A case study in Northeast China 基于非对称非局域LinkNet的卫星影像沟壑自动制图——以东北地区为例
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-05 DOI: 10.1016/j.iswcr.2023.07.006
Panpan Zhu , Hao Xu , Ligang Zhou , Peixin Yu , Liqiang Zhang , Suhong Liu

Gully erosion can lead to the destruction of farmland and the reduction in crop yield. Gully mapping from remote sensing images is critical for quickly obtaining the distribution of gullies at regional scales and arranging corresponding prevention and control measures. The narrow and irregular shapes and similar colors to the surrounding farmland make mapping erosion gullies in sloping farmland from remote sensing images challenging. To implement gully erosion mapping, we developed a small training samples-oriented lightweight deep leaning model, called asymmetric non-local LinkNet (ASNL-LinkNet). The ASNL-LinkNet integrates global context information through an asymmetric non-local operation and conducts multilayer feature fusion to improve the robustness of the extracted features. Experiment results show that the proposed ASNL-LinkNet achieves the best performance when compared with other deep learning methods. The quantitative evaluation results in the three test areas show that the F1-score of erosion gully recognition varies from 0.62 to 0.72. This study provides theoretical reference and practical guidance for monitoring erosion gullies on slope farmland in the black soil region of Northeast China.

沟壑侵蚀可导致农田毁坏和作物减产。利用遥感图像绘制沟壑图对于快速获取区域范围内的沟壑分布情况并安排相应的防治措施至关重要。由于沟壑形状狭长且不规则,且与周围农田颜色相似,因此从遥感图像中绘制坡耕地沟壑侵蚀图具有挑战性。为了绘制冲沟侵蚀图,我们开发了一种面向少量训练样本的轻量级深度倾斜模型,称为非对称非局部链接网(ASNL-LinkNet)。ASNL-LinkNet 通过非对称非本地操作整合了全局上下文信息,并进行多层特征融合以提高提取特征的鲁棒性。实验结果表明,与其他深度学习方法相比,所提出的 ASNL-LinkNet 实现了最佳性能。三个测试区域的定量评估结果表明,侵蚀沟识别的 F1 分数在 0.62 到 0.72 之间。该研究为东北黑土区坡耕地侵蚀沟监测提供了理论参考和实践指导。
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引用次数: 0
Historical evolution of gully erosion and its response to land use change during 1968–2018 in the Mollisol region of Northeast China 1968-2018年东北Mollisol地区沟壑区侵蚀历史演变及其对土地利用变化的响应
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-04 DOI: 10.1016/j.iswcr.2023.08.001
Shengmin Zhang , Mingming Guo , Xin Liu , Zhuoxin Chen , Xingyi Zhang , Jinzhong Xu , Xing Han

Gully erosion is one of the most severe types of land degradation, hindering food production and sustainable agricultural development. However, the historical evolution process and the impact of land use change on gully erosion remain unclear. To address this issue, we conducted a field investigation on gully erosion in 2018 and interpreted land use and gullies using historical remote sensing images in 1968 and 1978 over an area of 84.48 km2. The study found that from 1968 to 1978 to 2018, all gully morphological parameters including gully length density and gully areal density increased significantly. The main origin of gully erosion found was from dry farmland. The annual soil loss rate induced by gully erosion was 1.46 mm during 1968–2018. Gully erosion rates were higher during 1968–1978 than during 1978–2018. Furthermore, the length, areal and volumetric erosion rates in gullies formed by multiple gullies merging was greater than that of newly formed gullies (NFG) and gullies developing continuously from a single pre-existing gully, while the widening rate of NFG was highest. The susceptibility of land use types to gully erosion was in the order of woodland < dry farmland < degraded land. The annual average increase in gully area was 871.09 m2 km-2 year-1 for parcels that were converted from woodland to dry farmland, which was 5.56 times and 1.78 times greater than that of woodland and dry farmland maintenance, respectively. Therefore, urgent implementation of ecological land use plans and gully erosion control practices is suggested for this region.

沟壑侵蚀是最严重的土地退化类型之一,阻碍了粮食生产和农业的可持续发展。然而,沟壑侵蚀的历史演变过程和土地利用变化对沟壑侵蚀的影响仍不清楚。针对这一问题,我们对2018年送彩金网站大全的沟壑侵蚀情况进行了实地调查,并利用1968年和1978年的历史遥感影像对84.48平方公里范围内的土地利用和沟壑进行了解译。研究发现,从1968年到1978年再到2018年,包括沟长密度、沟谷面积密度在内的所有沟谷形态参数均显著增加。发现沟壑侵蚀的主要来源是干旱农田。1968-2018 年间,沟蚀引起的年土壤流失率为 1.46 毫米。1968-1978 年期间的沟壑侵蚀率高于 1978-2018 年期间。此外,多条沟谷合并形成的沟谷的长度、面积和体积侵蚀率均高于新形成沟谷(NFG)和由一条原有沟谷连续发展形成的沟谷,而 NFG 的加宽率最高。土地利用类型对沟壑侵蚀的易感性依次为林地、旱耕地和退化土地。由林地转为旱作农田的地块沟壑面积年均增加 871.09 m2 km-2-1 ,分别是林地和旱作农田维持地块的 5.56 倍和 1.78 倍。因此,建议该地区尽快实施生态土地利用规划和沟壑侵蚀控制措施。
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引用次数: 0
Towards a better understanding of pathways of multiple co-occurring erosion processes on global cropland 更好地了解全球农田多种同时发生的侵蚀过程的途径
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-03 DOI: 10.1016/j.iswcr.2023.07.008
Pasquale Borrelli , Christine Alewell , Jae E. Yang , Nejc Bezak , Yixian Chen , Ayele Almaw Fenta , Arthur Nicolaus Fendrich , Surya Gupta , Francis Matthews , Sirio Modugno , Nigussie Haregeweyn , David A. Robinson , Florence Tan , Matthias Vanmaercke , Gert Verstraeten , Diana C.S. Vieira , Panos Panagos

Soil erosion is a complex process involving multiple natural and anthropic agents, causing the deterioration of multiple components comprising soil health. Here, we provide an estimate of the spatial patterns of cropland susceptibility to erosion by sheet and rill, gully, wind, tillage, and root crops harvesting and report the co-occurrence of these processes using a multi-model approach. In addition, to give a global overview of potential future changes, we identify the locations where these multiple concurrent soil erosion processes may be expected to intersect with projected dry/wet climate changes by 2070. Of a modelled 1.48 billion hectares (B ha) of global cropland, our results indicate that 0.56 B ha (∼36% of the total area) are highly susceptible (classes 4 and 5) to a single erosion process, 0.27 B ha (∼18% of the total area) to two processes and 0.02 B ha (1.4% of the total area) to three or more processes. An estimated 0.82 B ha of croplands are susceptible to possible increases in water (0.68 B ha) and wind (0.14 B ha) erosion. We contend that the presented set of estimates represents a basis for enhancing our foundational knowledge on the geography of soil erosion at the global scale. The generated insight on multiple erosion processes can be a useful starting point for decision-makers working with ex-post and ex-ante policy evaluation of the UN Sustainable Development Goal 15 (Life on Land) activities. Scientifically, this work provides the hitherto most comprehensive assessment of soil erosion risks at the global scale, based on state-of-the-art models.

土壤侵蚀是一个复杂的过程,涉及多种自然因素和人为因素,导致包括土壤健康在内的多种成分恶化。在这里,我们估计了农田易受细沟、冲沟、风、耕作和根系作物收割侵蚀的空间模式,并使用多模型方法报告了这些过程的共同发生。此外,为了对未来潜在的变化进行全球概述,我们确定了到2070年,这些多重同时发生的土壤侵蚀过程可能与预计的干/湿气候变化相交的位置。在14.8亿公顷(B公顷)的全球农田模型中,我们的结果表明,0.56亿公顷(约占总面积的36%)对单一侵蚀过程高度敏感(4级和5级),0.27亿公顷(~总面积的18%)对两个过程高度敏感,0.02亿公顷(总面积的1.4%)对三个或更多过程高度敏感。估计有82亿公顷的农田容易受到水(0.68亿公顷)和风(0.14亿公顷)侵蚀的影响。我们认为,所提供的一组估计值代表了在全球范围内增强我们对土壤侵蚀地理学基础知识的基础。对多种侵蚀过程产生的见解可以成为决策者对联合国可持续发展目标15(土地上的生命)活动进行事后和事前政策评估的有用起点。从科学角度讲,这项工作基于最先进的模型,在全球范围内对土壤侵蚀风险进行了迄今为止最全面的评估。
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引用次数: 0
Advances in soil erosion research: Mechanism, modeling and applications - A special issue in honor of Dr. Mark Nearing 土壤侵蚀研究进展:机制、模型和应用——纪念马克·阿斯特博士的特刊
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.iswcr.2023.08.006
V. Polyakov, C. Baffaut, V. Ferro, S. Van Pelt
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引用次数: 0
Variation in soil infiltration properties under different land use/cover in the black soil region of Northeast China 东北黑土区不同土地利用/覆盖条件下土壤入渗特性的变化
IF 6.4 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-07-29 DOI: 10.1016/j.iswcr.2023.07.007
Pingzong Zhu , Guanghui Zhang , Chengshu Wang , Shiqi Chen , Yuanqiang Wan

Soil infiltration properties (SIPs) of infiltration rate and saturated hydraulic conductivity significantly affect hydrological and erosion processes, thus, knowledge of SIPs under different land use/cover are vital for land use management to control soil erosion for realizing the sustainable development of the small agricultural watershed. Nevertheless, few studies have been carried out to investigate the differences in SIPs and their dominant influencing factors between different land use/cover in the black soil region of Northeast China. Therefore, eight typical land use/cover were selected to clarify the variations in SIPs between different land use/cover and further identify their dominant influencing factors. SIPs of initial infiltration rate (IIR), steady infiltration rate (SIR), and saturated hydraulic conductivity (Ks) were determined under eight typical land use/cover (forestland, shrub land, grassland, longitudinal shelterbelt, transverse shelterbelt, agricultural road, and cropland of Zea mays L. and Glycine max (Linn.) Merr) using a tension disc infiltrometer with three pressure heads of −3, −1.5, and 0 cm. The results of one-way ANOVA analysis showed that SIPs varied greatly between different land use/cover. Shelterbelt plant with Populus L. had the maximum IIR, SIR, and Ks, and then followed by shrub land, agricultural road, cropland, grassland, and forestland. Spearman correlation analysis indicated that SIPs were significantly correlated with soil and vegetation properties. Redundancy analysis revealed that differences in SIPs between different land use/cover were dominantly attributed to the differences in soil texture, field capacity, and plant root mass density, which explained 79.36% of the total variation in SIPs. Among these dominant influencing factors, the results of structural equation model indicated that the indirect effects of plant root and soil texture played the most important role in variations of SIPs via affecting soil texture and pore characteristics. These results have significant implications for the precise prediction of watershed hydrological and erosion processes, also provide a scientific basis for guiding the distribution pattern of land use in the cultivated watershed.

入渗率和饱和导水率等土壤入渗特性(SIPs)对水文过程和水土流失过程有重要影响,因此,了解不同土地利用/覆盖条件下的土壤入渗特性对于土地利用管理、控制水土流失、实现农业小流域的可持续发展至关重要。然而,针对东北黑土区不同土地利用/覆盖方式下 SIPs 的差异及其主要影响因素的研究还很少。因此,本文选择了八种典型的土地利用/覆盖方式,以阐明不同土地利用/覆盖方式之间 SIPs 的差异,并进一步确定其主要影响因素。采用张力圆盘入渗仪测定了八种典型土地利用/覆盖(林地、灌木林地、草地、纵向防护林带、横向防护林带、农用道路、耕地(Zea mays L.和 Glycine max (Linn.) Merr))的初始入渗率(IIR)、稳定入渗率(SIR)和饱和导流系数(Ks)。单因子方差分析结果表明,不同土地利用/覆盖的 SIPs 差异很大。种植杨树的防护林带的 IIR、SIR 和 Ks 最大,其次是灌木林地、农用道路、耕地、草地和林地。斯皮尔曼相关分析表明,SIPs 与土壤和植被特性有显著相关性。冗余分析表明,不同土地利用/覆盖之间的 SIPs 差异主要归因于土壤质地、田间容重和植物根系密度的差异,这些因素解释了 SIPs 总变异的 79.36%。在这些主要影响因素中,结构方程模型的结果表明,植物根系和土壤质地通过影响土壤质地和孔隙特征对 SIPs 的变化起到了最重要的间接作用。这些结果对流域水文和侵蚀过程的精确预测具有重要意义,也为指导耕地流域的土地利用分布模式提供了科学依据。
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引用次数: 0
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International Soil and Water Conservation Research
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