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Multidimensional assessment and precision restoration strategies for soil erosion in karst areas: Based on multi-scenario simulation 基于多情景模拟的喀斯特地区土壤侵蚀多维评估与精准修复策略
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-02 DOI: 10.1016/j.ijsrc.2025.08.005
Longhui Pan , Rui Li , Benjin Yu , Wanquan Zhang , Chaoyang Xue , Zhenhong Yi
Karst landscapes are plagued by severe soil erosion due to their fractured lithology and complex hydrology, posing persistent challenges to erosion assessment and ecological restoration. However, current approaches often fail to account for the spatial heterogeneity and hydrological complexity typical of karst terrains. This study developed and compared four vegetation restoration scenarios—the status quo scenario, linear scenario, patch scenario, and combined scenario—using an integrated modeling framework based on the Revised Universal Soil Loss Equation (RUSLE) and the sediment connectivity index (IC). The combined scenario, which integrates linear buffers with patch-based vegetation, showed superior performance in reducing both soil erosion and sediment connectivity. The patch scenario also shows strong adaptability in steep-slope areas because it effectively mitigates sediment transport potential. To improve restoration precision further, a slope- and karst desertification-sensitive vegetation configuration strategy was proposed. This study also introduced the use of bivariate Moran's I analysis to identify spatial hotspots of erosion and connectivity overlap. These results provide a novel methodology for evaluating multiscenario ecological restoration in karst regions. The findings offer practical guidance for implementing targeted soil and water conservation interventions and contribute to the broader goal of sustainable land management in ecologically fragile environments.
喀斯特景观因其破碎的岩性和复杂的水文环境,受到严重的水土流失的困扰,给水土流失评价和生态修复带来了持续的挑战。然而,目前的方法往往不能解释喀斯特地形的空间异质性和水文复杂性。采用基于修正通用土壤流失方程(RUSLE)和泥沙连通性指数(IC)的综合建模框架,建立并比较了现状情景、线性情景、斑块情景和组合情景4种植被恢复情景。将线性缓冲带与斑块型植被相结合的组合方案在减少土壤侵蚀和沉积物连通性方面表现优异。斑块情景在陡坡地区也表现出较强的适应性,因为它有效地减轻了输沙潜力。为了进一步提高恢复精度,提出了坡度和喀斯特荒漠化敏感型植被配置策略。本研究还引入了双变量Moran’s I分析来识别侵蚀和连通性重叠的空间热点。这些结果为喀斯特地区多情景生态恢复评价提供了一种新的方法。这些发现为实施有针对性的水土保持干预措施提供了实践指导,并有助于实现生态脆弱环境中可持续土地管理的更广泛目标。
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引用次数: 0
Review of soil solidification methods in scour and erosion control 土壤固化方法在冲蚀控制中的研究进展
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-21 DOI: 10.1016/j.ijsrc.2025.08.004
Dawei Guan , Xuefen Zhang , Hao Meng , Yee-Meng Chiew , Zishun Yao
This review focuses on the mechanisms and scour resistance of various soil solidification methods used in civil and coastal engineering. Traditional chemical methods, such as ordinary Portland cement (OPC) and lime, enhance scour resistance primarily through pozzolanic reactions and cementitious bonding, which increase cohesion and shear strength. The laboratory results revealed that OPC-solidified soil can resist flows of up to 4 m/s after one day of curing, whereas lime-treated soils can withstand flows of up to 8.5 m/s after 14 days. Polymer-based treatments work by forming a surface-binding network that improves soil aggregate stability; optimal dosages can reduce rainfall-induced erosion rates to as low as 0.3 % compared with those of untreated soil, although their limited strength restricts their use to nonhydrodynamic environments. Ionic soil stabilizers (ISSs), a class of chemical agents, function by replacing exchangeable ions in clay minerals, leading to reduced plasticity, improved particle alignment, and increased soil density. While widely applied in subgrades and slope stabilization, their application in hydraulic environments is still in its infancy. Current evidence of scour resistance remains limited because of insufficient laboratory and field data. Biological methods, including microbial and enzyme-induced calcium carbonate precipitation (MICP/EICP), function by precipitating calcium carbonate that binds particles and fills pores; these methods can reduce sand erosion by up to 80 %–98 %, although the cost and nonuniform distribution of enzymes present challenges. Combined methods leverage complementary mechanisms—for example, carbonate precipitation and cement hydration—to improve microstructure and strength synergistically, with reported increases in critical shear stress up to 971.6 Pa. This review provides a comparative analysis of the methods, focusing primarily on their underlying mechanisms and ability to enhance scour resistance, with additional discussion on costs, environmental impact, and operational complexity. Future research is needed to address how these methods could be optimized for better performance and cost efficiency, especially for large-scale prototype applications.
本文综述了土木和海岸工程中各种土壤固化方法的机理和抗冲刷性能。传统的化学方法,如普通硅酸盐水泥(OPC)和石灰,主要通过火山灰反应和胶凝结合来增强抗冲刷性,从而增加了凝聚力和抗剪强度。实验结果表明,opc固化的土壤在养护一天后可以抵抗高达4米/秒的水流,而石灰处理的土壤在养护14天后可以抵抗高达8.5米/秒的水流。聚合物基处理通过形成表面结合网络来提高土壤团聚体的稳定性;与未经处理的土壤相比,最佳剂量可以将降雨引起的侵蚀率降低至0.3%,尽管它们有限的强度限制了它们在非水动力环境中的使用。离子土壤稳定剂(ISSs)是一类化学制剂,其作用是取代粘土矿物中的交换离子,从而降低土壤的可塑性,改善土壤颗粒排列,增加土壤密度。虽然在路基和边坡稳定中得到了广泛的应用,但在水力环境中的应用仍处于起步阶段。由于实验室和现场数据不足,目前关于抗冲刷性的证据仍然有限。生物方法,包括微生物和酶诱导碳酸钙沉淀(MICP/EICP),通过沉淀碳酸钙来结合颗粒并填充孔隙;这些方法可以减少高达80% - 98%的砂蚀,尽管成本和酶的不均匀分布存在挑战。综合方法利用互补机制(例如碳酸盐沉淀和水泥水化)来协同改善微观结构和强度,据报道,临界剪切应力可增加到971.6 Pa。这篇综述对这些方法进行了比较分析,主要集中在它们的潜在机制和增强抗冲刷能力上,并对成本、环境影响和操作复杂性进行了额外的讨论。未来的研究需要解决如何优化这些方法以获得更好的性能和成本效率,特别是在大规模原型应用中。
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引用次数: 0
From single to synthetic PGPR: Exploring the strategies of submerged macrophyte remediation in cadmium polluted sediment 从单一到合成的PGPR:探究沉水植物修复镉污染沉积物的策略
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-12 DOI: 10.1016/j.ijsrc.2025.08.002
Xiangfen Liu , Junqi Yu , Yahua Li , Jinhui Pang , Yao Guo , Qianzheng Li , Kaixuan Wu , Bingqian Xu , Zhenbin Wu , Qiaohong Zhou
Plant growth-promoting rhizobacteria (PGPR) are used to assist phytoremediation. Synthetic PGPR can adapt to diverse sediment environments more effectively than single PGPR. However, their mechanisms of application in submerged macrophytes remediation of cadmium polluted sediment remains challenging. Here, we investigated the effect of synthetic PGPR on enhancing phytoremediation in cadmium polluted sediment and the underlying mechanisms promoting growth of submerged macrophytes. We conducted a comparison regarding the phytoremediation efficiencies of submerged macrophytes within cadmium polluted sediment under the conditions of the absence of PGPR, single PGPR and synthetic PGPR inoculation. The results indicated that the lower concentration of cadmium in the sediment was achieved under synthetic PGPR inoculation of two treatments, specifically decreased by 26.18 % and 25.55 %, because of the highest biota-sediment accumulation factor. Synthetic PGPR induced 44 %–88 % increase in the biomass of submerged macrophytes by regulating enzyme activities and photosynthesis system compared with the treatment with cadmium pollution only. The PGPR promoted significant increase of chlorophyll, the optimal/maximal quantum yield of PSⅡ (Fv/Fm) and carotenoids content with the highest increases in macrophytes inoculated with synthetic PGPR. Compared with the treatments inoculated with single PGPR, synthetic PGPR enhanced the activities of antioxidant enzymes to assist submerged macrophytes in resisting cadmium stress. Consequently, synthetic PGPR promoted the growth and cadmium accumulation of submerged macrophytes. Our research further observed that the translocation factor of the submerged macrophytes was below 1, showing that cadmium was not easily transferred within the macrophytes. Our study provides new perspectives into strategy development in microbe-assisted submerged macrophytes remediation of cadmium polluted sediment.
促进植物生长的根瘤菌(PGPR)被用于协助植物修复。合成的PGPR比单一的PGPR更能适应不同的沉积物环境。然而,它们在沉水植物修复镉污染沉积物中的应用机制仍然具有挑战性。本文研究了合成的PGPR对镉污染沉积物中植物修复的影响及其促进沉水植物生长的机制。比较了不接种PGPR、单接种PGPR和合成接种PGPR三种不同接种条件下沉水植物对镉污染沉积物的修复效果。结果表明,两种处理下,由于生物群-沉积物积累因子最高,沉积物中镉浓度均较低,分别降低了26.18%和25.55%。与单纯镉污染处理相比,合成PGPR通过调节酶活性和光合系统,诱导沉水植物生物量增加44% ~ 88%。PGPR能显著提高植物叶绿素含量、PSⅡ最佳/最大量子产率(Fv/Fm)和类胡萝卜素含量,其中以合成PGPR接种的植物的增幅最大。与单一接种处理相比,合成的PGPR提高了沉水植物抗氧化酶的活性,有助于其抵抗镉胁迫。因此,合成的PGPR促进了沉水植物的生长和镉的积累。本研究进一步观察到沉水植物的转运因子小于1,表明镉在沉水植物体内不易转移。本研究为微生物辅助沉水植物修复镉污染沉积物的策略制定提供了新的视角。
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引用次数: 0
Soil texture and exchangeable ions primarily control soil erosion resistance in estuaries of Laizhou Bay 莱州湾河口土壤质地和交换离子是控制土壤抗侵蚀能力的主要因素
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-09 DOI: 10.1016/j.ijsrc.2025.08.003
Hanyu Zhang , Xia Li , Jingjiang Li , Yi Zhang , Yajie Zhao , Jiangbao Xia , Nufang Fang , Kaitong Gao , Qianjin Liu
Estuaries are irreplaceable ecological habitats and the primary deposition areas for sediment and pollutants from rivers. However, many estuaries are subject to an elevated risk of soil erosion owing to the increasing occurrence of flood events and reduced sediment supply. Soil erosion resistance in estuaries, as one of the most important parameters to assess and model soil erosion in estuaries, remains unclear. In this study, soil samples were collected from eight estuaries in Laizhou Bay, China, to characterize soil erosion resistance using soil erodibility (Kd) and soil critical shear stress (τc); additionally, the controlling soil properties were identified using a partial least-squares regression (PLSR) model. The Kd of the eight estuaries ranged from 15.21 to 772.08 cm3/N s. The τc of the eight estuaries ranged from 0.33 to 3.35 Pa. The results of the PLSR analysis indicated that the increased soil electrical conductivity at 25 °C water temperature (EC25), exchangeable sodium (Na+), and clay content contributed to high Kd values, whereas increased exchangeable calcium (Ca2+) and exchangeable potassium (K+) levels were correlated with low Kd values. The τc was negatively correlated with clay content, EC25, exchangeable magnesium (Mg2+), silt content, and total porosity and positively correlated with sand content, K+, and soil bulk density. The Di River estuary exhibited the highest EC25 and lowest Ca2+ among all the estuaries, resulting in the largest Kd. The Bailang River estuary exhibited the highest τc owing to its having the lowest Mg2+ content. These findings indicate that soil erosion resistance is not determined by any individual soil property; future studies should consider the interactions among the physical, chemical, and biological properties of soil.
河口是不可替代的生态栖息地,是河流泥沙和污染物的主要淤积区。然而,由于洪水事件的增加和沉积物供应的减少,许多河口受到土壤侵蚀的风险增加。河口土壤侵蚀阻力作为河口土壤侵蚀评价和模拟的重要参数之一,目前尚不清楚。以莱州湾8个河口为研究对象,利用土壤可蚀性(Kd)和土壤临界剪应力(τc)对土壤抗侵蚀性进行了表征;此外,利用偏最小二乘回归(PLSR)模型确定了控制土壤性质。8个河口的Kd值在15.21 ~ 772.08 cm3/N s之间,τc值在0.33 ~ 3.35 Pa之间。PLSR分析结果表明,25℃水温下土壤电导率(EC25)、交换性钠(Na+)和粘土含量的增加与Kd值升高有关,而交换性钙(Ca2+)和交换性钾(K+)水平的增加与Kd值降低有关。τc与粘土含量、EC25、交换镁(Mg2+)、粉土含量、总孔隙度呈负相关,与砂粒含量、K+、土壤容重呈正相关。狄河口的EC25最高,Ca2+最低,Kd最大。白浪河口由于Mg2+含量最低,τc最高。这些结果表明,土壤抗侵蚀能力不是由任何单一土壤性质决定的;未来的研究应考虑土壤的物理、化学和生物特性之间的相互作用。
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引用次数: 0
Turbulence structure and near-wall suppression in equilibrium and nonequilibrium sediment transport: An experimental study 平衡和非平衡输沙中的湍流结构和近壁抑制:一个实验研究
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-08 DOI: 10.1016/j.ijsrc.2025.08.001
Bambang Agus Kironoto , Miskar Maini , Adam Pamudji Rahardjo , Istiarto
Sediment transport in open channels plays a significant role in shaping turbulent flow structures, influencing sediment dynamics and flow resistance. Transport regimes are classified into equilibrium, where sediment inflow and outflow are balanced, and nonequilibrium, characterized by bed degradation. This study experimentally investigated the turbulence characteristics of sediment-laden, low-velocity open-channel flows under two conditions: sediment-feeding (SF) flows representing equilibrium and nonsediment-feeding (NSF) flows representing degradation-type nonequilibrium conditions. Laboratory experiments were conducted in a 10-m recirculating flume using a 16-MHz acoustic Doppler velocimeter (ADV). Velocity and turbulence profiles were collected under fixed- and movable-bed configurations using two sediment types (d50 = 1.55 and 1.85 mm) simulating tropical riverbeds. Analyses of velocity profiles, turbulence intensities, Reynolds shear stress, mixing length, eddy viscosity, energy spectra, velocity correlations, and turbulence scales were performed. The results reveal clear distinctions between the SF and NSF flows, particularly near the bed. Sediment feeding reduces the near-bed velocity gradient (du/dy), suppresses near-wall turbulence, and shifts the turbulence intensity peak upward to y/H ≈ 0.15. It also significantly reduces the Reynolds shear stress, whereas changes in the eddy viscosity near the bed are less pronounced because of the dominant velocity gradients. A hybrid model combining exponential and power-law terms is proposed to better represent the turbulence intensity and shear stress profiles under sediment-feeding conditions. Spectral analysis confirmed that, despite the 50 Hz sampling limit of the ADV, the inertial subrange follows Kolmogorov's −5/3 law, although the dissipation range was not captured, and microscale estimations remain approximate. Compared with sediment feeding, increased bed roughness reduces turbulence scales, whereas bed mobility effects are secondary. Shear velocity estimates derived from the Clauser, energy gradient, and Reynolds shear stress methods indicate that turbulence-based methods yield more consistent results in sediment-laden flows. These findings advance the understanding of sediment–turbulence interactions and improve sediment transport modeling for low-velocity open channels. Furthermore, these insights can be applied to enhance predictive modeling, optimize sediment management strategies, and support the design of more resilient river engineering structures, particularly in tropical systems.
明渠输沙对形成湍流结构、影响泥沙动力学和水流阻力具有重要作用。输运机制可分为平衡输运机制和非平衡输运机制。平衡输运机制是指泥沙流入和流出平衡,而非平衡输运机制以河床退化为特征。本研究通过实验研究了含沙低速明渠流在两种条件下的湍流特性:泥沙供沙(SF)流代表平衡,非泥沙供沙(NSF)流代表退化型非平衡。实验采用16mhz声波多普勒测速仪(ADV)在10m循环水槽中进行。采用两种泥沙类型(d50 = 1.55和1.85 mm)模拟热带河床,在固定河床和活动河床配置下收集流速和湍流剖面。对速度分布、湍流强度、雷诺剪切应力、混合长度、涡流粘度、能谱、速度相关性和湍流尺度进行了分析。结果揭示了顺流和非顺流流动之间的明显区别,特别是在床层附近。泥沙进料降低了近河床速度梯度(du/dy),抑制了近壁面湍流,使湍流强度峰向上移动至y/H≈0.15。它还显著降低了雷诺剪切应力,而由于主要的速度梯度,床附近的涡流粘度变化不太明显。提出了一种指数项和幂律项相结合的混合模型,以更好地表征输沙条件下的湍流强度和剪切应力分布。频谱分析证实,尽管ADV的采样限制为50 Hz,但惯性子范围遵循Kolmogorov - 5/3定律,尽管没有捕获耗散范围,并且微尺度估计仍然是近似的。与泥沙进料相比,增加的河床粗糙度降低了湍流尺度,而河床迁移效应是次要的。从克劳瑟、能量梯度和雷诺剪切应力方法中得出的剪切速度估计表明,基于湍流的方法在含沙流中产生更一致的结果。这些发现促进了对沉积物-湍流相互作用的理解,并改进了低速明渠的沉积物输运模型。此外,这些见解可以应用于增强预测建模,优化沉积物管理策略,并支持更具弹性的河流工程结构的设计,特别是在热带系统中。
{"title":"Turbulence structure and near-wall suppression in equilibrium and nonequilibrium sediment transport: An experimental study","authors":"Bambang Agus Kironoto ,&nbsp;Miskar Maini ,&nbsp;Adam Pamudji Rahardjo ,&nbsp;Istiarto","doi":"10.1016/j.ijsrc.2025.08.001","DOIUrl":"10.1016/j.ijsrc.2025.08.001","url":null,"abstract":"<div><div>Sediment transport in open channels plays a significant role in shaping turbulent flow structures, influencing sediment dynamics and flow resistance. Transport regimes are classified into equilibrium, where sediment inflow and outflow are balanced, and nonequilibrium, characterized by bed degradation. This study experimentally investigated the turbulence characteristics of sediment-laden, low-velocity open-channel flows under two conditions: sediment-feeding (SF) flows representing equilibrium and nonsediment-feeding (NSF) flows representing degradation-type nonequilibrium conditions. Laboratory experiments were conducted in a 10-m recirculating flume using a 16-MHz acoustic Doppler velocimeter (ADV). Velocity and turbulence profiles were collected under fixed- and movable-bed configurations using two sediment types (<em>d</em><sub>50</sub> = 1.55 and 1.85 mm) simulating tropical riverbeds. Analyses of velocity profiles, turbulence intensities, Reynolds shear stress, mixing length, eddy viscosity, energy spectra, velocity correlations, and turbulence scales were performed. The results reveal clear distinctions between the SF and NSF flows, particularly near the bed. Sediment feeding reduces the near-bed velocity gradient (d<em>u</em>/d<em>y</em>), suppresses near-wall turbulence, and shifts the turbulence intensity peak upward to <em>y</em>/<em>H</em> ≈ 0.15. It also significantly reduces the Reynolds shear stress, whereas changes in the eddy viscosity near the bed are less pronounced because of the dominant velocity gradients. A hybrid model combining exponential and power-law terms is proposed to better represent the turbulence intensity and shear stress profiles under sediment-feeding conditions. Spectral analysis confirmed that, despite the 50 Hz sampling limit of the ADV, the inertial subrange follows Kolmogorov's −5/3 law, although the dissipation range was not captured, and microscale estimations remain approximate. Compared with sediment feeding, increased bed roughness reduces turbulence scales, whereas bed mobility effects are secondary. Shear velocity estimates derived from the Clauser, energy gradient, and Reynolds shear stress methods indicate that turbulence-based methods yield more consistent results in sediment-laden flows. These findings advance the understanding of sediment–turbulence interactions and improve sediment transport modeling for low-velocity open channels. Furthermore, these insights can be applied to enhance predictive modeling, optimize sediment management strategies, and support the design of more resilient river engineering structures, particularly in tropical systems.</div></div>","PeriodicalId":50290,"journal":{"name":"International Journal of Sediment Research","volume":"41 1","pages":"Pages 1-22"},"PeriodicalIF":3.7,"publicationDate":"2025-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145929122","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Short-term effects of polyacrylamide application on soil detachment capacity in rills of deforested hillslopes: A flume experiment 应用聚丙烯酰胺对毁林坡地小沟土壤剥离能力的短期影响:水槽试验
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-05 DOI: 10.1016/j.ijsrc.2025.07.013
Misagh Parhizkar , Manuel Esteban Lucas-Borja , Nikolaos Tziolas , Pietro Denisi , Demetrio Antonio Zema
Very few studies have explored the effectiveness of polyacrylamide (PAM) application on soil in mitigating rill erosion, especially in deforested environments. This study has measured the soil detachment capacity (Dc) on samples of deforested soil (untreated or treated with PAM). Dc has been estimated by flume experiments under three bed slopes (6.9 %, 17.2 %, and 18.2 %) and five flow discharges (0.078, 0.096, 0.116, 0.138, and 0.154 L·s−1) together with three key soil properties (cation exchange capacity, mean weight diameter of soil aggregates, and organic matter content). Compared to the untreated soil, Dc has significantly (p < 0.05) decreased on average by 38 % after the PAM application, while the cation exchange capacity, stability of soil aggregates, and organic matter content have increased (p < 0.001) by 50 % to over 100 %. However, Dc is weakly correlated to the latter soil properties (r < 0.33, p < 0.05). A clear discrimination between treated and untreated sites has been revealed by a multivariate statistical analysis. The soil erodibility parameter (Kr) and critical shear stress (τc) in rills have also been estimated through linear regressions on Dc for use in erosion models. Dc can be accurately estimated by linear equations using the stream power as a predictor (R2 > 0.77). Overall, the study has demonstrated that PAM is an effective soil amendment that reduces soil detachment in rills of deforested hillslopes by about 40 %.
很少有研究探讨聚丙烯酰胺(PAM)在土壤中的应用对缓解细沟侵蚀的有效性,特别是在森林砍伐的环境中。本研究测量了森林砍伐土壤样品(未经处理或经PAM处理)的土壤剥离能力(Dc)。通过三种河床坡度(6.9%、17.2%和18.2%)和五种流量(0.078、0.096、0.116、0.138和0.154 L·s−1)下的水槽试验,结合土壤的三个关键性质(阳离子交换容量、土壤团聚体平均重径和有机质含量),估算了Dc。与未处理土壤相比,施用PAM后土壤Dc显著降低(p < 0.05),平均降低38%,而土壤阳离子交换量、团聚体稳定性和有机质含量提高(p < 0.001) 50%至100%以上。然而,Dc与后者土壤性质呈弱相关(r < 0.33, p < 0.05)。一项多变量统计分析揭示了治疗和未治疗部位之间的明显区别。在侵蚀模型中,还通过对Dc的线性回归估计了土壤可蚀性参数(Kr)和临界剪应力(τc)。直流电可以通过使用流功率作为预测因子的线性方程精确估计(R2 > 0.77)。总的来说,研究表明PAM是一种有效的土壤改良剂,可以减少森林砍伐山坡小沟中约40%的土壤脱离。
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引用次数: 0
Determination of the most suitable artificial neural network method for sediment estimation in the Euphrates-Tigris Basin 幼发拉底河-底格里斯河流域泥沙最适人工神经网络估算方法的确定
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-05 DOI: 10.1016/j.ijsrc.2025.07.011
Ömer Faruk Karaca , Kadri Yürekli
In studies on water resources planning and management, regular and complete hydrological data such as streamflow and sediment data are needed. Since the existing data generally do not fully reflect the entire process, the process needs to be modeled in order to make more reliable decisions. The aim of this study is to investigate the possibilities of estimating the sediment amount with the ANN technique, which can be used in many areas today, with the streamflow and sediment measured from 20 sediment gauging stations (SGS) established by State Hydraulic Works (SHW) in the Euphrates-Tigris Basin and to try to determine the most appropriate network structure. The ANN structures to be used were determined as the most commonly used Radial Basis Artificial Neural Network (RBANN), Feed Forward Back Propagation Artificial Neural Network (FFBP) and Multilayer Artificial Neural Network (MLP). The obtained results were compared with the Multiple Linear Regression (MLR) method. The highest R2 values obtained were determined as 0.9683 and 0.9969 in the RBANN model, 0.9546 and 0.9820 in the MLP model, 0.9735 and 0.9732 in the FFBG model with the CG and LM algorithms, respectively. When only the mean values of the test values according to the ANN models were examined, the highest value was again obtained as 0.8507 in the RBANN and LM algorithms. In terms of sediment estimation, the highest R2 value in the ANN analysis was found in the RBANN model LM algorithm as 0.9804 in the train phase, 0.9969 in the testing phase and 0.9970 in the cross-validation phase.
在水资源规划与管理的研究中,需要有规律、完整的水文数据,如流量、泥沙等。由于现有的数据通常不能完全反映整个流程,因此需要对流程进行建模,以便做出更可靠的决策。本研究的目的是利用国家水利部在幼发拉底河-底格里斯河流域建立的20个沉积物测量站(SGS)测量的流量和沉积物,探讨利用人工神经网络技术估算沉积物数量的可能性,该技术目前在许多地区都可以使用,并试图确定最合适的网络结构。确定了最常用的人工神经网络结构为径向基人工神经网络(RBANN)、前馈-反向传播人工神经网络(FFBP)和多层人工神经网络(MLP)。所得结果与多元线性回归(MLR)方法进行了比较。RBANN模型得到的最高R2值分别为0.9683和0.9969,MLP模型得到的最高R2值分别为0.9546和0.9820,CG和LM算法得到的FFBG模型得到的最高R2值分别为0.9735和0.9732。当只对ANN模型的检验值进行均值检验时,RBANN和LM算法的检验值仍然最高,为0.8507。在沉积物估计方面,RBANN模型LM算法在ANN分析中R2值最高,在训练阶段为0.9804,在测试阶段为0.9969,在交叉验证阶段为0.9970。
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引用次数: 0
Evaluating the potential of remediated dredged sediments as a growth medium for landscape plants: Effects of soil amendments and heavy metal uptake 评估修复疏浚沉积物作为景观植物生长介质的潜力:土壤改质和重金属吸收的影响
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-05 DOI: 10.1016/j.ijsrc.2025.07.012
Jae-In Lee , Chang-Hee Lee , Chang-Gu Lee , Nag-Choul Choi , Seong-Jik Park
This study investigated the potential application of dredged sediments as a medium for cultivating landscape plants, assessing plant performance in contaminated dredged sediment (CDS) and remediated dredged sediment (RDS), using commercial horticultural soil as a control. Three ornamental plant species, Korean lawn grass (KLG), Aster arenarius Nemoto, and English poppy, were grown under distinct soil conditions both with and without the addition of organic and biochar-based amendments. Soil quality indices and responses in plant growth were measured to determine the influence of sediment remediation and amendment application. The findings demonstrated that RDS created a more suitable substrate for plant development compared to CDS, with KLG exhibiting the most pronounced growth improvement, especially when supplemented with wood-derived biochar and soil conditioner (SC). Incorporating SC into CDS markedly improved KLG biomass, with dry weight increases of 7.4 % and 136.9 % at 2 % and 5 % SC, respectively. Significant correlations (p < 0.05) were observed between soil and leaf Ni concentrations. Additionally, the study analyzed how soil properties impacted heavy metal(loid) accumulation in KLG, showing that soil pH, electrical conductivity, and cation exchange capacity exerted significant effects on Pb and Zn levels in plant tissues. Overall, these results indicate that adequately remediated and amended RDS has the potential to be utilized as a sustainable medium for landscape plant production and may play a role in environmental restoration initiatives.
本研究以商品园艺土壤为对照,探讨了疏浚沉积物作为景观植物培养基的潜在应用,评估了污染疏浚沉积物(CDS)和修复疏浚沉积物(RDS)中植物的生长性能。在添加和不添加有机和生物炭改性剂的不同土壤条件下,研究了三种观赏植物——韩国草坪草(KLG)、紫菀(Aster arenarius Nemoto)和英国罂粟(british poppy)。通过测量土壤质量指标和植物生长对土壤质量的响应,确定沉积物修复和改良剂的应用对土壤质量的影响。结果表明,与CDS相比,RDS为植物发育创造了更合适的基质,其中KLG表现出最明显的生长改善,特别是在添加木材衍生生物炭和土壤调节剂(SC)时。在CDS中添加SC显著提高了KLG生物量,在2%和5% SC下,干重分别增加了7.4%和136.9%。土壤和叶片Ni浓度之间存在显著相关(p < 0.05)。此外,研究还分析了土壤性质对KLG重金属(loid)积累的影响,发现土壤pH、电导率和阳离子交换容量对植物组织中Pb和Zn水平有显著影响。总的来说,这些结果表明,充分修复和修正的RDS有潜力作为景观植物生产的可持续介质,并可能在环境恢复举措中发挥作用。
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引用次数: 0
Investigating temporal scour hole variations: A comparative study of hybrid CatBoost models and experimental data 研究冲刷孔的时间变化:混合CatBoost模型和实验数据的比较研究
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-07-30 DOI: 10.1016/j.ijsrc.2025.07.009
Mojtaba Mehraein , Vahid Reza Zendehnam , Seyed Hossein Mohajeri , Siti Fatin Mohd Razali , Zaher Mundher Yaseen
The scour hole caused by 3-dimensional wall jets (3DWJ) is a serious problem downstream of dams and power stations. The current study utilized a newly created hybrid machine learning (ML) model to predict the changes in the dimensions of the primary scour hole over time caused by a 3DWJ. To fill the gap in the available knowledge, different experiments were done using uniform and non-uniform sediment. ML models and the linear regression were used to derive the prediction models. The results of the current study showed that the ML models have better accuracy than the linear regression model. Among all the developed hybrid ML models, the accuracy of the hybridized Categorical Boosting (CatBoost) with Gray Wolf Optimization algorithm (GWO-CB) yielded superior predictions. Sensitivity analysis confirmed the densimetric Froude number and the scouring time were important predictors. The effects of the expansion ratio on maximum scour depth and ridge height were the less important. However, the expansion ratio effects were larger than the effects of the tailwater depth ratio and sediment size ratio in the development of the scour hole in the streamwise and spanwise directions. The accuracy of GWO-CB models was considerably higher than the models previously applied in the literature. The proposed methodology revealed a robust and reliable model for predicting the scour hole dimensions.
三维壁面射流形成的冲刷孔是大坝和电站下游的一个严重问题。目前的研究使用了一种新创建的混合机器学习(ML)模型来预测由3DWJ引起的主要冲刷孔尺寸随时间的变化。为了填补现有知识的空白,使用均匀和非均匀沉积物进行了不同的实验。采用ML模型和线性回归方法推导预测模型。目前的研究结果表明,ML模型比线性回归模型具有更好的准确性。在所有已开发的混合机器学习模型中,混合分类增强(CatBoost)与灰狼优化算法(GWO-CB)的预测精度较高。敏感性分析证实密度弗劳德数和冲刷时间是重要的预测因子。膨胀比对最大冲刷深度和垄高的影响较小。在顺、跨两个方向上,扩张比的影响大于尾水深度比和泥沙粒径比的影响。GWO-CB模型的精度明显高于文献中应用的模型。所提出的方法为预测冲刷孔尺寸提供了一个稳健可靠的模型。
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引用次数: 0
Controls on channel morphodynamics in the Yellow River Estuary: Insights from a multi-method assessment under an evolving multi-channel regime 黄河口沟道形态动力学的控制:多沟道机制下多方法评价的启示
IF 3.7 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-07-30 DOI: 10.1016/j.ijsrc.2025.07.010
Yanjie Sun , Xiaolong Song , Haijue Xu , Yuchuan Bai
The Yellow River Estuary (YRE) in China has transitioned to a complex multi-channel regime since 2013, making understanding terminal channel morphodynamics crucial for effective water and sediment management. The current study investigates the controls on channel evolution in both non-estuarine and estuarine reaches of YRE, differentiated by bifurcation locations, using a multi-method approach. For the non-estuarine reach, wavelet analysis was applied to satellite-derived river centerlines (2003–2022) to quantify channel migration and its relation with fluvial forcing. In the estuarine reach, the interplay between fluvial and marine processes and their influence on channel migration were assessed. The analysis was complemented by scaled physical modeling experiments. The results indicate that in the non-estuarine reach, the erodibility of the channel, primarily governed by the median grain size of the bed material, exerts a dominant control on channel migration, with higher discharge consistently enhancing mobility by providing the necessary erosive energy. The concentration of incoming suspended sediment plays a secondary role, as much of it can be transported through the reach without causing significant local morphological change. The estuarine reach exhibits three distinct morphological states: limited mouth oscillation, minor bifurcation, and major bifurcation/avulsion. River discharge is the primary driver of these changes, while marine forces exert a stabilizing influence. Crucially, both physical modeling and field data indicate that local bed material characteristics—shaped by selective sediment transport and deposition—significantly influence estuarine morphodynamics, more so than upstream sediment supply parameters alone. Effective management of the YRE requires an integrated approach considering the spatial variability of bed material and the temporal dynamics of hydraulic conditions. The current study emphasizes the importance of distinguishing between bed material properties and suspended load characteristics for predicting morphodynamic responses in sediment-rich, highly managed river systems.
自2013年以来,中国黄河口(YRE)已过渡到复杂的多通道状态,因此了解终端通道形态动力学对于有效的水沙管理至关重要。本研究采用多方法研究了长江三角洲非河口河段和河口河段河道演化的控制因素,并根据分岔位置进行了区分。在非河口河段,对2003-2022年卫星河流中心线进行小波分析,量化河道迁移及其与河流强迫的关系。在河口河段,评估了河流和海洋相互作用及其对河道迁移的影响。通过比例物理模拟实验对分析结果进行了补充。结果表明,在非河口河段,河道的可蚀性主要由河床物质的中位粒度决定,对河道的迁移起主导作用,高流量通过提供必要的侵蚀能量不断增强流动性。进入的悬浮沉积物的浓度起次要作用,因为其中大部分可以通过河段运输而不会引起明显的局部形态变化。河口河段表现出三种不同的形态状态:有限的河口振荡、小分叉和大分叉/撕脱。河流流量是这些变化的主要驱动力,而海洋力量则起到稳定作用。重要的是,物理模拟和现场数据都表明,选择性泥沙输运和沉积形成的局部河床物质特征对河口形态动力学的影响比上游泥沙供应参数更大。对YRE的有效管理需要综合考虑河床材料的空间变异性和水力条件的时间动态。目前的研究强调了区分河床物质特性和悬浮荷载特性对于预测富含沉积物、高度管理的河流系统的形态动力学响应的重要性。
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引用次数: 0
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International Journal of Sediment Research
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