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Benthos as a key driver of morphological change in coastal regions 底栖生物是沿海地区形态变化的主要驱动力
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-22 DOI: 10.5194/esurf-12-537-2024
Peter Arlinghaus, Corinna Schrum, Ingrid Kröncke, Wenyan Zhang
Abstract. Benthos has long been recognized as an important factor influencing local sediment stability, deposition, and erosion rates. However, its role in long-term (annual to decadal scale) and large-scale coastal morphological change remains largely speculative. This study aims to derive a quantitative understanding of the importance of benthos in the morphological development of a tidal embayment (Jade Bay) as representative of tidal coastal regions. To achieve this, we first applied a machine-learning-aided species abundance model to derive a complete map of benthos (functional groups, abundance, and biomass) in the study area, based on abundance and biomass measurements. The derived data were used to parameterize the benthos effect on sediment stability, erosion rates and deposition rates, erosion and hydrodynamics in a 3-dimensional hydro-eco-morphodynamic model, which was then applied to Jade Bay to hindcast the morphological and sediment change for 2000–2009. Simulation results indicate significantly improved performance with the benthos effect included. Simulations including benthos show consistency with measurements regarding morphological and sediment changes, while abiotic drivers (tides, storm surges) alone result in a reversed pattern in terms of erosion and deposition contrary to measurement. Based on comparisons among scenarios with various combinations of abiotic and biotic factors, we further investigated the level of complexity of the hydro-eco-morphodynamic models that is needed to capture long-term and large-scale coastal morphological development. The accuracy in the parameterization data was crucial for increasing model complexity. When the parameterization uncertainties were high, the increased model complexity decreased the model performance.
摘要长期以来,人们一直认为底栖生物是影响当地沉积物稳定性、沉积和侵蚀速率的重要因素。然而,底栖生物在长期(年至十年尺度)和大尺度沿岸形态变化中的作用在很大程度上仍然是推测性的。本研究的目的是定量地了解底栖生物在潮汐海湾(翡翠湾)形态发展中的重要作用。为此,我们首先应用机器学习辅助物种丰度模型,在丰度和生物量测量的基础上,绘制了研究区 底栖生物的完整图谱(功能群、丰度和生物量)。得出的数据被用于在三维水文生态形态动力学模型中将底栖生物对沉积物稳定性、侵蚀速率和沉积速率、侵蚀和水动力的影响参数化,然后将该模型应用于翡翠湾,对 2000-2009 年的形态和沉积物变化进行后向预测。模拟结果表明,加入底栖生物效应后,模拟效果明显改善。包含底栖生物的模拟结果显示,形态和沉积物变化与测量结果一致,而非生物驱动因素(潮汐、风暴潮)单独导致的侵蚀和沉积模式与测量结果相反。根据非生物因素和生物因素的不同组合方案之间的比较,我们进一步研究了水文生态形 态动力学模式的复杂程度。参数化数据的准确性是提高模式复杂程度的关键。当参数化的不确定性较高时,模型复杂度的增加会降低模型的性能。
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引用次数: 0
An evaluation of flow-routing algorithms for calculating contributing area on regular grids 对用于计算规则网格面积的流路算法进行评估
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-22 DOI: 10.5194/egusphere-2024-1138
Alexander B. Prescott, Jon D. Pelletier, Satya Chataut, Sriram Ananthanarayan
Abstract. Calculating contributing area (often used as a proxy for surface water discharge) within a Digital Elevation Model (DEM) or Landscape Evolution Model (LEM) is a fundamental operation in geomorphology. Here we document that a commonly used multiple-flow-direction algorithm for calculating contributing area, i.e., D∞ of Tarboton (1997), is sufficiently biased along the cardinal and ordinal directions that it is unsuitable for some standard applications of flow-routing algorithms. We revisit the purported excess dispersion of the MFD algorithm of Freeman (1991) that motivated the development of D∞ and demonstrate that MFD is superior to D∞ when tested against analytic solutions for the contributing areas of idealized landforms and the predictions of the shallow-water-equation solver FLO-2D for more complex landforms in which the water-surface slope is closely approximated by the bed slope. We also introduce a new flow-routing algorithm entitled IDS (in reference to the iterative depth-and-slope-dependent nature of the algorithm) that is more suitable than MFD for applications in which the bed and water-surface slopes differ substantially. IDS solves for water flow depths under steady hydrologic conditions by distributing the discharge delivered to each grid point from upslope to its downslope neighbors in rank order of elevation (highest to lowest) and in proportion to a power-law function of the square root of the water-surface slope and the five-thirds power of the water depth, mimicking the relationships among water discharge, depth, and surface slope in Manning’s equation. IDS is iterative in two ways: 1) water depths are added in small increments so that the water-surface slope can gradually differ from the bed slope, facilitating the spreading of water in areas of laterally unconfined flow, and 2) the partitioning of discharge from high to low elevations can be repeated, improving the accuracy of the solution as the water depths of downslope grid points become more well approximated with each successive iteration. We assess the performance of IDS by comparing its results to those of FLO-2D for a variety of real and idealized landforms and to an analytic solution of the shallow-water equations. We also demonstrate how IDS can be modified to solve other fluid-dynamical nonlinear partial differential equations arising in Earth-surface processes, such as the Boussinesq equation for the height of the water table in an unconfined aquifer.
摘要在数字高程模型(DEM)或地貌演化模型(LEM)中计算汇水面积(通常用作地表水排放量的代用指标)是地貌学中的一项基本操作。在此,我们记录了一种常用的计算汇水面积的多流向算法,即 Tarboton(1997 年)的 D∞,该算法在心向和序向有足够的偏差,因此不适合某些标准流向算法的应用。我们重新审视了弗里曼(1991 年)的 MFD 算法所谓的过度分散问题(这也是开发 D∞ 算法的动因),并证明了 MFD 算法在与理想化地貌汇水面积的分析解法以及浅水方程求解器 FLO-2D 对更复杂地貌(其中水面坡度与床面坡度非常接近)的预测结果进行比较时优于 D∞。我们还介绍了一种名为 IDS 的新水流路径算法(指该算法与深度和坡度相关的迭代性质),它比 MFD 更适用于河床坡度和水面坡度相差很大的应用。IDS 在稳定的水文条件下求解水流深度,方法是将每个网格点的排水量按高程顺序(从高到低)从上坡分配到下坡相邻网格点,并与水面坡度的平方根和水深的三分之二幂的幂律函数成比例,模拟曼宁方程中排水量、水深和水面坡度之间的关系。IDS 有两种迭代方式:1)水深以较小的增量增加,使水面坡度逐渐不同于河床坡度,从而促进水流在横向无约束水流区域的扩散;2)可重复将排水量从高海拔向低海拔划分,随着每次连续迭代,下坡网格点的水深变得更加接近,从而提高了求解的准确性。我们将 IDS 的结果与 FLO-2D 对各种真实和理想地貌的结果以及浅水方程的解析解进行了比较,从而评估了 IDS 的性能。我们还演示了如何修改 IDS 以求解地球表面过程中出现的其他流体动力非线性偏微分方程,如无约束含水层中地下水位高度的布森斯克方程。
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引用次数: 0
Translating deposition rates into erosion rates with landscape evolution modelling 利用地貌演变模型将沉积率转化为侵蚀率
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-18 DOI: 10.5194/egusphere-2024-1036
W. Marijn van der Meij
Abstract. Soil erosion is one of the main threats to agricultural food production due to the loss of fertile soil. Determination of erosion rates is essential to quantify the degree of land degradation, but it is inherently challenging to determine temporally dynamic erosion rates over agricultural time scales. Optically Stimulated Luminescence (OSL) dating can provide temporally-resolved deposition rates by determining the last moment of daylight exposure of buried colluvial deposits. However, these deposition rates may differ substantially from the actual hillslope erosion rates. In this study, OSL-based deposition rates were converted to hillslope erosion rates through inverse modelling with soil-landscape evolution model ChronoLorica. This model integrates geochronological tracers into the simulations of soil mixing and redistribution. The model was applied to a kettle hole catchment in north-eastern Germany, which has been affected by tillage erosion over the last 5000 years. The initial shape of the landscape and the land use history are well-constrained, enabling accurate simulations of the landscape evolution that incorporate uncertainties in the model inputs. The calibrated model reveals an increase in erosion rates of almost to orders of magnitude from pre-historic ard ploughing up to recent intensive land management. The simulated rates match well with independent age controls from the same catchment. Uncertainty in the reconstructed initial landscape and land use histories had a minor influence of 12–16 % on the simulated rates. The simulations showed that the deposition rates were on average 1.5 higher than the erosion rates due to the ratio of erosional and depositional area. Recent artificial drainage and land reclamation have increased deposition rates up to five times the erosion rates, emphasizing the need of cautious interpretation of deposition rates as erosion proxies. This study demonstrates the suitability of ChronoLorica for upscaling experimental geochronological data to better understand landscape evolution in agricultural settings.
摘要由于肥沃土壤的流失,水土流失是农业粮食生产的主要威胁之一。水土流失率的测定对于量化土地退化程度至关重要,但要测定农业时间尺度上的时间动态水土流失率本身就具有挑战性。光致发光(OSL)测年法可以通过确定被掩埋的冲积层在日光下的最后暴露时间,提供时间分辨的沉积速率。然而,这些沉积速率可能与实际的山坡侵蚀速率有很大差异。在这项研究中,通过使用土壤-景观演变模型 ChronoLorica 进行反模拟,将基于 OSL 的沉积速率转换为山坡侵蚀速率。该模型将地质年代示踪剂融入土壤混合和再分布的模拟中。该模型被应用于德国东北部的一个水壶洞集水区,该集水区在过去的 5000 年中一直受到耕作侵蚀的影响。地貌的初始形状和土地使用历史受到了很好的约束,因此能够准确模拟地貌的演变,并将模型输入的不确定性考虑在内。校准后的模型显示,从史前的犁耕到最近的集约化土地管理,侵蚀率几乎呈数量级增长。模拟的侵蚀率与同一集水区的独立年龄对照非常吻合。重建的初始地貌和土地利用历史的不确定性对模拟速率的影响较小,仅为 12-16%。模拟结果表明,由于侵蚀面积和沉积面积之比,沉积速率平均比侵蚀速率高 1.5。最近的人工排水和土地开垦使沉积率增加到侵蚀率的五倍,这强调了谨慎解释沉积率作为侵蚀代用指标的必要性。这项研究表明,ChronoLorica 适用于放大实验性地质年代数据,以更好地了解农业环境中的地貌演变。
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引用次数: 0
Downstream rounding rate of pebbles in the Himalaya 喜马拉雅山卵石的下游成圆率
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-17 DOI: 10.5194/esurf-12-515-2024
Prakash Pokhrel, Mikael Attal, Hugh D. Sinclair, Simon M. Mudd, Mark Naylor
Abstract. Sediment grains are progressively rounded during their transport down a river. For more than a century, Earth scientists have used the roundness of pebbles within modern sediment, and of clasts within conglomerates, as a key metric to constrain the sediment's transport history and source area(s). However, the current practices of assessment of pebble roundness are mainly qualitative and based on time-consuming manual measurement methods. This qualitative judgement provides the transport history only in a broad sense, such as classifying distance as “near” or “far”. In this study, we propose a new model that quantifies the relationship between roundness and the transport distance. We demonstrate that this model can be applied to the clasts of multiple lithologies including modern sediment, as well as conglomerates, deposited by ancient river systems. We present field data from two Himalayan catchments in Nepal. We use the normalized isoperimetric ratio (IRn), which relates a pebble's area (A) to its perimeter (P), to quantify roundness. The maximum analytical value for IRn is 1, and IRn is expected to increase with transport distance. We propose a non-linear roundness model based on our field data, whereby the difference between a grain's IRn and the maximum value of 1 decays exponentially with transport distance, mirroring Sternberg's model of mass loss or size reduction by abrasion. This roundness model predicts an asymptotic behaviour for IRn, and the distance over which IRn approaches the asymptote is controlled by a rounding coefficient. Our field data suggest that the roundness coefficient for granite pebbles is 9 times that of quartzite pebbles. Using this model, we reconstruct the transport history of a Pliocene paleo-river deposit preserved at the base of the Kathmandu intermontane basin. These results, along with other sedimentary evidence, imply that the paleo-river was much longer than the length of the Kathmandu Basin and that it must have lost its headwaters through drainage capture. We further explore the extreme rounding of clasts from Miocene conglomerate of the Siwalik zone and find evidence of sediment recycling.
摘要沉积物颗粒在沿河搬运的过程中会逐渐变圆。一个多世纪以来,地球科学家一直将现代沉积物中卵石的圆度和砾岩中碎屑的圆度作为一个关键指标,以确定沉积物的运移历史和来源地区。然而,目前对卵石圆度的评估主要是定性的,并以耗时的人工测量方法为基础。这种定性判断只能提供广义上的迁移历史,如将距离分为 "近 "或 "远"。在这项研究中,我们提出了一个新模型,可以量化圆度与运输距离之间的关系。我们证明,该模型可应用于多种岩性的碎屑,包括现代沉积物以及古代河流系统沉积的砾岩。我们展示了尼泊尔两个喜马拉雅流域的实地数据。我们使用将卵石面积(A)与周长(P)相关联的归一化等周率(IRn)来量化圆度。IRn 的最大分析值为 1,预计 IRn 会随着运输距离的增加而增加。我们根据实地数据提出了一个非线性圆度模型,根据该模型,谷物的 IRn 与最大值 1 之间的差值会随着传输距离的增加而呈指数衰减,这与 Sternberg 的磨损导致质量损失或尺寸减小的模型如出一辙。这种圆度模型预测了 IRn 的渐近行为,IRn 接近渐近线的距离由圆度系数控制。我们的实地数据表明,花岗岩卵石的圆度系数是石英岩卵石的 9 倍。利用这一模型,我们重建了保存在加德满都山间盆地底部的上新世古河流沉积的迁移历史。这些结果以及其他沉积证据表明,这条古河流的长度远远超过加德满都盆地的长度,而且它的源头一定是通过排水捕获而消失的。我们进一步探讨了西瓦利克地区中新世砾岩中的极度圆滑的碎屑,并发现了沉积物循环的证据。
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引用次数: 0
Automatic detection of instream large wood in videos using deep learning 利用深度学习自动检测视频中的大木头
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-16 DOI: 10.5194/egusphere-2024-792
Janbert Aarnink, Tom Beucler, Marceline Vuaridel, Virginia Ruiz-Villanueva
Abstract. Instream large wood (i.e., downed trees, branches and roots larger than 1 m in length and 10 cm diameter) has essential geopmorphological and ecological functions supporting the health of river ecosystems. Still, even though its transport during floods may pose a risk, it is rarely observed and, therefore, poorly understood. This paper presents a novel approach to detect pieces of instream wood from video. The approach uses a Convolutional Neural Network to detect wood automatically. We sampled data to represent different wood transport conditions, combining 20 datasets to yield thousands of instream wood images. We designed multiple scenarios using different data subsets with and without data augmentation and analyzed the contribution of each one to the effectiveness of the model using k-fold cross-validation. The mean average precision of the model varies between 35 and 93 percent, and is highly influenced by the quality of the data which it detects. When the image resolution is low, the identified components in the labeled pieces, rather than exhibiting distinct characteristics such as bark or branches, appear more akin to amorphous masses or 'blobs'. We found that the model detects wood with a mean average precision of 67 percent when using a 418 pixels input image resolution. Also, improvements of up to 23 percent could be achieved in some instances and increasing the input resolution raised the weighted mean average precision to 74 percent. We show that the detection performance on a specific dataset is not solely determined by the complexity of the network or the training data. Therefore, the findings of this paper can be used when designing a custom wood detection network. With the growing availability of flood-related videos featuring wood uploaded to the internet, this methodology facilitates the quantification of wood transport across a wide variety of data sources.
摘要河流中的大木头(即长度超过 1 米、直径超过 10 厘米的倒伏树木、树枝和树根)具有重要的地貌和生态功能,可支持河流生态系统的健康发展。然而,尽管洪水期间木头的迁移可能会带来风险,但却很少被观测到,因此人们对其了解甚少。本文介绍了一种从视频中检测内流木片的新方法。该方法使用卷积神经网络自动检测木材。我们对数据进行了采样,以代表不同的木材运输条件,结合 20 个数据集,生成了数千张溪流木材图像。我们设计了多个使用不同数据子集的场景,包括使用和不使用数据增强,并使用 k 倍交叉验证分析了每个场景对模型有效性的贡献。模型的平均精度在 35% 到 93% 之间,受检测数据质量的影响很大。当图像分辨率较低时,标注碎片中被识别的成分不会表现出树皮或树枝等明显特征,而更像是无定形的团块或 "圆球"。我们发现,当使用 418 像素的输入图像分辨率时,模型检测木材的平均精度为 67%。此外,在某些情况下还能提高 23%,而提高输入分辨率则能将加权平均精度提高到 74%。我们的研究表明,特定数据集的检测性能并不完全取决于网络或训练数据的复杂性。因此,本文的研究结果可用于设计定制的木材检测网络。随着上传到互联网上的与洪水有关的木材视频越来越多,这种方法有助于量化各种数据源中的木材运输。
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引用次数: 0
Haloturbation in the northern Atacama Desert revealed by a hidden subsurface network of calcium sulphate wedges 隐藏在地表下的硫酸钙楔形网络揭示了阿塔卡马沙漠北部的晕动现象
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-15 DOI: 10.5194/egusphere-2024-592
Aline Zinelabedin, Joel Mohren, Maria Wierzbicka-Wieczorek, Tibor Janos Dunai, Stefan Heinze, Benedikt Ritter
Abstract. While the formation of periglacial wedges and polygonal patterned grounds has been extensively studied and many of the processes involved have been understood, knowledge on the formation of similar post-sedimentary features found in arid to hyperarid environments remains largely rudimentary. Our contribution to fill this gap is the investigation of a network of vertically laminated calcium sulphate-rich wedges in the subsurface of the Aroma fan in the northern Atacama Desert. The subsurface wedges are characterised by high anhydrite contents and hence differ from the wedge and polygon structures of other study sites in the Atacama Desert, which appear to have been predominantly formed by thermal contraction or desiccation processes. By contrast, haloturbation mechanisms are thought to be a main driver of wedge formation at the Aroma fan site. Haloturbation requires moisture input, and hence Aroma fan wedge formation is likely to be associated with meteoric water received from sporadic rain events and episodes of arid climate characterised by slightly wetter conditions than prevailing at present. The polygonal patterned ground is covered by a stratigraphically younger gypsum-dominated surface crust cover. The presence of the surface crust could indicate an environmental change towards drier conditions, which favoured surface accumulation of calcium sulphate and other salts by means of atmospheric deposition. Such a climatic shift could have caused a deceleration of haloturbation and other wedge formation processes in the subsurface, although modern sediment conveyance from the surface towards its interior still appears to occur along cracks within the crust. In order to gain comprehensive insights into the complex mechanisms involved in wedge formation and formation rates, the establishment of a geochronological framework directly obtained from wedge and crust material remains indispensable. The temporal resolution of wedge growth stored within the succession of vertical laminae promises a high potential for the calcium sulphate wedges to be used as palaeoclimate archives, potentially helping to unravel wedge and polygonal patterned ground formation in other water-limited environments, such as Mars.
摘要。尽管人们对围岩楔和多边形图案地层的形成进行了广泛研究,并了解了其中的许多过程,但对干旱到超干旱环境中类似沉积后地貌的形成仍然知之甚少。为填补这一空白,我们对阿塔卡马沙漠北部阿罗玛扇地表下富含硫酸钙的垂直层状楔形网络进行了研究。地表下楔形结构的特点是无水石膏含量高,因此不同于阿塔卡马沙漠其他研究地点的楔形和多边形结构,后者似乎主要是由热收缩或干燥过程形成的。相比之下,人们认为卤扰机制是阿香扇地点楔形结构形成的主要驱动力。晕动作用需要水分的输入,因此阿罗玛扇楔的形成很可能与零星降雨所产生的陨石水以及比目前稍湿的干旱气候有关。多边形图案的地面被地层较年轻的以石膏为主的表壳覆盖。地表结壳的存在可能表明环境条件发生了变化,变得更加干燥,这有利于硫酸钙和其他盐类通过大气沉积作用在地表积累。尽管现代沉积物从地表向地壳内部的输送似乎仍是沿着地壳内部的裂缝进行的,但这种气候转变可能会导致地表下的卤扰动和其他楔形形成过程减速。为了全面了解楔形形成所涉及的复杂机制和形成速度,建立一个直接从楔形和地壳材料中获得的地质年代框架仍然是不可或缺的。储存在垂直层状构造演替中的楔形生长的时间分辨率使硫酸钙楔很有可能被用作古气候档案,从而有可能帮助揭示火星等其他限水环境中的楔形和多边形图案地层的形成。
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引用次数: 0
Post-fire Variability in Sediment Transport by Ravel in the Diablo Range 迪亚波罗山脉火灾后拉威尔沉积物迁移的变异性
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-10 DOI: 10.5194/egusphere-2023-2694
Hayden L. Jacobson, Danica L. Roth, Gabriel Walton, Margaret Zimmer, Kerri Johnson
Abstract. Post-fire changes to the transport regime of dry ravel, which describes the transport of individual particles downslope, are poorly constrained on a regional level but critical to understand as ravel may contribute to elevated sediment fluxes and associated debris-flow activity observed post-fire in the western United States. In this study, we evaluated post-fire variability in dry ravel travel distance exceedance probabilities and disentrainment rates through a series of field experiments simulating ravel with particles collected in situ. We conducted experiments between March 2021 and March 2022 on soil-mantled hillslopes in the Diablo Range of central coastal California following the Santa Clara Unit Lightning Complex fire of August 2020 with the goal of identifying a regime of “bounded” (light-tailed) or “runaway” (heavy-tailed or nonlocal) motion for different particle sizes between 3 and 35 mm. We conducted this study on both grassy south-facing slopes and oak woodland north-facing slopes. We tracked the post-fire evolution of particle transport regimes by fitting a probabilistic Lomax distribution model to the empirical travel distance exceedance probabilities of different particle sizes on a range of experimental slopes. Our experimental results indicated that a general transition from more runaway to more bounded transport occurred for our largest experimental particles (median intermediate axis of 28 mm) on south-facing slopes as vegetation recovered within the first year post-fire, while small and medium particles (median intermediate axes of 6 and 13 mm respectively) on south- or north-facing slopes and large particles on north-facing slopes did not experience notable changes in transport behavior. After the first year, seasonal variation in vegetation characteristics, such as grass density, appeared to control particle motion.
摘要。干耙流描述了单个颗粒向下斜坡的迁移,其迁移机制在火灾后发生的变化在区域层面上很少得到证实,但由于干耙流可能导致美国西部火灾后观察到的沉积物通量和相关泥石流活动增加,因此了解干耙流的变化至关重要。在本研究中,我们通过一系列野外实验,用现场收集的颗粒模拟塌方,评估了火灾后干塌方移动距离超标概率和脱离率的变化。在 2021 年 3 月至 2022 年 3 月期间,我们在 2020 年 8 月圣克拉拉单元闪电复合火灾后加利福尼亚中部沿海 Diablo 山脉的土壤覆盖山坡上进行了实验,目的是确定 3 至 35 毫米之间不同粒径的 "有界"(轻尾)或 "失控"(重尾或非局部)运动机制。我们在朝南的草坡和朝北的橡树林地斜坡上进行了这项研究。我们通过在一系列实验斜坡上对不同粒径颗粒的经验移动距离超标概率拟合洛马克斯概率分布模型,跟踪了火灾后颗粒传输机制的演变。实验结果表明,随着植被在火灾后第一年内的恢复,朝南斜坡上最大的实验颗粒(中间轴中值为 28 毫米)的迁移行为普遍从更多的失控迁移过渡到更多的受约束迁移,而朝南或朝北斜坡上的中小颗粒(中间轴中值分别为 6 毫米和 13 毫米)以及朝北斜坡上的大颗粒的迁移行为则没有发生明显变化。第一年之后,植被特征(如草密度)的季节性变化似乎控制了颗粒的运动。
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引用次数: 0
Examination of Analytical Shear Stress Predictions for Coastal Dune Evolution 沿海沙丘演变的剪应力分析预测研究
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-04 DOI: 10.5194/egusphere-2024-855
Orie Cecil, Nicholas Cohn, Matthew Farthing, Sourav Dutta, Andrew Trautz
Abstract. Existing process-based models for simulating coastal foredune evolution largely use the same analytical approach for estimating wind induced surface shear stress distributions over spatially variable topography. Originally developed for smooth, low-sloping hills, these analytical models face significant limitations when the topography of interest exhibits large height-to-length ratios and/or steep, localized features. In this work, we utilize computational fluid dynamics (CFD) to examine the error trends of a commonly used analytical shear stress model for a series of idealized two-dimensional dune profiles. It is observed that the prediction error of the analytical model increases as compared to the CFD simulations for increasing height-to-length ratio and localized slope values. Furthermore, we explore two data-driven methodologies for generating alternative shear stress prediction models, namely, symbolic regression and linear, projection-based, non-intrusive reduced order modeling. These alternative modeling strategies demonstrate reduced overall error, but still suffer in their generalizability to broader sets of dune profiles outside of the training data. Finally, the impact of these improvements to aeolian sediment transport fluxes is examined to demonstrate that even modest improvements to the shear stress prediction can have significant impacts to dune evolution simulations over engineering-relevant timescales.
摘要现有的模拟沿岸前沙丘演变的基于过程的模式,大多采用相同的分析方法来估算空间 可变地形上的风致表面切应力分布。这些分析模型最初是针对平滑、低坡度的山丘开发的,但当相关地形表现出较大的高长比和/或陡峭的局部特征时,这些分析模型就会面临很大的局限性。在这项工作中,我们利用计算流体动力学(CFD)研究了一系列理想化二维沙丘剖面中常用分析剪应力模型的误差趋势。结果表明,随着高度长度比和局部坡度值的增加,分析模型的预测误差比 CFD 模拟的误差要大。此外,我们还探索了两种数据驱动方法来生成替代剪应力预测模型,即符号回归和基于线性投影的非侵入式降阶建模。这些替代建模策略降低了总体误差,但在对训练数据之外的更广泛沙丘剖面集的普适性方面仍然存在缺陷。最后,研究了这些改进对风化沉积物迁移通量的影响,以证明即使对剪应力预测进行适度改进,也会对工程相关时间尺度上的沙丘演变模拟产生重大影响。
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引用次数: 0
Landscape response to tectonic deformation and cyclic climate change since ca. 800 ka in the southern Central Andes 自约 800 ka 年以来中安第斯山脉南部地貌对构造变形和周期性气候变化的响应中安第斯山脉南部 800 ka
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-04 DOI: 10.5194/egusphere-2024-784
Elizabeth Orr, Taylor Schildgen, Stefanie Tofelde, Hella Wittmann, Ricardo Alonso
Abstract. Theory suggests that the response time of alluvial channel long-profiles to perturbations in climate is related to the magnitude of the forcing and the length of the system. Shorter systems may record a higher frequency of forcing compared to longer systems. Empirical field evidence that system length plays a role in the climate periodicity preserved within the sedimentary record is, however, sparse. The Toro Basin in the Eastern Cordillera of NW Argentina provides an opportunity to test these theoretical relationships as this single source-to-sink system contains a range of sediment deposits, located at varying distances from the source. A suite of eight alluvial fan deposits is preserved along the western flanks of the Sierra de Pascha. Farther downstream, a flight of cut-and-fill terraces have been linked to eccentricity-driven (100-kyr) climate cycles since ca. 500 ka. We applied cosmogenic radionuclide (10Be) exposure dating to the fan surfaces to explore (1) how channel responses to external perturbations may or may not propagate downstream, and (2) the differences in landscape response to forcing frequency as a function of channel length. We identified two generations of fan surfaces: the first (G1) records surface activity and abandonment between ca. 800 and 500 ka and the second (G2) within the last 100 kyr. G1 fans record a prolonged phase of net incision, which has been recognised throughout the Central Andes, and was likely triggered by enhanced 100-kyr global glacial cycles following the Mid-Pleistocene Transition. Relative fan surface stability followed, while 100-kyr cut-and-fill cycles occurred downstream, suggesting a disconnect in behaviour between the two channel reaches. G2 fans record higher frequency climate forcing, possibly the result of precessional forcing of climate (ca. 21/40-kyr timescales). The lack of a high-frequency signal farther downstream provides field support for theoretical predictions of a filtering of high-frequency climate forcing with increasing channel length. We show that multiple climate periodicities can be preserved within the sedimentary record of a single basin. Differences in the timing of alluvial fan and fluvial terrace development in the Toro Basin appears to be associated with how channel length affects fluvial response times to climate forcing as well as local controls on net incision, such as tectonic deformation.
摘要理论表明,冲积河道长剖面对气候扰动的响应时间与强迫的大小和系统的长度有关。与较长的系统相比,较短的系统可能会记录更高频率的强迫。然而,关于系统长度在沉积记录所保留的气候周期性中发挥作用的实地经验证据并不多。阿根廷西北部东科迪勒拉山系的托罗盆地为检验这些理论关系提供了一个机会,因为这个单一的源-汇系统包含一系列沉积物,与源头的距离各不相同。在帕夏山脉的西侧,保存着八组冲积扇沉积。在更远的下游,一连串的切填阶地与自约 500 ka 年以来的偏心驱动(100-kyr)气候周期有关。500ka。我们对扇面进行了宇宙放射性核素(10Be)暴露年代测定,以探索:(1)渠道对外部扰动的响应如何可能或不可能向下游传播;(2)景观对强迫频率的响应差异与渠道长度的函数关系。我们发现了两代扇面:第一代(G1)记录了大约 800 至 500 ka 期间扇面的活动和废弃,第二代(G2)记录了最近 100 kyr 期间扇面的活动和废弃。G1 扇面记录了整个中安第斯山脉长期的净侵蚀阶段,这很可能是中更新世过渡之后 100 千年全球冰川周期增强所引发的。随后,扇面表面相对稳定,而下游则出现了 100 千年的切填循环,这表明两个河道之间的行为脱节。G2 扇面记录了较高频率的气候作用,可能是气候前行作用的结果(时间尺度约为 21/40 千年)。下游缺乏高频信号为理论预测提供了实地支持,即随着河道长度的增加,高频气候作用会被过滤。我们的研究表明,在一个盆地的沉积记录中可以保留多种气候周期。托罗盆地冲积扇和河流阶地发育时间的差异似乎与河道长度如何影响河流对气候作用的响应时间以及当地对净侵蚀的控制(如构造变形)有关。
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引用次数: 0
Channel concavity controls plan-form complexity of branching drainage networks 河道凹度控制着分支排水网络的平面形式复杂性
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2024-04-02 DOI: 10.5194/egusphere-2024-808
Liran Goren, Eitan Shelef
Abstract. The plan-form geometry of branching drainage networks controls the topography of landscapes as well as their geomorphic, hydrologic, and ecologic functionality. The complexity of networks' geometry shows significant variability, from simple, straight channels that flow along the regional topographic gradient to intricate, tortuous flow patterns. This variability in complexity presents an enigma, as models show that it emerges independently of any heterogeneity in the environmental conditions. We propose to quantify networks' complexity based on the distribution of lengthwise asymmetry between paired flow pathways that diverge from a divide and rejoin at a junction. Using the lengthwise asymmetry definition, we show that the channel concavity index, describing downstream changes in channel slope, has a primary control on the plan-form complexity of natural drainage networks. An analytic model based on geomorphic scaling relations and optimal channel network simulations employing an energy minimization principle reveal that landscapes with low concavity channels attain stable plan-form configuration only through simple geometry. In contrast, landscapes with high-concavity channels achieve plan-form stability with various degrees of network complexity, including extremely complex geometries. Landscape evolution simulations demonstrate that the concavity index and its effect on the multiplicity of available geometries control the tendency of networks to preserve the legacy of former environmental conditions. Consistent with previous findings showing that channel concavity correlates with climate aridity, we find a significant empirical correlation between aridity and network complexity, suggesting a climatic signature embedded in the large-scale plan-form geometry of landscapes.
摘要分支排水管网的平面几何控制着地形以及地貌、水文和生态功能。从沿区域地形坡度流动的简单、笔直的河道到错综复杂、迂回曲折的水流模式,水网几何形状的复杂性变化很大。这种复杂性的变化是一个谜,因为模型显示,复杂性的出现与环境条件的异质性无关。我们建议根据从分叉处分流并在交界处汇合的成对水流路径之间的长度不对称分布来量化网络的复杂性。利用纵向不对称的定义,我们证明了描述下游河道坡度变化的河道凹度指数对天然排水网络的平面形式复杂性具有主要的控制作用。基于地貌比例关系的分析模型和采用能量最小化原理的最优渠道网络模拟显示,低凹度渠道景观只能通过简单的几何形状获得稳定的平面形态配置。相反,具有高凹度通道的地貌则可通过不同程度的网络复杂性(包括极其复杂的几何形状)实现平面形态的稳定性。景观演化模拟证明,凹度指数及其对可用几何形状多样性的影响控制着网络保留以前环境条件遗产的趋势。之前的研究结果表明,河道凹度与气候干旱程度相关,与此相一致,我们发现干旱程度与网络复杂性之间存在显著的经验相关性,这表明地貌的大尺度平面几何中蕴含着气候特征。
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引用次数: 0
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Earth Surface Dynamics
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