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Late Pleistocene – Holocene denudation, uplift, and morphology evolution of the Armorican Massif (western Europe) 晚更新世-全新世阿莫里卡地块(西欧)的剥蚀、隆升和形态演化
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-24 DOI: 10.5194/egusphere-2023-2154
Oswald Malcles, Stéphane Mazzotti, Philippe Vernant, Vincent Godard
Abstract. Elevated Plio-Pleistocene coastal and marine markers in stable continental regions are commonly explained by a combination of eustatic sea-level variations and regional geodynamics (e.g., mantle dynamics, active faults). In this study, we test the role of erosion rates on the Late Pleistocene uplift and landform evolution of the Armorican Massif, western France. Denudation rates are estimated for 19 drainage basins using terrestrial cosmogenic nuclide (10Be) measurements in quartz. They range between 3 and 34 m.Ma-1, with a factor of two difference between the western highland region and the central lowland region (16 ± 8 m.Ma-1 vs. 9 ± 6 m.Ma-1). Assuming a thin elastic plate model, the lithosphere flexural isostatic response to these denudation rates produces an overall uplift of the Armorican Peninsula from 12 – 15 m.Ma-1 in the central lowland region to 4 – 10 m.Ma-1 in the western peninsula and along the coastline. We show that these erosion-driven uplift rates can explain the uplifted Late Pleistocene marine terraces along the Armorican Peninsula coastline as well as the elevated Quaternary marine deposits in the central lowland region, without necessitating additional geodynamic processes such as regional compression or local active faults. Our results suggest that, in stable continental regions, long-term erosion should be taken into account as a driver of uplift and deformation before trying to derive global or regional geodynamic or tectonic conclusions.
摘要。稳定大陆区域上新世-更新世海岸和海洋标志的升高通常由海平面上升变化和区域地球动力学(如地幔动力学、活动断层)的结合来解释。在这项研究中,我们测试了侵蚀速率在法国西部阿莫里卡地块晚更新世隆升和地貌演化中的作用。利用地球宇宙成因核素(10Be)测量石英,估计了19个流域的剥蚀速率。它们的长度在3到34米之间。Ma-1,西部高原区与中部低地区相差2个因子(16±8 m)。Ma-1 vs. 9±6 Ma-1)。假设一个薄弹性板块模型,岩石圈对这些剥蚀速率的弯曲均衡反应产生了美洲半岛从12 - 15米的整体隆起。马-1在中部低地地区可达4 - 10米。马-1位于西部半岛和沿岸。研究表明,这些侵蚀驱动的抬升速率可以解释美国半岛沿岸晚更新世海相阶地的抬升,以及中央低地地区第四纪海相沉积的抬升,而不需要额外的地球动力学过程,如区域压缩或局部活动断层。我们的研究结果表明,在稳定的大陆区域,在试图得出全球或区域地球动力学或构造结论之前,应考虑长期侵蚀作为隆升和变形的驱动因素。
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引用次数: 0
Numerical modelling of the evolution of a river reach with a complex morphology to help define future sustainable restoration decisions 具有复杂形态的河段演变的数值模拟,以帮助确定未来的可持续恢复决策
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-21 DOI: 10.5194/esurf-11-1199-2023
Rabab Yassine, Ludovic Cassan, Hélène Roux, Olivier Frysou, François Pérès
Abstract. The prediction of river morphology evolution is very complicated, especially in the case of mountain and Piedmont rivers with complex morphologies, steep slopes, and heterogeneous grain sizes. The Lac des Gaves (LDG) reach, located within the Gave de Pau River in the Hautes-Pyrénées department, France, has precisely the complex morphological characteristics mentioned above. This reach has gone through severe sediment extractions for over 50 years, leading to the construction of two weirs for riverbed stabilisation. Two large floods resulted in changes in the LDG's hydromorphological characteristics as it went from a single channel river section to a braided river reach. In this study, a 2D hydromorphological model is developed with the TELEMAC-MASCARET system to reproduce the evolution of the channel following a flood that occurred in 2018. The model's validity is assessed by comparing the simulated topographic evolution to the observed one. The results reveal the challenge to choose well-fitted sediment transport equations and friction laws that would make it possible to reproduce such complex morphology. Although the exact localisation of the multiple channels forming the braided nature of the LDG was challenging to reproduce, our model was able to provide reliable volumetric predictions as it reproduces the filling of the LDG correctly. The influence of the two weirs on the river's current and future morphology is also studied. The aim is to provide decision-makers with more reliable predictions to design suitable restoration measures for the LDG reach.
摘要。河流形态演变的预测是非常复杂的,特别是对于形态复杂、坡度陡峭、粒度不均匀的山地和山前河流。Lac des Gaves (LDG)河段位于法国上pyrpyrsamues省的give de Pau河内,具有上述复杂的形态特征。50多年来,这条河段经历了严重的泥沙抽取,导致修建了两座堰来稳定河床。两次大洪水导致了LDG从单通道河段到辫状河段的水文形态特征变化。在本研究中,利用TELEMAC-MASCARET系统开发了一个二维水文形态模型,以重现2018年发生洪水后河道的演变。通过将模拟的地形演变与观测的地形演变进行对比,对模型的有效性进行了评价。结果表明,选择合适的泥沙输运方程和摩擦定律是一项挑战,这将使重现如此复杂的形态成为可能。虽然要精确定位形成LDG编织性质的多个通道具有挑战性,但我们的模型能够提供可靠的体积预测,因为它正确地再现了LDG的填充。研究了这两个堰对河流当前和未来形态的影响。目的是为决策者提供更可靠的预测,以便为LDG河段设计合适的恢复措施。
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引用次数: 0
Method to evaluate large-wood behavior in terms of the convection equation associated with sediment erosion and deposition 用与泥沙侵蚀和沉积有关的对流方程来评价大木材行为的方法
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-20 DOI: 10.5194/esurf-11-1183-2023
Daisuke Harada, Shinji Egashira
Abstract. Recent flood hazards occurring in mountainous areas are often characterized by numerous amounts of sediment and large wood supplied from upstream, which often exacerbate flood disasters in downstream areas. This paper proposes a method for describing large-wood behavior in terms of the convection and storage equations, together with the governing equations for describing flood flows and channel changes associated with active sediment erosion and deposition. The proposed method is tested for its validity by simulating the phenomena occurring in an open channel with an erodible bed and flood flow with numerous amounts of sediment and large wood in the Akatani River flood disaster. As a result of calculations reproducing the open channel experiment, the applicability of the method is indicated as the percentage of wood pieces captured in the sediment deposition areas in the channel is within the range of the experimental results. The results of 2-D flood flow calculations with sediment and large wood in the Akatani River flood disaster suggested that large-wood deposition is reproduced where bed deformation is well reproduced. Overall, since the proposed method makes it possible to simulate the behavior of various amounts of large wood, it can be applied to the management of hazards in mountainous rivers such as the Akatani River.
摘要。近年来发生在山区的洪涝灾害,其特点往往是上游提供大量泥沙和大量木材,这往往加剧了下游地区的洪涝灾害。本文提出了一种用对流和储存方程来描述大木材行为的方法,以及描述与泥沙侵蚀和沉积有关的洪水和河道变化的控制方程。通过对赤谷河洪水灾害中具有可侵蚀河床的明渠和大量泥沙和大量木材的洪水现象的模拟,验证了所提出方法的有效性。通过对明渠试验的模拟计算,表明该方法的适用性,河道内泥沙淤积区捕获的木片百分比在实验结果的范围内。赤谷河洪水灾害中沉积物和大木材的二维洪水流量计算结果表明,在床变形重现良好的地方,可以再现大木材的沉积。总的来说,由于所提出的方法可以模拟不同数量的大型木材的行为,因此它可以应用于赤谷河等山区河流的危害管理。
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引用次数: 0
Effects of seasonal variations in vegetation and precipitation on catchment erosion rates along a climate and ecological gradient: insights from numerical modeling 植被和降水的季节变化对流域侵蚀率的影响:来自数值模拟的见解
IF 3.4 2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-15 DOI: 10.5194/esurf-11-1161-2023
Hemanti Sharma, Todd A. Ehlers
Abstract. Precipitation in wet seasons influences catchment erosion and contributes to annual erosion rates. However, wet seasons are also associated with increased vegetation cover, which helps resist erosion. This study investigates the effect of present-day seasonal variations in rainfall and vegetation cover on erosion rates for four catchments along the extreme climate and ecological gradient (from arid to temperate) of the Chilean Coastal Cordillera (∼ 26–∼ 38∘ S). We do this using the Landlab–SPACE landscape evolution model to account for vegetation-dependent hillslope–fluvial processes and hillslope hydrology. Model inputs include present-day (90 m) topography and a time series (from 2000–2019) of MODIS-derived Normalized Difference Vegetation Index (NDVI) for vegetation seasonality, weather station observations of precipitation, and evapotranspiration obtained from Global Land Data Assimilation System (GLDAS) Noah. The sensitivity of catchment-scale erosion rates to seasonal average variations in precipitation and/or vegetation cover was quantified using numerical model simulations. Simulations were conducted for 1000 years (20 years of vegetation and precipitation observations repeated 50 times). After detrending the results for long-term transient changes, the last 20 years were analyzed. Results indicate that when vegetation cover is variable but precipitation is held constant, the amplitude of change in erosion rates relative to mean erosion rates ranges between 5 % (arid) and 36 % (Mediterranean setting). In contrast, in simulations with variable precipitation change and constant vegetation cover, the amplitude of change in erosion rates is higher and ranges between 13 % (arid) and 91 % (Mediterranean setting). Finally, simulations with coupled precipitation and vegetation cover variations demonstrate variations in catchment erosion of 13 % (arid) to 97 % (Mediterranean setting). Taken together, we find that precipitation variations more strongly influence seasonal variations in erosion rates. However, the effects of seasonal variations in vegetation cover on erosion are also significant (between 5 % and 36 %) and are most pronounced in semi-arid to Mediterranean settings and least prevalent in arid and humid–temperature settings.
摘要。雨季降水影响集水区侵蚀,并对年侵蚀率有贡献。然而,雨季也与植被覆盖的增加有关,这有助于抵抗侵蚀。本研究调查了智利沿海科迪勒拉(~ 26—~ 38°S)极端气候和生态梯度(从干旱到温带)沿线四个集水区当前降雨和植被覆盖的季节变化对侵蚀率的影响。我们使用Landlab-SPACE景观演化模型来解释植被依赖的山坡-河流过程和山坡水文。模式输入包括现今(90米)地形和modis导出的植被季节性归一化植被指数(NDVI)时间序列(2000-2019年)、降水气象站观测数据以及全球土地数据同化系统(GLDAS) Noah获得的蒸散发。利用数值模式模拟量化了流域尺度侵蚀率对降水和/或植被覆盖季节平均变化的敏感性。模拟进行了1000年(20年植被和降水观测重复50次)。在对长期瞬态变化的结果进行消去后,对近20年进行了分析。结果表明,当植被覆盖变化而降水保持不变时,侵蚀速率相对于平均侵蚀速率的变化幅度在5%(干旱地区)和36%(地中海地区)之间。相比之下,在降水变化和植被覆盖不变的模拟中,侵蚀率的变化幅度更高,介于13%(干旱)和91%(地中海环境)之间。最后,降水和植被覆盖耦合变化的模拟表明,集水区侵蚀的变化幅度为13%(干旱地区)至97%(地中海地区)。综上所述,我们发现降水变化对侵蚀速率的季节变化影响更大。然而,植被覆盖的季节变化对侵蚀的影响也很显著(在5%至36%之间),在半干旱至地中海地区最为明显,在干旱和潮湿温度地区最不普遍。
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引用次数: 1
On the use of convolutional deep learning to predict shoreline change 关于使用卷积深度学习来预测海岸线变化
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-13 DOI: 10.5194/esurf-11-1145-2023
Eduardo Gomez-de la Peña, Giovanni Coco, Colin Whittaker, Jennifer Montaño
Abstract. The process of shoreline change is inherently complex, and reliable predictions of shoreline position remain a key challenge in coastal research. Predicting shoreline evolution could potentially benefit from deep learning (DL), which is a recently developed and widely successful data-driven methodology. However, so far its implementation for shoreline time series data has been limited. The aim of this contribution is to investigate the potential of DL algorithms to predict interannual shoreline position derived from camera system observations at a New Zealand study site. We investigate the application of convolutional neural networks (CNNs) and hybrid CNN-LSTM (Long Short-Term Memory) networks. We compare our results with two established models: a shoreline equilibrium model and a model that addresses timescales in shoreline drivers. Using a systematic search and different measures of fitness, we found DL models that outperformed the reference models when simulating the variability and distribution of the observations. Overall, these results indicate that DL models have potential to improve accuracy and reliability over current models.
摘要海岸线变化的过程本身是复杂的,海岸线位置的可靠预测仍然是沿海研究的关键挑战。预测海岸线演变可能受益于深度学习(DL),这是最近发展起来的一种广泛成功的数据驱动方法。然而,到目前为止,它在岸线时间序列数据中的应用还很有限。本贡献的目的是研究深度学习算法在预测新西兰研究地点的相机系统观测所得的年际海岸线位置方面的潜力。我们研究了卷积神经网络(cnn)和混合CNN-LSTM(长短期记忆)网络的应用。我们将我们的结果与两个已建立的模型进行了比较:一个是海岸线平衡模型,另一个是解决海岸线驱动因素时间尺度的模型。通过系统搜索和不同的适应度度量,我们发现DL模型在模拟观测值的变异性和分布时优于参考模型。总的来说,这些结果表明DL模型比当前模型具有提高准确性和可靠性的潜力。
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引用次数: 2
Steady-state forms of channel profiles shaped by debris flow and fluvial processes 泥石流和河流作用形成的河道剖面的稳态形式
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-09 DOI: 10.5194/esurf-11-1117-2023
Luke A. McGuire, Scott W. McCoy, Odin Marc, William Struble, Katherine R. Barnhart
Abstract. Debris flows regularly traverse bedrock channels that dissect steep landscapes, but our understanding of bedrock erosion by debris flows and their impact on steepland morphology is still rudimentary. Quantitative models of steep bedrock channel networks are based on geomorphic transport laws designed to represent erosion by water-dominated flows. To quantify the impact of debris flow erosion on steep channel network form, it is first necessary to develop methods to estimate spatial variations in bulk debris flow properties (e.g., flow depth, velocity) throughout the channel network that can be integrated into landscape evolution models. Here, we propose and evaluate two methods to estimate spatial variations in bulk debris flow properties along the length of a channel profile. We incorporate both methods into a model designed to simulate the evolution of longitudinal channel profiles that evolve in response to debris flow and fluvial processes. To explore this model framework, we propose a general family of debris flow erosion laws where erosion rate is a function of debris flow depth and channel slope. Model results indicate that erosion by debris flows can explain the occurrence of a scaling break in the slope–area curve at low-drainage areas and that upper-network channel morphology may be useful for inferring catchment-averaged erosion rates in quasi-steady landscapes. Validating specific forms of a debris flow incision law, however, would require more detailed model–data comparisons in specific landscapes where input parameters and channel morphometry can be better constrained. Results improve our ability to interpret topographic signals within steep channel networks and identify observational targets critical for constraining a debris flow incision law.
摘要泥石流有规律地穿过基岩通道,剖析陡峭的地貌,但我们对泥石流对基岩的侵蚀及其对陡地形态的影响的了解仍处于初级阶段。陡峭基岩河道网络的定量模型是基于旨在表示水主导流侵蚀的地貌运输规律。为了量化泥石流侵蚀对陡坡河道网络形态的影响,首先需要开发估算整个河道网络中大块泥石流特性(如流深、流速)的空间变化的方法,并将其纳入景观演化模型。在这里,我们提出并评估了两种方法来估计沿通道剖面长度的大块泥石流特性的空间变化。我们将这两种方法合并到一个模型中,该模型旨在模拟响应泥石流和河流过程而演变的纵向河道剖面的演变。为了探索这一模型框架,我们提出了一系列泥石流侵蚀规律,其中侵蚀速率是泥石流深度和河道坡度的函数。模型结果表明,泥石流侵蚀可以解释低排水区坡面面积曲线上的尺度断裂现象,而在准稳定景观中,上层网络河道形态可能有助于推断流域平均侵蚀速率。然而,要验证泥石流切割规律的特定形式,需要在特定景观中进行更详细的模型数据比较,在这些景观中,输入参数和通道形态可以得到更好的约束。研究结果提高了我们在陡峭河道网络中解释地形信号的能力,并确定了对限制泥石流切口规律至关重要的观测目标。
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引用次数: 4
On the use of packing models for the prediction of fluvial sediment porosity 充填模型在河流沉积孔隙度预测中的应用
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-02 DOI: 10.5194/esurf-11-1097-2023
Christoph Rettinger, Mina Tabesh, Ulrich Rüde, Stefan Vollmer, Roy M. Frings
Abstract. Obtaining accurate porosity information of fluvial sediment deposits is helpful and desirable for many tasks of river engineers. Besides direct measurements of single samples and empirical formulas specialized for specific cases, packing models promise efficient predictions due to their theoretical and extensible foundation. The objective of this work is thus to investigate the usability of three such models in order to obtain a suitable porosity prediction method for the challenging case of fluvial sediment packing. There, the complexity originates from wide continuous size distributions, from silt to gravel, and different grain shapes. We use data obtained from extensive numerical packing simulations to determine the required model parameters and to verify the models' accuracy for moderate size ratios. This study reveals systematic deficits in one of the models, which can be attributed to the absence of a built-in mixture packing model. By combining these findings with data from laboratory measurements and extending the model to include cohesive effects, we exemplify that reasonable porosity predictions can be obtained with the Compressible Packing Model for the Rhine river in Germany. Through an additional comparison with data from French rivers, guidelines for a successful prediction in cases with limited prior knowledge of the model parameters are developed. Future model enhancements of the packing models directly, and by incorporating more effects that are known to influence porosity, are expected to improve the predictive performance.
摘要获得准确的河流沉积物孔隙度信息对河流工程人员的许多工作都是有益的。除了单个样品的直接测量和专门针对特定情况的经验公式外,包装模型由于其理论和可扩展的基础而承诺有效的预测。因此,这项工作的目的是研究三种这样的模型的可用性,以便为具有挑战性的河流沉积物堆积情况获得合适的孔隙度预测方法。在那里,复杂性源于广泛的连续尺寸分布,从淤泥到砾石,以及不同的颗粒形状。我们使用从大量数值填料模拟中获得的数据来确定所需的模型参数,并验证模型在中等尺寸比下的准确性。本研究揭示了其中一个模型的系统性缺陷,这可以归因于缺乏内置的混合包装模型。通过将这些发现与实验室测量数据相结合,并将模型扩展到包括内聚效应,我们举例说明了使用德国莱茵河的可压缩填料模型可以获得合理的孔隙度预测。通过与法国河流数据的额外比较,制定了在模型参数先验知识有限的情况下成功预测的指导方针。未来直接增强充填模型的模型,并纳入更多已知影响孔隙度的效应,有望提高预测性能。
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引用次数: 0
Marsh-induced backwater: the influence of non-fluvial sedimentation on a delta's channel morphology and kinematics 沼泽引起的回水:非河流沉积对三角洲河道形态和运动学的影响
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-01 DOI: 10.5194/esurf-11-1035-2023
Kelly M. Sanks, John B. Shaw, Samuel M. Zapp, José Silvestre, Ripul Dutt, Kyle M. Straub
Abstract. We investigate the interaction of fluvial and non-fluvial sedimentation on the channel morphology and kinematics of an experimental river delta. We compare two deltas: one that evolved with a proxy for non-fluvial (“marsh”) sedimentation (treatment experiment) and one that evolved without the proxy (control). We show that the addition of the non-fluvial sediment proxy alters the delta's channel morphology and kinematics. Notably, the flow outside the channels is significantly reduced in the treatment experiment, and the channels are deeper (as a function of radial distance from the source) and longer. We also find that both the control and treatment channels narrow as they approach the shoreline, though the narrowing is more pronounced in the control compared to the treatment. Interestingly, the channel beds in the treatment experiment often exist below sea level in the terrestrial portion of the delta top, creating a ∼ 0.7 m reach of steady, non-uniform backwater flow. However, in the control experiment, the channel beds generally exist at or above relative sea level, creating channel movement resembling morphodynamic backwater kinematics and topographic flow expansions. Differences between channel and far-field aggradation produce a longer channel in-filling timescale for the treatment compared to the control, suggesting that the channel avulsions triggered by a peak in channel sedimentation occur less frequently in the treatment experiment. Despite this difference, the basin-wide timescale of lateral channel mobility remains similar. Ultimately, non-fluvial sedimentation on the delta top plays a key role in the channel morphology and kinematics of an experimental river delta, producing channels which are more analogous to channels in global river deltas and which cannot be produced solely by increasing cohesion in an experimental river delta.
摘要我们研究了河流和非河流沉积对河道形态和实验河流三角洲运动学的相互作用。我们比较了两个三角洲:一个是在非河流沉积(“沼泽”)的作用下形成的(处理实验),另一个是在没有替代作用(控制)的情况下形成的。研究表明,非河流沉积物的加入改变了三角洲的河道形态和运动学。值得注意的是,在处理实验中,通道外的流量明显减少,并且通道更深(作为与源径向距离的函数)且更长。我们还发现,控制组和处理组的河道在接近海岸线时都变窄,尽管控制组的河道变窄比处理组更为明显。有趣的是,处理实验中的河床通常存在于三角洲顶部陆地部分的海平面以下,形成约0.7米的稳定、不均匀回水流。然而,在控制实验中,河床一般存在于相对海平面或以上,形成了类似于形态动力回水运动和地形水流扩张的河道运动。与对照相比,河道和远场沉积之间的差异产生了更长的河道填充时间尺度,这表明在处理实验中,由河道沉积峰值引发的河道冲刷发生的频率较低。尽管存在这种差异,但全流域横向通道移动的时间尺度仍然相似。最终,三角洲顶部的非河流沉积在实验河流三角洲的河道形态和运动学中起着关键作用,产生的河道更类似于全球河流三角洲的河道,而这些河道不能仅仅通过增加实验河流三角洲的凝聚力来产生。
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引用次数: 1
Automated riverbed composition analysis using deep learning on underwater images 在水下图像上使用深度学习的自动河床成分分析
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-11-01 DOI: 10.5194/esurf-11-1061-2023
Alexander A. Ermilov, Gergely Benkő, Sándor Baranya
Abstract. The sediment of alluvial riverbeds plays a significant role in river systems both in engineering and natural processes. However, the sediment composition can show high spatial and temporal heterogeneity, even on river-reach scale, making it difficult to representatively sample and assess. Conventional sampling methods are inadequate and time-consuming for effectively capturing the variability of bed surface texture in these situations. In this study, we overcome this issue by adopting an image-based deep-learning (DL) algorithm. The algorithm was trained to recognise the main sediment classes in videos that were taken along cross sections underwater in the Danube. A total of 27 riverbed samples were collected and analysed for validation. The introduced DL-based method is fast, i.e. the videos of 300–400 m long sections can be analysed within minutes with continuous spatial sampling distribution (i.e. the whole riverbed along the path is mapped with images in ca. 0.3–1 m2 overlapping windows). The quality of the trained algorithm was evaluated (i) mathematically by dividing the annotated images into test and validation sets and also via (ii) intercomparison with other direct (sieving of physical samples) and indirect sampling methods (wavelet-based image processing of the riverbed images), focusing on the percentages of the detected sediment fractions. For the final evaluation, the sieving analysis of the collected physical samples were considered the ground truth. After correcting for samples affected by bed armouring, comparison of the DL approach with 14 physical samples yielded a mean classification error of 4.5 %. In addition, based upon the visual evaluation of the footage, the spatial trend in the fraction changes was also well captured along the cross sections. Suggestions for performing proper field measurements are also given; furthermore, possibilities for combining the algorithm with other techniques are highlighted, briefly showcasing the multi-purpose nature of underwater videos for hydromorphological assessment.
摘要冲积河床泥沙在水系的工程和自然过程中都起着重要的作用。然而,即使在河段尺度上,沉积物组成也会表现出高度的时空异质性,这使得代表性采样和评估变得困难。在这些情况下,传统的采样方法不足以有效地捕捉床表面纹理的变化,而且耗时。在本研究中,我们通过采用基于图像的深度学习(DL)算法来克服这个问题。经过训练,该算法可以识别多瑙河水下横截面拍摄的视频中的主要沉积物类别。共采集27个河床样本进行分析验证。引入的基于dl的方法速度快,即300-400 m长段的视频可以在几分钟内分析出来,并且具有连续的空间采样分布(即沿路径的整个河床以大约0.3-1 m2的重叠窗口绘制图像)。对训练算法的质量进行了评估(i)通过将注释图像划分为测试和验证集,并通过(ii)与其他直接(物理样本筛选)和间接采样方法(基于小波的河床图像处理)进行比较,重点是检测到的沉积物组分的百分比。对于最终的评价,所收集的物理样品的筛分分析被认为是真实的。在校正了受床装甲影响的样本后,DL方法与14个物理样本的比较产生了4.5%的平均分类误差。此外,基于对镜头的视觉评价,分数变化的空间趋势也沿着截面被很好地捕捉到。还提出了进行适当的实地测量的建议;此外,强调了将该算法与其他技术相结合的可能性,简要展示了水下视频用于水文形态评估的多用途性质。
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引用次数: 0
Spatial and temporal variations in rockwall erosion rates derived from cosmogenic 10Be in medial moraines at five valley glaciers around Pigne d'Arolla, Switzerland 瑞士Pigne d'Arolla附近5个山谷冰川中部冰碛岩壁侵蚀速率的时空变化
2区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2023-10-30 DOI: 10.5194/esurf-11-1013-2023
Katharina Wetterauer, Dirk Scherler
Abstract. Rockwall erosion in high-alpine glacial environments varies both temporally and spatially. Where rockwalls flank glaciers, changes in debris supply and supraglacial cover will modify ice ablation. Yet, quantifying spatiotemporal patterns in erosion across deglaciating rockwalls is not trivial. At five nearby valley glaciers around Pigne d'Arolla in Switzerland, we derived apparent rockwall erosion rates using 10Be cosmogenic nuclide concentrations ([10Be]) in medial moraine debris. Systematic downglacier sampling of six medial moraines that receive debris from rockwalls with differing orientation, slope, and deglaciation histories enabled us to assess rockwall erosion through time and to investigate how distinct spatial source rockwall morphology may express itself in medial moraine [10Be] records. Our dataset combines 24 new samples from medial moraines of Glacier du Brenay, Glacier de Cheilon, Glacier de Pièce, and Glacier de Tsijiore Nouve with 15 published samples from Glacier d'Otemma. For each sample, we simulated the glacial debris transport using a simple debris particle trajectory model to approximate the time of debris erosion and to correct the measured [10Be] for post-depositional 10Be accumulation. Our derived apparent rockwall erosion rates range between ∼ 0.6 and 10.0 mm yr−1. Whereas the longest downglacier [10Be] record presumably reaches back to the end of the Little Ice Age and suggests a systematic increase in rockwall erosion rates over the last ∼ 200 years, the shorter records only cover the last ∼ 100 years from the recent deglaciation period and indicate temporally more stable erosion rates. For the estimated time of debris erosion, ice cover changes across most source rockwalls were small, suggesting that our records are largely unaffected by the contribution of recently deglaciated bedrock of possibly different [10Be], but admixture of subglacially derived debris cannot be excluded at every site. Comparing our sites suggests that apparent rockwall erosion rates are higher where rockwalls are steep and north-facing, indicating a potential slope and temperature control on rockwall erosion around Pigne d'Arolla.
摘要高高山冰川环境下岩壁侵蚀具有时间和空间上的差异。在冰川侧面的岩壁上,碎屑供应和冰上覆盖的变化将改变冰的消融。然而,量化冰川消融岩壁侵蚀的时空模式并非易事。在瑞士Pigne d'Arolla附近的五个山谷冰川中,我们利用中部冰碛碎屑中的10Be宇宙成因核素浓度([10Be])得出了岩壁的明显侵蚀速率。对6个中部冰碛进行了系统的冰川下采样,这些冰碛接收了不同方向、坡度和消冰史的岩壁碎片,使我们能够评估岩壁随时间的侵蚀,并研究不同的空间源岩壁形态如何在中部冰碛记录中表达出来[10Be]。我们的数据集结合了来自du Brenay冰川、de Cheilon冰川、de pi冰川和de Tsijiore Nouve冰川的24个新样本和来自d'Otemma冰川的15个已发表样本。对于每个样品,我们使用一个简单的碎屑颗粒轨迹模型模拟冰川碎屑运移,以近似碎屑侵蚀的时间,并校正测量的[10Be],以适应沉积后的10Be堆积。我们得出的岩壁表观侵蚀速率范围在~ 0.6和10.0毫米/年之间。最长的冰川下[10Be]记录可能可追溯到小冰期末期,并表明岩壁侵蚀率在过去~ 200年有系统地增加,而较短的记录仅涵盖最近冰川消退期的最后~ 100年,并表明在时间上更稳定的侵蚀率。对于碎屑侵蚀的估计时间,大多数源岩壁的冰盖变化很小,这表明我们的记录在很大程度上没有受到最近可能不同[10Be]的冰川消融基岩的影响,但不能排除每个地点的冰川下碎屑混合物。比较我们的地点表明,岩壁陡峭且朝北的地方岩壁侵蚀率更高,这表明Pigne d'Arolla周围的岩壁侵蚀存在潜在的坡度和温度控制。
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Earth Surface Dynamics
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