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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 Q1 Earth and Planetary Sciences 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 Q1 Earth and Planetary Sciences 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 Q1 Earth and Planetary Sciences 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 Q1 Earth and Planetary Sciences 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 Q1 Earth and Planetary Sciences 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 Q1 Earth and Planetary Sciences 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
A physics-based model for fluvial valley width 基于物理学的河谷宽度模型
IF 3.4 2区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2024-03-28 DOI: 10.5194/esurf-12-493-2024
Jens Martin Turowski, Aaron Bufe, Stefanie Tofelde
Abstract. The width of fluvial valley floors is a key parameter to quantifying the morphology of mountain regions. Valley floor width is relevant to diverse fields including sedimentology, fluvial geomorphology, and archaeology. The width of valleys has been argued to depend on climatic and tectonic conditions, on the hydraulics and hydrology of the river channel that forms the valley, and on sediment supply from valley walls. Here, we derive a physically based model that can be used to predict valley width and test it against three different datasets. The model applies to valleys that are carved by a river migrating laterally across the valley floor. We conceptualize river migration as a Poisson process, in which the river changes its direction stochastically at a mean rate determined by hydraulic boundary conditions. This approach yields a characteristic timescale for the river to cross the valley floor from one wall to the other. The valley width can then be determined by integrating the speed of migration over this timescale. For a laterally unconfined river that is not uplifting, the model predicts that the channel-belt width scales with river flow depth. Channel-belt width corresponds to the maximum width of a fluvial valley. We expand the model to include the effects of uplift and lateral sediment supply from valley walls. Both of these effects lead to a decrease in valley width in comparison to the maximum width. We identify a dimensionless number, termed the mobility–uplift number, which is the ratio between the lateral mobility of the river channel and uplift rate. The model predicts two limits: at high values of the mobility–uplift number, the valley evolves to the channel-belt width, whereas it corresponds to the channel width at low values. Between these limits, valley width is linked to the mobility–uplift number by a logarithmic function. As a consequence of the model, valley width increases with increasing drainage area, with a scaling exponent that typically has a value between 0.4 and 0.5, but can also be lower or higher. We compare the model to three independent datasets of valleys in experimental and natural uplifting landscapes and show that it closely predicts the first-order relationship between valley width and the mobility–uplift number.
摘要河谷谷底宽度是量化山区形态的一个关键参数。谷底宽度与沉积学、河流地貌学和考古学等多个领域相关。有观点认为,河谷的宽度取决于气候和构造条件、形成河谷的河道的水力学和水文学以及来自谷壁的沉积物供应。在此,我们推导出一个基于物理的模型,可用于预测河谷宽度,并通过三个不同的数据集进行测试。该模型适用于河流在谷底横向迁移所形成的山谷。我们将河流迁移概念化为一个泊松过程,在这个过程中,河流以由水力边界条件决定的平均速率随机改变其方向。这种方法得出了河流从一侧谷壁横穿谷底的特征时标。然后,就可以通过对这一时间范围内的迁移速度进行积分来确定河谷宽度。对于一条没有抬升的横向无约束河流,模型预测河道带宽度与河流水深成比例关系。河道带宽度相当于河谷的最大宽度。我们将模型扩展到包括隆起和谷壁横向沉积物供应的影响。与最大宽度相比,这两种效应都会导致河谷宽度减小。我们确定了一个无量纲数,称为 "流动性-隆升数",它是河道横向流动性与隆升速率之间的比率。该模型预测了两个极限:在流动性-抬升数数值较高时,河谷宽度与河道带宽度一致,而在数值较低时,河谷宽度与河道宽度一致。在这两个极限值之间,河谷宽度与流动性-上升数之间存在对数函数关系。该模型的结果是,河谷宽度随着排水面积的增加而增加,其比例指数通常在 0.4 至 0.5 之间,但也可能更低或更高。我们将该模型与实验和自然隆起地貌中的三个独立山谷数据集进行了比较,结果表明,该模型可以密切预测山谷宽度与移动性-隆起数之间的一阶关系。
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引用次数: 0
An efficient approach for inverting rock exhumation from thermochronologic age–elevation relationship 从热年代学年龄-海拔关系反推岩石开挖的有效方法
IF 3.4 2区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2024-03-26 DOI: 10.5194/esurf-12-477-2024
Yuntao Tian, Lili Pan, Guihong Zhang, Xinbo Yao
Abstract. This study implements the least-squares inversion method for solving the exhumation history from the thermochronologic age–elevation relationship (AER) based on the linear equation among exhumation rate, age and total exhumation from the closure depth to the Earth surface. Modeling experiments suggest significant and systematic influence of initial geothermal model, the a priori exhumation rate and the time interval length on the a posteriori exhumation history. Lessons learned from the experiments include that (i) the modern geothermal gradient can be used for constraining the initial geothermal model, (ii) a relatively high a priori exhumation rate would lead to systematically lower a posteriori exhumation and vice versa, (iii) the variance of the a priori exhumation rate controls the variation in the inverted exhumation history, and (iv) the choice of time interval length should be optimized for resolving the potential temporal changes in exhumation. To mitigate the dependence of inverted erosion history on these initial parameters, we implemented a new stepwise inverse modeling method for optimizing the model parameters by comparing the observed and predicted thermochronologic data and modern geothermal gradients. Finally, method demonstration was performed using four synthetic datasets and three natural examples of different exhumation rates and histories. It is shown that the inverted rock exhumation histories from the synthetic datasets match the whole picture of the “truth”, although the temporal changes in the magnitude of exhumation are underestimated. Modeling of the datasets from natural samples produces geologically reasonable exhumation histories. The code and data used in this work are available on Zenodo (https://doi.org/10.5281/zenodo.10839275).
摘要本研究采用最小二乘反演法,根据热年代学年龄-海拔关系(AER),利用从闭合深度到地表的出露速率、年龄和总出露量之间的线性方程,求解热年代学年龄-海拔关系中的出露历史。建模实验表明,初始地热模型、先验掘出率和时间间隔长度对后验掘出历史具有重要的系统影响。实验得出的经验教训包括:(i) 现代地热梯度可用于约束初始地热模型;(ii) 相对较高的先验剥蚀率会导致系统较低的后验剥蚀率,反之亦然;(iii) 先验剥蚀率的方差控制着反演剥蚀历史的变化;(iv) 应优化时间间隔长度的选择,以解决剥蚀潜在的时间变化问题。为了减轻反演侵蚀历史对这些初始参数的依赖,我们采用了一种新的逐步反演建模方法,通过比较观测和预测的热时学数据以及现代地热梯度来优化模型参数。最后,我们使用四个合成数据集和三个不同剥蚀速率和历史的自然实例对该方法进行了演示。结果表明,合成数据集的反演岩石掘出历史与 "真相 "的全貌相吻合,尽管掘出规模的时间变化被低估了。对来自天然样本的数据集进行建模,可得出地质上合理的掘起历史。这项工作中使用的代码和数据可在 Zenodo(https://doi.org/10.5281/zenodo.10839275)上查阅。
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引用次数: 0
Sub-surface processes and heat fluxes at coarse-blocky Murtèl rock glacier (Engadine, eastern Swiss Alps) 粗块状穆尔泰尔岩石冰川(瑞士阿尔卑斯山东部恩加丁地区)的地表下过程和热通量
IF 3.4 2区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2024-03-25 DOI: 10.5194/egusphere-2024-172
Dominik Amschwand, Jonas Wicky, Martin Scherler, Martin Hoelzle, Bernhard Krummenacher, Anna Haberkorn, Christian Kienholz, Hansueli Gubler
Abstract. We estimate the sub-surface energy budget and heat fluxes in the coarse-blocky active layer (AL) of the Murtèl rock glacier, a seasonally snow-covered permafrost landform located in the eastern Swiss Alps. In the highly permeable AL, conductive/diffusive heat transfer including thermal radiation, non-conductive heat transfer by air circulation (convection), and heat storage changes from seasonal accretion and melting of ground ice shape the ground thermal regime. We quantify individual heat fluxes based on a novel in-situ sensor array in the AL and direct observations of the ground ice melt in the years 2020–2022. Two thaw-season mechanisms render Murtèl rock glacier comparatively climate-resilient. First, the AL intercepts ~70 % (55–85 MJ m−2) of the thaw-season ground heat flux by melting ground ice that runs off as meltwater, ~20 % (10–20 MJ m2) is spent on heating the blocks, and only ~10 % (7–13 MJ m2) is transferred into the permafrost body beneath and causes slow permafrost degradation. Second, the effective thermal conductivity in the ventilated AL increases from 1.2 W m1 K1 under strongly stable temperature gradients to episodically over 10 W m1 K1 under unstable temperature gradients, favouring convective cooling by buoyancy-driven Rayleigh ventilation (thermal semiconductor effect). In winter, radiatively cooled air infiltrating through a discontinuous, semi-closed snowcover leads to strong AL cooling. The two characteristic parameters (effective thermal conductivity and intrinsic permeability) are sensitive to debris texture, hence these convective undercooling processes are specific to highly permeable coarse-blocky material.
摘要我们估算了位于瑞士阿尔卑斯山东部的穆尔泰尔岩石冰川(一种季节性积雪覆盖的永久冻土地貌)粗块状活动层(AL)的次表层能量预算和热通量。在高渗透性的活动层中,包括热辐射在内的传导性/扩散性热传递、空气循环(对流)产生的非传导性热传递以及地冰季节性增厚和融化产生的热储量变化决定了地热状态。我们根据 AL 中的新型原位传感器阵列和 2020-2022 年对地冰融化的直接观测,对各个热通量进行了量化。两种解冻季节机制使穆尔泰勒岩石冰川具有相对较强的气候适应能力。首先,融化季的地面热通量中,约 70% (55-85 兆焦耳/平方米-2)由融化的地冰截取,以融水形式流走,约 20% (10-20 兆焦耳/平方米-2)用于加热块体,只有约 10% (7-13 兆焦耳/平方米-2)转移到下面的永久冻土体中,导致永久冻土缓慢降解。其次,在温度梯度非常稳定的情况下,通风冻土层的有效热传导率从 1.2 W m-1 K-1 增加到温度梯度不稳定时的 10 W m-1 K-1 以上,有利于通过浮力驱动的雷利通风进行对流冷却(热半导体效应)。在冬季,辐射冷却空气通过不连续的半封闭雪盖渗入,导致强烈的 AL 冷却。这两个特征参数(有效热导率和固有渗透率)对碎屑质地非常敏感,因此这些对流过冷过程是高渗透性粗块状物质所特有的。
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引用次数: 0
Storm surge frequency, magnitude, and cumulative storm beach impact along the U.S. east coast 美国东海岸风暴潮频率、规模和累积风暴海滩影响
IF 3.4 2区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2024-03-19 DOI: 10.5194/egusphere-2024-656
Rachele Dominguez, Michael Fenster, John McManus
Abstract. This study extracted historical water level data from 12 National Oceanographic and Atmospheric Administration tide gauge stations, spanning the period from the early 20th century to 2022 from central Maine to southern Florida, in order to determine if temporal and spatial trends existed in frequency and magnitude of storms along the U.S. Atlantic Ocean coast. We used the Storm Erosion Potential Index (SEPI) to identify and quantify storms. We then use the timing and magnitude of those storms to determine the cumulative effect of storm clustering and large magnitude storms on sandy beaches using the cumulative storm impact index (CSII) empirical model. The results from this study showed (1) no appreciable increase in storm frequency at any of the stations (except for sheltered stations susceptible to storm tide augmentation); (2) statistically significant, but modest increases in storm magnitudes over time for eight of the 12 tidal stations; (3) regional differences in storm magnitudes (SEPI) and cumulative storm impacts (CSII) characteristic of more frequent extratropical storms (temporal clustering) in the north and less frequent tropical storms in the south; and (4) a four to 10 year recovery period for regional beach recovery.
摘要本研究从缅因州中部到佛罗里达州南部的 12 个美国国家海洋和大气管理局验潮站提取了 20 世纪初到 2022 年期间的历史水位数据,以确定美国大西洋沿岸的风暴频率和规模是否存在时空趋势。我们使用风暴侵蚀潜力指数(SEPI)来识别和量化风暴。然后,我们利用这些风暴的时间和规模,使用累积风暴影响指数(CSII)经验模型来确定风暴集群和大规模风暴对沙滩的累积影响。这项研究的结果表明:(1) 任何站点的风暴频率都没有明显增加(易受风暴潮增量影响的避风站点除外);(2) 12 个潮汐站点中有 8 个站点的风暴强度随时间的推移有显著的统计意义,但增幅不大;(3) 风暴强度(SEPI)和累积风暴影响(CSII)的区域差异,其特点是北部的外热带风暴 (时间集群)更频繁,而南部的热带风暴较不频繁;以及 (4) 区域海滩恢复期为 4 到 10 年。
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引用次数: 0
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Earth Surface Dynamics
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