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Study on deformation mechanism and reinforcement measures of flat-top grotto roof 平顶洞室顶板变形机理及加固措施研究
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-28 DOI: 10.1002/esp.70153
Keyuan Liu, Zhigang Tao, Xiaotian Lei, Xiaojie Yang, Fengnian Wang, Shusen Huo, Taibin Feng, Siwei Jiang

With the intensification of global warming, the frequency and intensity of extreme rainfall events continue to rise, especially unstable precipitation, which poses a significant challenge to the stability of grottoes. The variations in water pressure and humidity induced by rainfall exacerbate the propagation of fissures in the roof plate, further compromising the structural integrity of the grotto's roof. This study takes the Dazu Rock Carvings in China as a case study, utilising Rayleigh wave imaging monitoring, theoretical analysis, numerical simulation, and on-site multi-dimensional monitoring methods to reveal the mechanisms behind the formation of fissures in the grotto roof and the deformation behaviour under both natural and rainfall conditions. Based on these findings, corresponding support strategies are proposed. The results show that the fissures in the grotto roof are primarily caused by the settlement deformation and tensile-shear failure of the surrounding rock. Rainfall increases the tensile stress on the roof plate, further exacerbating the fissure propagation. In addition, the formation of a cavity on the southern side accelerates the instability of the roof. The concentration of tensile and shear stresses causes instability in the grotto sidewalls near the cavity, and rainfall further intensifies this trend. To mitigate the expansion of fissures in the roof plate, the proposed reinforcement strategy utilises the bearing capacity of the overlying rock layers to support the roof while minimising interference with the sculptures inside the grotto. This study not only helps clarify the evolution of the roof damage process but also provides theoretical guidance for formulating appropriate support strategies.

随着全球变暖的加剧,极端降雨事件的频率和强度持续上升,尤其是不稳定降水,对石窟的稳定性提出了重大挑战。降雨引起的水压和湿度的变化加剧了屋面板裂缝的扩展,进一步损害了洞顶结构的完整性。本研究以中国大足石刻为研究对象,运用瑞利波成像监测、理论分析、数值模拟和现场多维监测等方法,揭示石窟顶板裂隙形成机理及自然和降雨条件下的变形行为。在此基础上,提出了相应的支持策略。结果表明:洞顶裂缝主要由围岩沉降变形和拉剪破坏引起;降雨增加了屋面板上的拉应力,进一步加剧了裂缝的扩展。此外,南侧空腔的形成加速了顶板的不稳定性。拉剪应力的集中导致洞室侧壁失稳,降雨进一步加剧了这一趋势。为了减轻顶板裂缝的扩展,建议的加固策略利用上覆岩层的承载能力来支撑屋顶,同时最大限度地减少对洞内雕塑的干扰。该研究不仅有助于阐明顶板破坏过程的演变过程,而且为制定相应的支护策略提供理论指导。
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引用次数: 0
Relative sediment supply and excess shear stress drives the evolution of restored side channels in a regulated river 相对泥沙供给和过量剪应力驱动了河道修复侧河道的演化
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-23 DOI: 10.1002/esp.70165
Rocko A. Brown, Jared G. Stieve, Kirsten Sellheim, Joseph Merz

Side channel restoration—including creation, rehabilitation and enhancement—is a common strategy to mitigate habitat degradation in regulated rivers. While short-term ecological benefits are well documented, the longer-term geomorphic evolution of restored side channels remains less understood. In natural systems, side channels typically occur at dynamic bifurcations influenced by slope and sediment supply, whereas restoration efforts in regulated rivers often prioritize static design targets (e.g., a fixed inundation area at a given flow). We monitored two restored side channels along a regulated river in California over a five-year period to investigate how geomorphic and habitat conditions evolve post-restoration. Our objectives were to (1) document geomorphic and habitat changes and (2) assess how excess shear stress and relative sediment supply influence channel evolution. We tracked changes in sediment and large wood budgets, bed profiles, grain size distributions, bar formation, inundation patterns and tracer rock displacement and interpreted these in the context of reach-scale and geomorphic-scale shear stress. Results show that the steeper, upstream site experienced greater erosion and a loss of low-flow inundation area due to higher flow energy and excess shear stress, while the downstream site remained relatively stable and gained inundated habitat. Importantly, reach-scale excess shear stress served as an effective proxy for relative sediment supply, explaining observed differences in geomorphic response between sites. Both channels lost more large wood than they recruited, highlighting the need for integrated sediment and wood management. Normalized rates of geomorphic change declined over time, suggesting that the primary morphological adjustments occurred shortly after construction. These findings underscore the importance of reach-scale context in designing and evaluating side channel restoration and demonstrate how multi-scalar monitoring—particularly incorporating reach-scale excess shear stress—can improve understanding of post-restoration dynamics.

侧河道修复——包括新建、修复和改善——是缓解受管制河流栖息地退化的常用策略。虽然短期的生态效益已得到充分证明,但修复后的侧河道的长期地貌演变仍鲜为人知。在自然系统中,侧河道通常发生在受坡度和泥沙供应影响的动态分叉处,而在受调节的河流中,修复工作往往优先考虑静态设计目标(例如,在给定流量下的固定淹没区域)。我们在五年的时间里监测了加利福尼亚州一条受管制河流沿线的两条修复后的侧河道,以研究修复后的地貌和栖息地条件如何演变。我们的目标是:(1)记录地貌和栖息地的变化;(2)评估过度剪应力和相对沉积物供应如何影响河道演变。我们跟踪了沉积物和大木材储量、河床剖面、粒度分布、沙洲形成、淹没模式和示踪岩石位移的变化,并在河段尺度和地貌尺度剪切应力的背景下对这些变化进行了解释。结果表明,坡度较大的上游遗址由于水流能和超剪应力的作用,遭受了更大的侵蚀和低流量淹没面积的损失,而下游遗址则保持了相对稳定并获得了淹没栖息地。重要的是,河尺度超额剪应力作为相对沉积物供应的有效代理,解释了观察到的不同地点之间地貌响应的差异。两个渠道损失的大木材都比吸收的多,这突出了综合沉积物和木材管理的必要性。标准化的地貌变化率随着时间的推移而下降,这表明主要的形态调整发生在建设后不久。这些发现强调了河段尺度环境在设计和评估侧河道修复中的重要性,并证明了多尺度监测(特别是纳入河段尺度的过量剪应力)如何提高对修复后动态的理解。
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引用次数: 0
Time scales of river bifurcations 河流分岔的时间尺度
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-23 DOI: 10.1002/esp.70159
Gabriele Barile, Marco Redolfi, Marco Tubino

River bifurcations are the fundamental building blocks of a variety of fluvial environments such as braiding and anastomosed rivers, alluvial fans, and river deltas. Their long-term equilibrium configurations have been widely explored, together with the influence of several external forcing factors, whereas less attention has been devoted to investigate the characteristic timescale with which bifurcations evolve over time. In this work, we address this issue by combining the results of a 1-D numerical model with those obtained through a linear stability analysis that accounts for the length of bifurcates. Numerical results show that the timescale of the adaptation of water and sediment partition at the bifurcation node is much shorter than the time required to achieve the long-term equilibrium of the bifurcates. We find that the nodal point evolution becomes faster as the value of the width-to-depth ratio increases above the critical threshold for the bifurcation stability, while it gets slower as the length of the bifurcates increases. The timescale becomes independent of the branch length when this length exceeds a threshold value above which the effect of the downstream boundary condition no longer affects the evolution of the bifurcation node. The analysis of a large dataset of gravel-bed bifurcations reveals that the evolutionary timescale of most of them is larger than that of natural flow variations. Moreover, the rate at which the water and sediment partitioning at bifurcations changes over time is generally smaller than the fluctuation rate of sediment transport caused by the migration of bars in the upstream channel, especially for bifurcations with long branches.

河流分岔是各种河流环境的基本组成部分,如辫状河和吻合河、冲积扇和河流三角洲。它们的长期平衡结构以及几种外部强迫因子的影响已被广泛探索,而对分岔随时间演变的特征时间尺度的研究较少。在这项工作中,我们通过将一维数值模型的结果与通过考虑分叉长度的线性稳定性分析获得的结果相结合来解决这个问题。数值结果表明,分岔节点对水沙分区的适应时间尺度远短于实现分岔长期平衡所需的时间尺度。我们发现,当宽度与深度比的值超过分叉稳定性的临界阈值时,节点的演化速度会加快,而随着分叉长度的增加,节点的演化速度会变慢。当分支长度超过阈值,下游边界条件的影响不再影响分支节点的演化时,时间标度与分支长度无关。对大型砾石床分岔数据集的分析表明,大多数分岔的演化时间尺度大于自然流的演化时间尺度。此外,分叉处的水沙分配随时间的变化速率一般小于上游河道中沙洲迁移引起的输沙波动速率,特别是对于长分支的分叉处。
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引用次数: 0
Influence of erosive drivers on the morphology of gullies in the Pampa biome, Southern Brazil 侵蚀驱动因素对巴西南部潘帕草原生物群系沟壑形态的影响
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-20 DOI: 10.1002/esp.70166
Lucas Krein Rademann, Romario Trentin, Luis Eduardo de Souza Robaina

Gully erosion is a complex form of erosion with a large environmental and economic impact, causing loss of fertile soil, siltation of rivers, and changes in the landscape and drainage channels, which have impacted the environmental balance of the Pampa biome in Southern Brazil. The complexity of this process leads to the formation of different shapes of gullies. Studying the morphology of gullies and the main erosion mechanisms acting on them is important to understand the erosion process. With high-resolution data from UAV survey and data from fieldwork, the morphometry and the main erosive drivers of three spatially close gullies with different shapes and intensities in the Pampa biome region were analysed. The V1 gully is the largest of the three studied, showing variation in depth and active erosive mechanisms; V2 has the shortest length, the widest cross-sections and the most significant average depths, with mass movements along almost its entire length. V3 has the greatest length, lowest depth and eroded volume because of less intense mass movements and more stable side walls. Even though various factors interfere with erosion mechanisms and the shape of gullies, the type of soil material proved to be a determining factor in the erosion mechanisms. Sandy materials proved to be more susceptible to mass movements, vertical development, and the concentration of faults and fractures, while predominantly clayey materials proved to be more cohesive and resistant to erosion, especially subsurface erosion, resulting in less occurrence of mass movements. The results presented in this work help to understand the accelerated erosion processes in the Pampa biome in Southern Brazil, elucidating the main factors that influence the shape and expansion of gullies, which is extremely important for determining effective conservation practices.

沟蚀是一种复杂的侵蚀形式,具有巨大的环境和经济影响,造成肥沃土壤的流失,河流淤积,景观和排水渠道的变化,影响了巴西南部潘帕草原生物群落的环境平衡。这一过程的复杂性导致了不同形状沟槽的形成。研究沟槽的形态及其主要侵蚀机制对理解沟槽侵蚀过程具有重要意义。利用高分辨率无人机调查数据和野外调查数据,分析了潘帕草原3个不同形状和强度空间封闭沟槽的形态特征及其主要侵蚀驱动因素。V1沟是三个研究中最大的,显示出深度和主动侵蚀机制的变化;V2的长度最短,横截面最宽,平均深度最显著,几乎整个长度上都有质量运动。V3的长度最大,深度最小,侵蚀体积最小,因为质量运动不强烈,侧壁更稳定。尽管侵蚀机制和沟槽形状受到各种因素的干扰,但土壤物质类型在侵蚀机制中起决定性作用。砂质物质更容易受到块体运动、垂直发育以及断层和裂缝集中的影响,而主要是粘土物质被证明具有更强的粘性和抗侵蚀性,特别是地下侵蚀,导致块体运动的发生较少。这项工作的结果有助于理解巴西南部潘帕草原生物群落的加速侵蚀过程,阐明影响沟槽形状和扩张的主要因素,这对确定有效的保护措施非常重要。
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引用次数: 0
Exploiting GPS and RFID field data to validate numerical modelling of large wood transport in the Tagliamento River (Italy) 利用GPS和RFID现场数据验证塔利亚门托河(意大利)大型木材运输的数值模拟
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-20 DOI: 10.1002/esp.70163
Wafae Ennouini, Elisabetta Persi, Gabriella Petaccia, Diego Ravazzolo, Lorenzo Picco, Luca Mao, Stefano Sibilla

This study evaluates the reliability of the ORSA2D_WT model, a Eulerian–Lagrangian model, in simulating large wood (LW) transport in the Tagliamento River. The model implements a literature strategy to account for sliding and rolling entrainment modes, besides floating. Overall, the model demonstrated an acceptable level of accuracy in replicating LW entrainment with a successful prediction of the behaviour of 8 out of 11 entrained logs, and 29 out of 37 stable logs were observed during field surveys. The findings are based on a limited number of comparisons, including 36 logs in the Cornino reach and 12 in the Flagogna reach, with only 2 GPS trajectories available, emphasising the exploratory nature of the study and the preliminary validation of the model. While the model effectively predicted LW dynamics under simplified conditions, discrepancies in trajectories near islands and areas of complex flow dynamics highlighted challenges in capturing intricate LW transport. Sensitivity analysis revealed the significant influence of wood density on LW transport, with wet density (WD) conditions showing notable deviations from the observed data. These findings emphasise the complex interplay among density, buoyancy, and hydrodynamic forces, underscoring the need for precise density estimates in LW transport modelling. Additionally, the initial orientation of logs was found to significantly affect transport dynamics, with logs aligned parallel to the flow experiencing longer displacements, while perpendicular or oblique orientations increased hydrodynamic forces, anticipating entrainment, and also fostered early deposition because of the higher interaction with the riverbanks. The model displayed an overestimation of LW mobility, compared to field surveys observations. This limitation highlights the need for a more realistic representation of log interactions, partial burial and structural features such as root wads and branches. To enhance the model's accuracy and reliability, future improvements should focus on better representing wood accumulations and partial burial, as well as optimising computational efficiency. These advancements will enable more comprehensive analyses and improve the model's applicability and robustness for real-world scenarios.

本研究评估了欧拉-拉格朗日模型ORSA2D_WT在模拟Tagliamento河大木材(LW)运输中的可靠性。该模型采用文献策略来考虑滑动和滚动夹带模式,以及浮动。总体而言,该模型在复制LW夹带方面具有可接受的精度水平,在现场调查中成功预测了11条夹带测井曲线中的8条,以及37条稳定测井曲线中的29条。这些发现是基于有限的比较,包括在Cornino河段的36条测井曲线和在Flagogna河段的12条测井曲线,只有2条GPS轨迹可用,强调了研究的探索性和模型的初步验证。虽然该模型在简化条件下有效地预测了LW动力学,但岛屿附近和复杂流动动力学区域的轨迹差异突出了捕获复杂LW传输的挑战。敏感性分析显示木材密度对LW输运有显著影响,湿密度(WD)条件与观测数据存在显著偏差。这些发现强调了密度、浮力和水动力之间复杂的相互作用,强调了在LW输运模型中精确估计密度的必要性。此外,研究发现,测井曲线的初始方向对输运动力学有显著影响,与水流平行的测井曲线位移时间更长,而垂直或斜向的测井曲线增加了水动力,预测了夹带,并且由于与河岸的相互作用更强,也促进了早期沉积。与实地调查结果相比,该模型显示了对LW迁移率的高估。这一限制突出了对原木相互作用、部分埋藏和结构特征(如根团和树枝)的更现实的表示的需要。为了提高模型的准确性和可靠性,未来的改进应该集中在更好地表示木材积累和部分掩埋,以及优化计算效率。这些进步将使更全面的分析成为可能,并提高模型对现实世界场景的适用性和健壮性。
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引用次数: 0
Is a climate signal detectable using cosmogenic data and coarse-resolution digital topography in fluvially dominated landscapes? 在河流主导的景观中,使用宇宙成因数据和粗分辨率数字地形是否可以探测到气候信号?
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-18 DOI: 10.1002/esp.70164
Chenchao Xu, Rong Yang, Sean F. Gallen

While the influence of climate on landscapes is conceptually intuitive, quantifying it remains challenging due to the myriad of ways earth surface processes respond to climate. In this study, we investigate if and how climate impacts fluvial relief and hillslope morphology by examining the relationship between basin average cosmogenic 10Be-derived erosion rates and basin average topographic metrics across climatic gradients in the Bhutan Himalaya. We selected this region because it is an ideal natural laboratory for assessing climate controls on landscapes, with large precipitation variations, minimal lithologic differences and extensive existing datasets. Our findings suggest that increasing precipitation may drive several trends: (1) nonlinearity between erosion rate and fluvial metrics (ksnQ) increases, (2) the threshold hillslope gradient declines and (3) the characteristic hillslope length increases. Although these trends are weak and subject to considerable uncertainty, the subtle variations still conform with a conceptual model where wetter climates promote mass movement, extend hillslope length and reduce mountain relief as indicated by elevated nonlinearity between fluvial relief and erosion rate in wetter regions. This consistency suggests that more carefully crafted data or experimental designs offer the hope of quantifying climate's role in landscape form. Our study provides valuable insights for future research on sampling strategies and data analysis aimed at extracting climatic signals from observational datasets.

虽然气候对景观的影响在概念上是直观的,但由于地球表面过程对气候的无数种响应方式,对其进行量化仍然具有挑战性。在这项研究中,我们研究了气候是否以及如何影响河流起伏和山坡形态,通过检查盆地平均宇宙成因10be衍生侵蚀率和盆地平均地形指标之间的关系跨越气候梯度在不丹喜马拉雅地区。我们之所以选择这个地区,是因为它是一个理想的自然实验室,可以评估气候对景观的控制,降雨量变化大,岩性差异小,现有数据集广泛。研究结果表明,降水增加可能导致以下几个趋势:(1)侵蚀速率与河流度量(ksnQ)之间的非线性增加;(2)阈值坡度下降;(3)特征坡度增加。尽管这些趋势很弱,而且存在相当大的不确定性,但细微的变化仍然符合一个概念模型,即湿润的气候促进物质运动,延长山坡长度,减少山地起伏,如湿润地区河流起伏和侵蚀率之间的非线性升高所表明的那样。这种一致性表明,更精心制作的数据或实验设计为量化气候在景观形式中的作用提供了希望。我们的研究为未来从观测数据集中提取气候信号的采样策略和数据分析研究提供了有价值的见解。
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引用次数: 0
Sundial: A method for inferring image acquisition time from shadow orientation 日晷:一种根据阴影方向推断图像采集时间的方法
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-18 DOI: 10.1002/esp.70157
Inhyeok Bae, Carl J. Legleiter, Elowyn M. Yager

Aerial photography and satellite imagery can be used to characterize landscape change over time and help to understand how these changes are related to climate and hydrology. Publicly available optical imagery from sources such as the United States National Agricultural Imagery Program (NAIP) is particularly valuable in this context due to its high temporal and spatial resolution. However, the exact time an image was acquired is often unknown, which complicates, if not precludes, linking images with other types of high temporal resolution data, such as streamflow records. In this letter, we propose a ‘sundial method’ to infer image acquisition time from shadow orientation. This approach involves measuring the direction of a shadow on the image and using solar geometry calculated for the known image date and location to infer the former sun position. Time estimates for 16 Worldview satellite and six NAIP aerial images based on 407 independent measurements of shadow orientation demonstrate the sundial method had an error of 2.1 ± 3.4 min, indicating that image acquisition times can be inferred with a high degree of accuracy and precision. Sensitivity analyses confirm the robustness of the method across different object types, shadow lengths, and solar zenith angles, while also providing practical guidelines regarding the number of measurements required and errors associated with uncertainty in the image date.

航空摄影和卫星图像可以用来描述景观随时间变化的特征,并有助于了解这些变化与气候和水文的关系。来自诸如美国国家农业图像计划(NAIP)的公开光学图像由于其高时间和空间分辨率在这方面特别有价值。然而,获取图像的确切时间通常是未知的,这使得将图像与其他类型的高时间分辨率数据(如流量记录)联系起来变得复杂。在这封信中,我们提出了一种“日晷法”,从阴影方向推断图像采集时间。这种方法包括测量图像上阴影的方向,并使用已知图像日期和位置计算的太阳几何形状来推断以前的太阳位置。基于407个独立的阴影方位测量,对16颗Worldview卫星和6张NAIP航拍图像进行了时间估算,结果表明,日晷法的误差为2.1±3.4 min,表明该方法可以以较高的精度和精度推断图像采集时间。灵敏度分析证实了该方法在不同对象类型、阴影长度和太阳天顶角上的鲁棒性,同时还提供了有关所需测量次数和与图像日期不确定性相关的误差的实用指南。
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引用次数: 0
Multi-decadal gravel beach dynamics in the United Kingdom and Ireland: Insights from satellite-derived shorelines 英国和爱尔兰的数十年砾石海滩动态:来自卫星岸线的见解
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-17 DOI: 10.1002/esp.70160
Aikaterini Konstantinou, Tim Scott, Gerd Masselink, Christopher Stokes, Tom Hamilton, Bruno Castelle

Gravel beach systems provide vital protection from coastal flooding and erosion. They are highly dynamic and exhibit complex responses to hydrodynamic forcing over a range of temporal (hourly centennial) and spatial scales (m to km). Yet gravel beach evolution, particularly at interannual to decadal scales, across the spectrum of coastal settings, remains poorly understood. We use four decades of Satellite-Derived Shoreline (SDS) data to explore the morphodynamic behaviour of 45 selected gravel beach systems around the United Kingdom and Ireland. We apply a site-specific SDS extraction methodology and derive shoreline trends along 1554 shore-normal transects. Our findings indicate significant variability in decadal trends between sites ranging from 0.60 m/year retreat to 2.24 m/year progradation, with 36% of sites showing significant long-term trends over the study period. Nesses and spits were by far the most dynamic systems exhibiting the largest changes at transect level (from 4.73 m/year retreat to 10.5 m/year progradation), and the most significant changes in planform shape, while most constrained and unconstrained sites remained stable. We classify the observed behaviours, providing a first inventory of morphodynamic behaviours across different gravel beach systems in the United Kingdom and Ireland. We find that leading regional winter-averaged atmospheric indices provide some insight into planform behaviour over the entire domain, with 16 sites (35.6%) showing at least moderate (R ≥ 0.4) statistically significant correlations (p ≤ 0.05). Our results provide a deeper understanding of the long-term behaviour of gravel beach systems that can inform more effective coastal management strategies.

砾石海滩系统提供了防止海岸洪水和侵蚀的重要保护。它们是高度动态的,在时间尺度(每小时100年)和空间尺度(米到公里)范围内对水动力强迫表现出复杂的响应。然而,砂砾海滩的演变,特别是在年际到年代际尺度上,在沿海环境的频谱上,仍然知之甚少。我们使用四十年的卫星衍生海岸线(SDS)数据来探索英国和爱尔兰45个选定的砾石海滩系统的形态动力学行为。我们采用特定地点的SDS提取方法,并沿着1554个海岸法向样条得出海岸线趋势。我们的研究结果表明,在0.60 m/年后退到2.24 m/年进积之间,站点间的年代际趋势存在显著差异,其中36%的站点在研究期间表现出显著的长期趋势。样带水平变化最大(从4.73 m/年后退到10.5 m/年后退),台地形状变化最显著,而大多数受约束和不受约束的样带保持稳定。我们对观察到的行为进行分类,提供了英国和爱尔兰不同砾石海滩系统形态动力学行为的第一个清单。我们发现,主要的区域冬季平均大气指数为整个区域的平台行为提供了一些见解,其中16个站点(35.6%)显示出至少中等(R≥0.4)的统计学显著相关性(p≤0.05)。我们的研究结果提供了对砾石海滩系统长期行为的更深入的了解,可以为更有效的海岸管理策略提供信息。
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引用次数: 0
Hyperspectral imaging of river bathymetry using an ensemble of regression trees 使用回归树集合的河流测深高光谱成像
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-15 DOI: 10.1002/esp.70155
Carl J. Legleiter, Paul J. Kinzel, Brandon T. Overstreet, Lee R. Harrison

Remote sensing has emerged as an effective tool for characterizing river systems, and machine learning (ML) techniques could make this approach even more powerful. To explore this possibility, we developed an ML-based workflow for hyperspectral imaging of river bathymetry using an ensemble of regression trees (HIRBERT). This approach involves using paired observations of depth and reflectance to select wavelength bands as predictors and then train a depth retrieval model; applying the model to the image yields a spatially continuous bathymetric map. We used data from five rivers with diverse morphologies and optical characteristics to assess whether HIRBERT can (1) provide more accurate depth estimates than a band ratio-based algorithm and (2) extend the range of depths detectable via remote sensing. Relative to single band combinations identified via optimal band ratio analysis (OBRA), regression tree ensembles improved depth retrieval performance, with observed versus predicted (OP) regression R2$$ {R}^2 $$ values increasing for all five sites. Similarly, HIRBERT provided more reliable depth estimates than OBRA over the full range of depths present along each river. These results suggest that by incorporating additional spectral information from multiple wavelength bands, ML could enhance bathymetric mapping across a range of river environments. In addition, we show how graphical tools can facilitate interpretation of ML-based depth retrieval models and yield insight regarding relationships between depth and reflectance. The HIRBERT workflow is packaged in free, standalone software developed to support applications in river research and management. Although ML can enhance remote sensing of river bathymetry, the limitations of this approach must also be acknowledged: Field measurements of water depth are required to train a depth retrieval model and the resulting model should only be applied to the image from which the training data were derived. The inherently image-specific nature of this approach implies that developing generalized regression tree ensembles that could be applied at larger scales would require additional research.

遥感已经成为表征河流系统的有效工具,机器学习(ML)技术可以使这种方法更加强大。为了探索这种可能性,我们开发了一种基于ml的工作流程,用于使用回归树集合(HIRBERT)进行河流测深的高光谱成像。该方法包括使用深度和反射率的成对观测来选择波长波段作为预测因子,然后训练深度检索模型;将该模型应用于图像产生空间连续的水深图。我们使用了来自五条河流的不同形态和光学特征的数据来评估HIRBERT是否可以(1)提供比基于频带比的算法更准确的深度估计,(2)扩大通过遥感可探测的深度范围。与通过最优频带比分析(OBRA)确定的单波段组合相比,回归树集成提高了深度检索性能,所有五个站点的观测值与预测值(OP)回归r2 $$ {R}^2 $$值都有所增加。同样,HIRBERT在每条河流的整个深度范围内提供了比OBRA更可靠的深度估计。这些结果表明,通过结合来自多个波长波段的额外光谱信息,机器学习可以增强一系列河流环境的水深测绘。此外,我们还展示了图形工具如何促进基于ml的深度检索模型的解释,并深入了解深度和反射率之间的关系。HIRBERT工作流打包在免费的独立软件中,开发用于支持河流研究和管理的应用程序。虽然机器学习可以增强河流测深的遥感,但也必须承认这种方法的局限性:需要实地测量水深来训练深度检索模型,并且所得模型只能应用于导出训练数据的图像。这种方法固有的图像特异性意味着开发可应用于更大规模的广义回归树集成将需要额外的研究。
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引用次数: 0
Palimpsest subglacial meltwater corridors of the last cordilleran ice sheet: Geomorphology, stratigraphy and insights into subglacial meltwater dynamics during deglaciation 末次科迪勒冰盖的覆冰下融水走廊:地貌、地层学和对冰川消融期间冰下融水动力学的见解
IF 2.7 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL Pub Date : 2025-09-13 DOI: 10.1002/esp.70156
Alexander D. Sodeman, Tracy A. Brennand

Recent releases of high-resolution elevation data in British Columbia have revealed several previously unidentified meltwater-derived landforms associated with the last Cordilleran Ice Sheet (CIS). Prominent among these are small subglacial meltwater corridors (sSMCs): morphologically distinct channels up to 10s of km long that are eroded into glacial sediments, with varying intra-corridor landform assemblages. Intra-corridor landforms identified include curvilinear ridges, eskers and multi-ridged fans. The sSMCs are one or more orders of magnitude smaller than the previously described Chasm and Green Lake meltwater corridors, the latter two formed from an extremely large supraglacial lake outburst flood. Results from geomorphological, sedimentological and near-surface geophysical methods show that an erosional unconformity cut into the regional till sheet forms the base of each sSMC. This unconformity extends from the channel boundary and includes intra-corridor curvilinear ridges and erosional remnants, consistently topped by a 0.2–0.3 m thick concentration of cobbles. A discontinuous channel-wide fill (5–15 m thick) buries some curvilinear ridges and is sometimes capped by an intra-corridor esker. Multi-ridged fans occurring downflow from braided outwash plains postdate the sSMCs and all other intra-corridor landforms. We interpret the sSMCs as palimpsest landforms that developed over several melt seasons through the continuous reoccupation by subglacial meltwater flow (and later proglacial streams). Each trough found lateral to a curvilinear ridge represents an individual subglacial meltwater channel incised over one or more melt seasons. The broad corridor fill records higher-than-average melt season discharge within portions of the sSMC, burying or further eroding curvilinear ridges and potentially forming eskers during late-stage waning flows. Results from this study indicate that the last CIS had an active and dynamic subglacial drainage system during deglaciation.

最近发布的不列颠哥伦比亚省高分辨率海拔数据揭示了与最后的科迪勒兰冰盖(CIS)有关的几种以前未被识别的融水衍生地貌。其中最突出的是小型冰下融水走廊(sSMCs):形态不同的通道长达数十公里,被侵蚀成冰川沉积物,走廊内地貌组合各异。走廊内的地形包括曲线山脊、丘陵和多脊扇。sSMCs比前面描述的裂谷和绿湖融水走廊小一个或多个数量级,后两者是由一个非常大的冰上湖溃决洪水形成的。地貌学、沉积学和近地表地球物理方法的研究结果表明,每一个sSMC的基底都是被切割成区域斜坡的侵蚀不整合面。这种不整合从河道边界延伸,包括走廊内的曲线山脊和侵蚀残余物,顶部始终覆盖着0.2-0.3米厚的鹅卵石。不连续的河道宽度填充物(5-15米厚)掩埋了一些曲线山脊,有时被走廊内的堤防覆盖。多脊扇形成于辫状外冲平原向下流动,其形成时间晚于sSMCs和所有其他走廊内地貌。我们将sSMCs解释为几个融化季节通过冰下融水流(以及后来的前冰川流)的不断重新占领而形成的重写地貌。在曲线脊的侧面发现的每一个槽都代表了在一个或多个融化季节中切割的单个冰下融水通道。在sSMC的部分地区,宽阔的走廊填充物记录了高于平均水平的融化季节流量,掩埋或进一步侵蚀了曲线脊,并可能在后期流量减弱时形成斜坡。研究结果表明,末代CIS在消冰过程中具有活跃的冰下排水系统。
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Earth Surface Processes and Landforms
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