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Footprint of the air-sea momentum transfer saturation observed by ocean wave buoy network in extreme tropical cyclones 海洋波浪浮标网在极端热带气旋中观测到的海气动量传递饱和足迹
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-05-07 DOI: 10.1016/j.coastaleng.2024.104537
Tomoya Shimura, Nobuhito Mori, Takuya Miyashita

Tropical cyclones are one of the most destructive natural phenomena, causing tremendous coastal disasters worldwide. The maximum intensity of tropical cyclones is determined by momentum and heat transfer at the air-sea interface. Momentum transfer corresponds to the momentum loss of tropical cyclones and, consequently, to the underlying ocean's momentum gain causing extreme ocean waves and storm surges. Air-side observations of wind profiles and ocean-side observations of ocean subsurface currents show a slowdown of momentum transfer under high tropical cyclone wind speeds in the previous studies. However, there is still disagreement regarding the slowdown owing to lack of data. Here, we show momentum transfer under high wind speed conditions by observing ocean waves. Although ocean wave observations are highly spatially limited, we deployed a fleet of drifting ocean wave buoys covering the active area of tropical cyclones in the Western North Pacific. The buoy fleet captured extreme waves near the eye of the strongest category 5 tropical cyclone, indicating an ocean wave footprint of the momentum transfer saturation above surface wind speeds of 25 m/s. Our approach from ocean surface wave observation is a unique contribution to determination on air-sea momentum transfer slowdown under extreme wind speeds, which can compensate for the knowledge from conventional air and ocean-side observations. This finding advances tropical cyclones, extreme ocean waves, and storm surge modeling.

热带气旋是最具破坏性的自然现象之一,在世界各地造成了巨大的沿海灾害。热带气旋的最大强度取决于海气界面的动量和热量传递。动量传递与热带气旋的动量损失相对应,进而与底层海洋的动量增加相对应,导致极端海浪和风暴潮。在以往的研究中,空气侧的风廓线观测数据和海洋侧的洋底流观测数据显示,在热带气旋风速较高的情况下,动量传递速度减慢。然而,由于缺乏数据,人们对这种减速仍存在分歧。在此,我们通过观测海浪来展示高风速条件下的动量传递。虽然海浪观测在空间上受到很大限制,但我们在北太平洋西部热带气旋活跃区部署了漂流海浪浮标群。浮标船队在最强的 5 级热带气旋风眼附近捕捉到了极端海浪,表明在 25 米/秒以上的表面风速下,海洋波浪的动量传递饱和足迹。我们从海洋表面波观测的方法对确定极端风速下的海气动量传递减缓做出了独特的贡献,可以弥补传统空气和海洋观测的不足。这一发现推动了热带气旋、极端海浪和风暴潮建模的发展。
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引用次数: 0
Using Computational Fluid Dynamics (CFD) to investigate airflow and sand transport on a human-made coastal foredune dominated by offshore wind: Impact of the shape variability. 利用计算流体动力学(CFD)研究以近海风为主导的人造海岸前沙丘上的气流和沙子输送:形状变化的影响。
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-05-01 DOI: 10.1016/j.coastaleng.2024.104534
Antoine Lamy , Thomas A.G. Smyth , Nicolas Robin , Patrick A. Hesp

Foredunes provide many environmental and ecosystem services including protection from wave erosion and flooding hazards during storm events. While the impact of human interventions on the short-term evolution of coastal dunes is reasonably well understood, less is known about their contemporary influence on current wind and sediment dynamics several decades after implementation. The coastal dunes in Leucate (SE, France) have been anthropogenically constructed and are dominated by offshore wind conditions. Since their construction 20 years ago, a distinct variation in their longshore morphology has developed that is inherited from its original construction. The northern part of the dune has a symmetrical profile with a 28° degree stoss slope, 30° lee slope and a single crest. The southern part is asymmetric, with a gentler stoss slope (12°), 26° lee slope, and a double crest. To explore the potential geomorphic impacts of this distinct difference in morphology, several numerical simulations with varying wind speeds and direction were conducted. We used Computational Fluid Dynamics (CFD) to explore the spatial variations of the near surface wind flow, shear stress and aeolian sediment transport.

Results

show that for each scenario, near surface wind speed accelerated toward the dune crest on the windward slope of the dune. The maximum wind speed varied with incident wind direction, the highest speeds occurring when incident wind flow was perpendicular to the dune crest. The double crest in the southern section of the dune affected the wind flow by inducing two consecutive speeds-up zones, with a greater maximum wind speed than on the single crested dune. Wind flow separation was observed where a steep lee slope was present (single crested dune), and only during perpendicular winds. This suggests that the shape of the dune and the direction of the wind are key parameters rather than wind speed. The area affected by reversed separated flow was spatially limited and did not extend beyond the dune toe but was below the threshold for aeolian sediment transport. Elsewhere in the lee of the dune, the wind was only deflected by an order of 15° for the oblique winds (310 and 330°), and less than 10° for the perpendicular wind (290°) on the southern part. In these locations, the shear velocity exceeded the threshold, notably on the southern dune, which coincided with the formation of undulating aeolian deposits in the lee of vegetation on the dune crest. The spatial differences observed in wind flow and aeolian sediment transport processes on this human-made dune were directly inherited from differences in their construction two decades ago. These results demonstrate the importance of the constructed dune profile, due to its potential impact on the long-term evolution of the landscape and the sediment budget of the system.

前沙丘提供了许多环境和生态系统服务,包括在暴风雨期间防止海浪侵蚀和洪水 危害。虽然人类干预对沿海沙丘短期演变的影响已相当清楚,但对其实施几十年后对当前风力和沉积物动态的影响却知之甚少。勒卡特(法国东南部)的沿海沙丘是人为建造的,主要受近海风力影响。自 20 年前建造以来,沙丘的长岸形态发生了明显变化,这种变化继承了最初建造时的形态。沙丘北部的剖面是对称的,倾斜度为 28°,倾斜度为 30°,只有一个沙峰。南部则不对称,具有较缓的倾斜坡度(12°)、26°倾斜坡度和双峰。为了探索这种明显的形态差异对地貌的潜在影响,我们进行了多次不同风速和风向的数值模拟。结果表明,在每种情况下,近地面风速都加速向沙丘迎风坡的沙丘峰移动。最大风速随入射风向的变化而变化,当入射风流垂直于沙丘峰顶时,风速最大。沙丘南段的双峰对风流产生了影响,引起了两个连续的加速区,最大风速大于单峰沙丘。在存在陡峭斜坡(单峰沙丘)的地方,只有在垂直风时才会出现风流分离现象。这表明,沙丘的形状和风向是关键参数,而不是风速。受反向分离流影响的区域空间有限,没有超出沙丘脚,但低于风化沉积物迁移的临界值。在沙丘背风处的其他地方,斜风(310° 和 330°)的风向仅偏转 15°,垂直风(290°)在南部地区的风向偏转不到 10°。在这些地方,剪切速度超过了临界值,特别是在南部沙丘,这与沙丘顶植被附近形成的起伏风积物相吻合。在这个人造沙丘上观察到的风流和风化沉积物迁移过程的空间差异,直接源于二十年前建造沙丘时的差异。这些结果表明了建造的沙丘剖面的重要性,因为它可能对景观的长期演变和系统的沉积物预算产生影响。
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引用次数: 0
A soil mechanics model to determine the onset of wind erosion 确定风蚀开始时间的土壤力学模型
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-25 DOI: 10.1016/j.coastaleng.2024.104523
Luis Zambrano-Cruzatty , Alba Yerro , Bianca R. Charbonneau , Nina Stark

Determining the friction threshold velocity (FTV) of wind-induced erosion is crucial to understanding and predicting the morphodynamics and management of foreshores and dunes. However, the FTV is influenced by multiple factors, including particle size, mineralogy, surface roughness, and moisture content. Although existing models account for these parameters, they suffer from limited precision, are not generalized and developed for specific sediment types, and rely on expensive and time-consuming testing procedures. Furthermore, no predictive equations for FTV currently consider the combined effects of bed inclination and moisture common to coastal dunes. This study presents a comprehensive closed-form model for predicting the FTV in the onset of wind erosion for different types of sands. The model considers various geometric and material properties, including cohesion, moisture, soil packing, slope, and grain size distribution. A soil water retention curve (SWRC) is incorporated into the formulation to establish a relationship between water content and sediment shear strength. This simple SWRC approach enables simplified calculations of the onset of wind erosion under various conditions, requiring only a few inexpensive inputs. Extensive parametric wind tunnel experiments were conducted to measure the FTV in combinations of bed slope, sand particle size, moisture, and density. The findings indicate that the combined influence of slope and moisture increases the FTV. Furthermore, compared to the FTV for dry sediments on a horizontal bed, the amplification factor exhibits a nonlinear combination of the effects of inclination and moisture. The proposed FTV predictive model demonstrates adequate agreement with published results when applied to scenarios such as dry sand on a horizontal surface, dry sand on an inclined bed, and moist sand on a horizontal surface.

确定风力侵蚀的摩擦阈值速度(FTV)对于了解和预测前滩和沙丘的形态动力学和管理至关重要。然而,摩擦阈值速度受多种因素影响,包括颗粒大小、矿物学、表面粗糙度和含水量。虽然现有模型考虑了这些参数,但精度有限,没有针对特定沉积物类型进行归纳和开发,而且依赖于昂贵、耗时的测试程序。此外,目前还没有考虑到海岸沙丘常见的床面倾角和湿度的综合影响的全 球沙丘预测方程。本研究提出了一个全面的闭式模型,用于预测不同类型沙在风蚀开始时的 FTV。该模型考虑了各种几何和材料特性,包括内聚力、湿度、土壤堆积、坡度和粒径分布。土壤水分保留曲线 (SWRC) 被纳入模型中,以建立含水量与沉积物抗剪强度之间的关系。这种简单的 SWRC 方法可简化计算各种条件下的风蚀起始点,只需少量廉价输入。我们进行了广泛的参数风洞实验,以测量床面坡度、沙粒粒径、水分和密度组合下的风蚀强度。研究结果表明,坡度和湿度的综合影响会增加全风速。此外,与水平床面干燥沉积物的 FTV 相比,放大系数呈现出倾斜度和湿度影响的非线性组合。当应用于水平面上的干沙、倾斜床面上的干沙和水平面上的湿沙等情况时,所提出的 FTV 预测模型与已公布的结果充分吻合。
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引用次数: 0
Tidal currents-induced scour development around pile foundations: Effects of flow velocity hydrograph 潮汐流引起的桩基周围冲刷发展:流速水文图的影响
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-24 DOI: 10.1016/j.coastaleng.2024.104533
Shun-Yi Wang , Wen-Gang Qi , Biao Li , Chen Wang , Fu-Ping Gao

There is a lack of research in the existing literature regarding the scour around foundations for offshore wind turbines under tidal currents, which primarily relies on laboratory experiments with simplified flow velocity hydrographs like square tidal currents. To improve the prediction accuracy of scour development under tidal currents, a series of experiments were conducted to investigate the local scour process around a pile foundation under two typical tidal velocity hydrographs (sinusoidal and square tidal currents) in a specially designed fluid-structure-soil coupling flume. The results demonstrate that reciprocating tidal currents lead to a continuously evolving process of sediment erosion and backfilling around the pile. Although the shapes of the scour holes are similar between sinusoidal and square tidal currents, there are significant differences in the evolving process of the scour depth, presenting a short-platform shape and serrated shape, respectively. A consistent relationship is found between the dimensionless scour depth and the dimensionless effective flow work (DFW) under both tidal and unidirectional currents. An equivalent velocity expression for sinusoidal and square tidal currents is proposed and verified using existing experimental data. Furthermore, an empirical expression for the scour depth reduction coefficient between square tidal currents and unidirectional currents is proposed. These outcomes not only establish a theoretical approach for simplifying tidal currents hydrographs in laboratory experiments, but also provide practical guidance for assessing the tidal currents-induced scour development around pile foundations for in-situ offshore wind turbines.

现有文献缺乏对潮汐流下海上风力涡轮机基础周围冲刷的研究,主要依赖于方形潮汐流等简化流速水文的实验室实验。为了提高潮汐流下冲刷发展的预测精度,在专门设计的流体-结构-土壤耦合水槽中进行了一系列实验,研究了两种典型潮汐流速水文图(正弦潮汐流和方潮汐流)下桩基周围的局部冲刷过程。结果表明,往复潮汐流导致了桩基周围沉积物侵蚀和回填的持续演变过程。虽然正弦潮汐流和方形潮汐流的冲刷孔形状相似,但冲刷深度的演变过程存在显著差异,分别呈现出短平台形和锯齿形。在潮汐流和单向流下,无量纲冲刷深度与无量纲有效流功(DFW)之间存在一致的关系。提出了正弦和方形潮流的等效速度表达式,并利用现有实验数据进行了验证。此外,还提出了方波潮流与单向潮流之间冲刷深度减小系数的经验表达式。这些成果不仅为简化实验室实验中的潮汐流水文图建立了理论方法,还为评估原位海上风力涡轮机桩基周围由潮汐流引起的冲刷发展提供了实际指导。
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引用次数: 0
Violent breaking-wave impacts. Part 4: A detailed analysis and comparison of field and 1:4 scale measurements on sloping and vertical walls including the influence of air and scale effects 猛烈的破波冲击。第 4 部分:详细分析和比较对倾斜和垂直墙壁进行的实地测量和 1:4 比例测量,包括空气和比例效应的影响。
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-24 DOI: 10.1016/j.coastaleng.2024.104520
Geoffrey N. Bullock , Henrik Bredmose

Pressure and aeration measurements obtained under storm conditions on the steep-fronted masonry wall of a rubble-mound breakwater are analysed in detail, and the results compared with those obtained using a 1:4 scale freshwater model of the field test site. New insights are gained into the complex behaviour of the most violent impacts, with particular attention given to aeration and scale effects.

The existence in the field of both low-aeration (LA) and high-aeration (HA) impacts is confirmed and new parameters introduced to facilitate further analysis. Maximum pressures (Pmax) up to 771 kPa are categorised and the magnitudes of the resultant impulses found to depend mainly on their durations. The alternate expansion and recompression (ERC) of air following a HA impact is shown to apply significant oscillatory pressures and forces to the wall. Information on the magnitude, period and damping of these oscillations is presented.

The model results are initially scaled in accordance with the Froude law. In conditions comparable to those in the field, the highest pressure on the sloping wall is again found to occur in HA impacts with Pmax ≤ 3.17 MPa followed by ERC oscillations. Like those in the field, the oscillations at different elevations tend to come into phase with each other and can subject the wall to oscillatory forces of significant vertical extent. Both the initial excursion and the damping of the oscillations tend be greater in the model than in the field. The maximum forces on the wall also tend to be greater than those on the field breakwater, but the durations of the impulses tend to be shorter. This apparent trade-off between force and duration may indicate that the model is responding differently to the momentum flux of the incoming waves. Pmax ≤ 5.42 MPa are obtained when the model wall is vertical.

Because the Froude law does not scale aeration effects correctly, model data are also scaled in accordance with the Bagnold-Mitsuyasu (B-M) law which increases the highest Pmax for the vertical wall to 20.97 MPa. An alternative assessment of the ERC oscillations is also made on the assumption that the trapped-air pockets are geometrically similar to ones that could occur in the field.

Likely generic characteristics of violent wave-impacts are identified as are probable model scale-effects. Impact-pressure reduction curves derived from a numerical model are presented to emphasise the influence of entrained air on wave loading. Further work is recommended.

详细分析了在暴风雨条件下对碎石堆防波堤陡面砖石墙进行的压力和曝气测量,并将测量结果与使用 1:4 比例的现场试验场淡水模型获得的结果进行了比较。对最猛烈撞击的复杂行为有了新的认识,特别关注了曝气和尺度效应。低曝气(LA)和高曝气(HA)撞击在现场的存在得到了证实,并引入了新的参数以方便进一步分析。最大压力 (Pmax) 达 771 kPa 的情况进行了分类,并发现所产生的脉冲的大小主要取决于其持续时间。房委会撞击后空气的交替膨胀和再压缩(ERC)表明会对墙体产生巨大的振荡压力和作用力。模型结果最初是根据弗劳德定律缩放的。在与现场条件相似的条件下,再次发现坡壁的最高压力发生在 HA 冲击中,Pmax ≤ 3.17 MPa,随后是 ERC 振荡。与现场的情况一样,不同高度的振荡往往相位一致,会使墙体受到很大的垂直振荡力。在模型中,振荡的初始偏移和阻尼都比实际情况大。防波堤墙所受的最大力也往往大于实地防波堤,但脉冲持续时间往往较短。这种力与持续时间之间的明显权衡可能表明,模型对入海波浪的动量通量作出了不同的反应。由于 Froude 定律不能正确地缩放曝气效应,因此还根据 Bagnold-Mitsuyasu(B-M)定律对模型数据进行了缩放,从而使垂直壁的最高 Pmax 增至 20.97 MPa。此外,还对 ERC 振荡进行了另一种评估,假定困气袋在几何上与现场可能出现的困气袋相似。介绍了数值模型得出的冲击压力降低曲线,以强调夹带空气对波浪加载的影响。建议进一步开展工作。
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引用次数: 0
Storm surge modeling in the AI era: Using LSTM-based machine learning for enhancing forecasting accuracy 人工智能时代的风暴潮建模:利用基于 LSTM 的机器学习提高预报精度
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-20 DOI: 10.1016/j.coastaleng.2024.104532
Stefanos Giaremis , Noujoud Nader , Clint Dawson , Carola Kaiser , Efstratios Nikidis , Hartmut Kaiser

Physics simulation results of natural processes usually do not fully capture the real world. This is caused for instance by limits in what physical processes are simulated and to what accuracy. In this work we propose and analyze the use of an LSTM-based deep learning network machine learning (ML) architecture for capturing and predicting the behavior of the systemic error for storm tide forecast models with respect to real-world water elevation observations from gauge stations during hurricane events. The overall goal of this work is to predict the systemic error of the physics model and use it to improve the accuracy of the simulation results post factum (i.e., to correct the model bias). We trained our proposed ML model on a dataset of 61 historical storms in the coastal regions of the south and southeastern U.S. and we tested its performance in bias correcting modeled water level data predictions from Hurricane Ian (2022). We show that our model can consistently improve the forecasting accuracy for Hurricane Ian – unknown to the ML model – at the majority of gauge station coordinates. Moreover, by examining the impact of using different subsets of the initial training dataset, containing a number of relatively similar or different hurricanes in terms of hurricane track, we found that we can obtain similar quality of bias correction by only using a subset of six hurricanes. This is an important result that implies the possibility to apply a pre-trained ML model to real-time hurricane forecasting results with the goal of bias correcting and improving the forecast accuracy. The presented work is an important first step in creating a bias correction system for real-time storm tide forecasting applicable to the full simulation area. It also presents a highly transferable and operationally applicable methodology for improving the accuracy in a wide range of physics simulation scenarios beyond storm tide forecasting.

自然过程的物理模拟结果通常不能完全反映真实世界。例如,这是由于物理过程模拟的内容和精度受到限制造成的。在这项工作中,我们提出并分析了如何使用基于 LSTM 的深度学习网络机器学习(ML)架构来捕捉和预测风暴潮预报模型的系统误差行为,以及飓风事件期间测量站的实际水位观测数据。这项工作的总体目标是预测物理模型的系统误差,并利用它来提高事后模拟结果的准确性(即纠正模型偏差)。我们在美国南部和东南部沿海地区的 61 个历史风暴数据集上训练了我们提出的 ML 模型,并测试了其在飓风伊恩(2022 年)水位数据预测模型纠偏方面的性能。结果表明,在大多数测站坐标上,我们的模型都能持续提高飓风伊恩的预报精度--这是 ML 模型所不知道的。此外,通过研究使用初始训练数据集的不同子集(包含一些在飓风路径方面相对相似或不同的飓风)的影响,我们发现仅使用六个飓风子集就能获得相似的偏差修正质量。这是一个重要的结果,意味着有可能将预先训练好的 ML 模型应用到实时飓风预报结果中,从而达到纠正偏差和提高预报精度的目的。这项工作是为实时风暴潮预报创建适用于整个模拟区域的偏差校正系统迈出的重要的第一步。它还提出了一种具有高度可移植性和可操作性的方法,用于提高风暴潮预报以外的各种物理模拟场景的精度。
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引用次数: 0
A mass transfer-based LES modelling methodology for analyzing the movement of submarine sediment flows with extensive shear behavior 基于传质的 LES 建模方法,用于分析具有广泛剪切行为的海底沉积物流的运动情况
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-18 DOI: 10.1016/j.coastaleng.2024.104531
Xingsen Guo , Xiaolei Liu , Tianyuan Zheng , Hong Zhang , Yang Lu , Tiantao Li

This study employs the large-eddy simulation (LES) method to investigate the interaction of submarine sediment flows with extensive shear behavior and ambient water. This method is validated with good accuracy by simulating the head velocity and evolution geometries of a submarine mud flow with non-Newtonian fluid characteristics and a submarine turbidity current with Newtonian fluid characteristics in inclined and regular lock-exchange flume experiments. This study finds that the violent mass transfer at the interface of the submarine sediment flow and seawater is caused by numerous eddies, which significantly alter the submarine sediment flow's geometry, resulting in varying degrees of undulation, including the deposition pattern of the submarine sediment flow tail. The acceleration zone, where the velocity of the submarine sediment flow increases significantly at this undulation, propels the sediment flow forward, supporting its long-distance transport. Furthermore, the turbulence and mass transport characteristics of submarine turbidity currents with low dynamic viscosity Newtonian fluid characteristics are stronger than those of submarine mud flows with high dynamic viscosity non-Newtonian fluid characteristics. Therefore, when submarine landslides develop into later stages, such as submarine turbidity currents with high velocity, large volume, and long run-out distance characteristics, more attention must be given to the mass transport process.

本研究采用大涡流模拟(LES)方法研究具有广泛剪切行为的海底泥沙流与环境水的相互作用。通过模拟具有非牛顿流体特性的海底泥流和具有牛顿流体特性的海底浊流的水头速度和演变几何形状,在倾斜和规则的锁定交换水槽实验中验证了该方法的准确性。研究发现,海底泥流与海水交界面处的剧烈传质是由无数漩涡引起的,这些漩涡极大地改变了海底泥流的几何形状,导致了不同程度的起伏,包括海底泥流尾部的沉积模式。在加速区,海底沉积物流的速度会在这种起伏中显著增加,推动沉积物流向前,支持其长距离迁移。此外,具有低动力粘度牛顿流体特性的海底浊流的湍流和质量输运特性要强于具有高动力粘度非牛顿流体特性的海底泥流。因此,当海底滑坡发展到后期,如海底湍流具有流速高、体积大、流出距离长等特点时,必须更加关注其质量输运过程。
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引用次数: 0
Evaluating barrier beach protection with numerical modelling. A practical case 利用数值建模评估隔离滩保护。实用案例
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-18 DOI: 10.1016/j.coastaleng.2024.104522
Xavier Sánchez-Artús , Buckle Subbiah , Vicente Gracia , Manuel Espino , Manel Grifoll , Antoni Espanya , Agustín Sánchez-Arcilla

Embryonic dunes, continuous dunes and classical beach nourishment are tested as soft coastal protection measures in the vulnerable Trabucador barrier beach located in the NW Mediterranean Sea against different storm conditions. The beach was impacted by severe breaching events during past storms. Evaluation of the performance of the dunes and nourishment as coastal protection measures for the barrier beach is carried out using XBeach model for three different storm events: Storm Isaak being a mid-tier double peak storm, Storm Filomena a typical larger storm of the region and Storm Gloria the largest ever storm to hit the region, with 7, 12 and 60 years of return period respectively. The model showed embryonic dunes and shoreface nourishment systems greatly protect the beach against Storm Isaak and Storm Filomena but did not withstand Storm Gloria considering it being almost 1.5 times larger than the second-highest storm in terms of significant wave height. The study aids in assessing the effectiveness of various mitigation actions for barrier beaches, with the aim of implementing them in practical field applications.

在位于地中海西北部的脆弱的特拉布卡多尔屏障海滩,针对不同的风暴条件,测试了作为软海岸保护措施的胚胎沙丘、连续沙丘和传统的海滩滋养。在过去的风暴中,该海滩曾受到严重冲毁事件的影响。使用 XBeach 模型,针对三种不同的风暴事件,评估了沙丘和护岸作为屏障海滩海岸保护措施的性能:伊萨克风暴是中级双峰风暴,菲洛梅娜风暴是该地区典型的较大风暴,格洛丽亚风暴是该地区有史以来最大的风暴,其重现期分别为 7 年、12 年和 60 年。模型显示,雏形沙丘和海岸表面滋养系统在很大程度上保护了海滩免受风暴伊萨克和风暴菲洛梅娜的侵袭,但考虑到风暴格洛丽亚的显著波高几乎是第二大风暴的 1.5 倍,因此无法抵御风暴格洛丽亚的侵袭。这项研究有助于评估各种屏障海滩减灾措施的有效性,以便在实际应用中加以实施。
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引用次数: 0
Comparative study on volume conservation among various SPH models for flows of different levels of violence 不同暴力程度水流的各种 SPH 模型体积守恒性比较研究
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-15 DOI: 10.1016/j.coastaleng.2024.104521
M.Z. Wang , Y. Pan , X.K. Shi , J.L. Wu , P.N. Sun

The weakly-compressible smoothed particle hydrodynamics (WCSPH) models offer distinct advantages in simulating free-surface flow. Within the rapidly evolving WCSPH field, Classical WCSPH model, based on the artificial viscous term, and its derived models, which additionally introduce numerical diffusive terms into the continuity equations - including the δ-SPH, δ-SPHC, δ-SPHC+, δ-LES-SPH, and δ-SPHF models have gained prominence recently. The numerical diffusive term is found to alter the particle distributions in the free-surface region, leading to a change in the mean water level that reflects the volume conservation, which might result in inaccuracies in some simulations. This study evaluates the volume conservations of the aforementioned WCSPH models for flows at quasi-hydrostatic states evolved from varying levels of flow violence under prolonged simulations, through a series of numerical tests involving hydrostatic, standing-wave, and dam-break cases. For the hydrostatic and standing-wave cases, the performance of different types of WCSPH models remains consistent overall. The Classical WCSPH and δ-LES-SPH models exhibit minimal changes in volume, with almost no decrease in the mean water level occurring. The δ-SPH, δ-SPHC, δ-SPHC + models demonstrate decreases in the mean water level converging to around 0.2 times the SPH particle diameter (Δx), indicating favorable volume conservation. Conversely, the δ-SPHF model consistently exhibits a decrease in the mean water level exceeding 1 Δx at t = 2000s in a linear fashion, resulting in a noticeable reduction in volume. Under the dam-break case, most of the mean water levels simulated by different models experience a small increase, which is close to the decrease observed under the hydrostatic and standing-wave cases with corresponding models. Only the δ-SPHF model continues to show a continuous decreasing tendency. In summary, considering volume conservation, the δ-LES-SPH model demonstrates the best performance (excluding the Classical WCSPH model as it cannot simulate violent flow), followed by the δ-SPHC, δ-SPHC+, δ-SPH and δ-SPHF models.

弱可压缩平滑粒子流体力学(WCSPH)模型在模拟自由表面流动方面具有明显的优势。在快速发展的 WCSPH 领域中,基于人工粘性项的经典 WCSPH 模型及其衍生模型在连续性方程中引入了数值扩散项,包括 δ-SPH、δ-SPHC、δ-SPHC+、δ-LES-SPH 和 δ-SPHF 模型。研究发现,数值扩散项会改变自由表面区域的粒子分布,导致反映体积守恒的平均水位发生变化,这可能会导致某些模拟不准确。本研究通过一系列涉及静水、立波和溃坝情况的数值试验,评估了上述 WCSPH 模型在长时间模拟不同程度的水流暴力演化的准静水状态下的水流体积守恒性。在静水和驻波情况下,不同类型的 WCSPH 模型的性能总体上保持一致。经典 WCSPH 模型和 δ-LES-SPH 模型的体积变化极小,平均水位几乎没有下降。δ-SPH、δ-SPHC、δ-SPHC + 模型的平均水位下降到 SPH 颗粒直径(Δx)的 0.2 倍左右,表明体积守恒性良好。相反,δ-SPHF 模型的平均水位在 t = 2000s 时一直呈线性下降,超过 1 Δx,导致体积明显减小。在溃坝情况下,不同模型模拟的平均水位大多略有上升,与相应模型在静水和驻波情况下观测到的水位下降相近。只有 δ-SPHF 模型继续呈现持续下降的趋势。总之,考虑到体积守恒,δ-LES-SPH 模型的性能最好(不包括经典 WCSPH 模型,因为它不能模拟剧烈流动),其次是 δ-SPHC、δ-SPHC+、δ-SPH 和 δ-SPHF 模型。
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引用次数: 0
Satellite wave 2D spectrum partition based on the PI-vit-GAN(physically-informed ViT-GAN) method 基于 PI-vit-GAN(物理信息 ViT-GAN)方法的卫星波二维频谱划分
IF 4.4 2区 工程技术 Q1 Engineering Pub Date : 2024-04-09 DOI: 10.1016/j.coastaleng.2024.104518
Tao Lv , Aifeng Tao , Ying Xu , Jianhao Liu , Jun Fan , Gang Wang , Jinhai Zheng

The abundant spectral data provided by satellite technology are crucial for interpreting the complex marine environment, and the effective and accurate analysis of these data is particularly important for coastal engineering. In this regard, this study proposes a Physically Informed ViT-GAN (PI-ViT-GAN) automatic partitioning method, based on CFOSAT satellite wave spectrum data. Specifically, the model consists of a generator and discriminator. The generator utilizes a contrastive learning strategy as pretraining and through the self-attention mechanism of the ViT model, it focuses on key parts of the spectrum to extract wave group features and wave element parameters. Partitioning-head joint training realizes the output of wave group partition element indices. Subsequently, the discriminator uses the wave group features and a parametric model for spectrum reconstruction and computes the error with the original observed spectrum to evaluate the partition and reconstruction effects. Additionally, this model incorporates two physically corrected functions, wave system classification loss and merging loss, based on the wave age criterion, thereby guiding the training process, and enhancing model efficiency. The results indicate that the reconstructed theoretical spectrum, obtained through the utilization of this method, aligns well with the original sea wave spectrum, demonstrating a precision superior to the spectral partitioning product of CFOSAT's own SWIM. Combining the robust learning capability of the transformer and the regularization of physical prior knowledge, this model can achieve precise, low-cost automated analysis of satellite wave spectra, providing a new scalable method for big data analysis in marine and coastal engineering.

卫星技术提供的丰富波谱数据对解释复杂的海洋环境至关重要,而有效、准确地分析这些数据对海岸工程尤为重要。为此,本研究提出了一种基于 CFOSAT 卫星波谱数据的物理信息 ViT-GAN(PI-ViT-GAN)自动分区方法。具体来说,该模型由生成器和判别器组成。生成器利用对比学习策略作为预训练,通过 ViT 模型的自我关注机制,聚焦频谱的关键部分,提取波群特征和波元参数。分区头联合训练实现了波群分区要素指数的输出。随后,鉴别器利用波群特征和参数模型进行频谱重建,并计算与原始观测频谱的误差,以评估分区和重建效果。此外,该模型还根据波龄标准加入了两个物理校正函数,即波系分类损失和合并损失,从而指导训练过程,提高模型效率。结果表明,利用该方法获得的重建理论频谱与原始海浪频谱非常吻合,精度优于 CFOSAT 自身 SWIM 的频谱分区乘积。结合变换器的鲁棒学习能力和物理先验知识的正则化,该模型可以实现精确、低成本的卫星波谱自动分析,为海洋和海岸工程领域的大数据分析提供了一种新的可扩展方法。
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引用次数: 0
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Coastal Engineering
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