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The seasonal evolution of the Yellow Sea Cold Water Mass Circulation: Roles of fronts, thermoclines, and tidal rectification 黄海冷水团环流的季节演变:锋面、温跃层和潮汐整流的作用
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-27 DOI: 10.1016/j.ocemod.2024.102375
Yibo Hu , Fei Yu , Guangcheng Si , Fan Sun , Xingchuan Liu , Xinyuan Diao , Zifei Chen , Feng Nan , Qiang Ren

The Yellow Sea Cold Water Mass (YSCWM), surrounded by thermocline and fronts, is one of the most notable hydrological characteristics of the Yellow Sea (YS) in the summer. Temperature structure at the boundary of the YSCWM drives the Yellow Sea Cold Water Mass Circulation (YSCWMC). However, the 3D structure of YSCWMC remains unclear. The position, seasonal evolution, and dynamical mechanisms of the YSCWMC were examined by observations and high-resolution numerical model. It was found that the core of the YSCWMC is located at the junction of the fronts and the thermocline during the summer. Furthermore, the YSCWMC exhibits remarkable seasonal variations characterized by a progressive shrinking and deepening dependence on the position and strength of the fronts and thermocline. The YSCWMC is geostrophic at the basin scale, with the barotropic pressure term determining the direction of the circulation and the baroclinic pressure term controlling the vertical structure of the circulation. Fronts yield a baroclinic effect in the thermal field and affect the sea surface elevation in the barotropic process. Therefore, fronts are crucial to the formation of the YSCWMC. Nevertheless, under conditions of steep topography, tidal rectification is comparable to the frontal contribution to the circulation.

黄海冷水团(YSCWM)被温跃层和锋面包围,是夏季黄海(YS)最显著的水文特征之一。黄海冷水团边界的温度结构驱动着黄海冷水团环流(YSCWMC)。然而,黄海冷水团环流的三维结构仍不清楚。通过观测和高分辨率数值模式研究了黄海冷水团的位置、季节演变和动力学机制。研究发现,夏季 YSCWMC 的核心位于锋面和热跃层的交界处。此外,YSCWMC 还表现出显著的季节性变化,其特征是随锋面和温跃层的位置和强度而逐渐缩小和加深。在海盆尺度上,YSCWMC 是地营性的,气压项决定了环流的方向,而气压项则控制了环流的垂直结构。锋面在热场中产生条气效应,并在气压过程中影响海面高度。因此,锋面对形成 YSCWMC 至关重要。不过,在地形陡峭的条件下,潮汐整流作用与锋面对环流的贡献相当。
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引用次数: 0
Improved tidal estimates from short water level records via the modified harmonic analysis model 通过修改后的谐波分析模型从短水位记录中改进潮汐估算
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-20 DOI: 10.1016/j.ocemod.2024.102372
Haidong Pan , Tengfei Xu , Zexun Wei

To fully resolve eight major tides from short-term records, classical harmonic analysis model usually infers unresolved constituents with the help of inference relationships from nearby long-term tide gauges. Our previous study developed a modified harmonic analysis model using the credo of smoothness (i.e., MHACS) which can achieve this without inference relationships. Via introducing the inherent natural links between major tides, MHACS breaks the restrictions of the Rayleigh criterion and requires only ∼9-day hourly records to resolve eight major tides. However, when data length is shorter than 9 days, the results of MHACS become problematic due to over-fitting. In this study, we introduce ridge regression to replace ordinary least squares (OLS) in the MHACS. Practical experiments on short-term hourly tide gauge records and satellite altimeter observations indicate that ridge regression can effectively eliminate meaningless mathematical artifacts obtained by OLS. The minimum length of records for MHACS to resolve eight major tides dramatically decreases from ∼210 h to ∼75 h as a result of using ridge regression. It is also found that ridge regression can notably reduce the uncertainties of tidal estimates from MHACS. Moreover, other modified harmonic analysis models such as NS_TIDE designed for river tides also suffer from over-fitting which can be solved by ridge regression in a similar way.

为了从短期记录中完全解析八大潮汐,经典的谐波分析模型通常借助附近长期验潮仪的推断关系来推断未解析的成分。我们之前的研究利用平滑信条开发了一种改进的谐波分析模型(即 MHACS),无需推断关系即可实现这一目标。通过引入主要潮汐之间固有的自然联系,MHACS 打破了雷利准则的限制,只需要 9 天~9 天的每小时记录就能解析 8 个主要潮汐。然而,当数据长度短于 9 天时,MHACS 的结果会因过度拟合而出现问题。在本研究中,我们在 MHACS 中引入了脊回归来替代普通最小二乘法(OLS)。对短期每小时验潮仪记录和卫星高度计观测数据的实际实验表明,脊回归能有效消除 OLS 得到的无意义数学假象。使用脊回归后,MHACS 分辨八个主要潮汐的最小记录长度从 ∼ 210 小时大幅减少到 ∼ 75 小时。研究还发现,脊回归可以显著降低 MHACS 对潮汐估算的不确定性。此外,为河流潮汐设计的其他修正谐波分析模型(如 NS_TIDE)也存在过拟合问题,也可以用类似的方法通过脊回归来解决。
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引用次数: 0
Correction of coherent interference in wave-resolving nearshore models and validation with experimental data 近岸波解析模型中的相干干扰校正及实验数据验证
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-16 DOI: 10.1016/j.ocemod.2024.102369
Simon Treillou , Patrick Marchesiello , Christine M. Baker

Here we address the problem of coherent interference that arises in double-sum wavemakers of wave-resolving models. Identified as a key problem for experimental and numerical simulations since the late 1970s, this problem induces spurious persistent longshore variability and affects nearshore dynamics. To overcome this problem, we present the implementation of a single-sum wavemaker in the 3D wave-resolving model CROCO. The new wavemaker, which assigns only one pair of direction and frequency values to each component of the wave spectrum, definitively prevents coherent interference, unlike a conventional double-sum wavemaker that allows waves of different direction to share the same frequency. Each wave component must also strictly comply with the periodicity rules, to avoid any spurious boundary dynamics. We validate the single-sum wavemaker with experimental data collected in a wave basin with longshore-uniform bathymetry and compare results with the double-sum wavemaker simulations. We show that the new wavemaker produces transient rips devoid of any coherent interference effect and that, consequently, the model statistics closely match the experimental data. The new wavemaker therefore guarantees statistical integrity while reducing computational costs, a necessary step for realistic wave-resolving studies of nearshore dynamics.

在这里,我们讨论了波浪解算模型的双和波浪发生器中出现的相干干扰问题。自 20 世纪 70 年代末以来,这个问题已被确定为实验和数值模拟的一个关键问题,它会诱发虚假的持续长岸变化,并影响近岸动力学。为了克服这一问题,我们在三维波浪解析模型 CROCO 中实施了单和造浪技术。与允许不同方向的波浪共享相同频率的传统双和制波器不同,这种新制波器只为波谱中的每个分量分配一对方向和频率值,可明确防止相干干扰。每个波谱分量还必须严格遵守周期规则,以避免任何虚假的边界动态。我们利用在具有长岸均匀水深的波浪盆地中收集的实验数据验证了单和造浪器,并将结果与双和造浪器的模拟结果进行了比较。结果表明,新造波器产生的瞬态波纹不存在任何相干干扰效应,因此,模型的统计数据与实验数据非常吻合。因此,新造波机在保证统计完整性的同时降低了计算成本,这是对近岸动力学进行真实波浪解析研究的必要步骤。
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引用次数: 0
Elastic moduli of first-year sea ice calculated from tests with vibrating beams 通过振动梁测试计算出的第一年海冰的弹性模量
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-16 DOI: 10.1016/j.ocemod.2024.102365
Aleksey Marchenko

Thirteen laboratory and field tests were carried out with vibrating sea ice beams to study the dependence of the elastic modulus of sea ice in the spectral range from 1 Hz to 500 Hz. Six full-scale tests with floating fixed ends beams were carried out on the land fast ice of the Spitsbergen fjords. For laboratory testing, smaller ice beams were made sea ice of the same fjords. Three tests with columnar fresh lake ice S2 were conducted to validate the method for calculating of the added mass of a floating beam with fixed ends. A 60% increase in the elastic modulus of columnar sea ice S2 was found due to an increase in the frequency of flexural deformations in the range from 10 Hz to 500 Hz. The paper also discusses the influence of ice structure on the elastic modulus.

对振动海冰梁进行了 13 次实验室和实地测试,以研究海冰弹性模量在 1 赫兹至 500 赫兹频谱范围内的相关性。在斯匹次卑尔根峡湾的陆地快冰上进行了六次带有浮动固定端梁的全面测试。为了进行实验室测试,在同一峡湾的海冰上制作了较小的冰梁。对柱状新鲜湖冰 S2 进行了三次测试,以验证计算固定端浮梁附加质量的方法。结果发现,由于在 10 Hz 至 500 Hz 范围内弯曲变形频率的增加,柱状海冰 S2 的弹性模量增加了 60%。论文还讨论了冰结构对弹性模量的影响。
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引用次数: 0
Theory and analysis of acoustic-gravity waves in a free-surface compressible and stratified ocean: Impact of the bottom-boundary condition 自由表面可压缩分层海洋中的声重力波理论与分析:海底边界条件的影响
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-15 DOI: 10.1016/j.ocemod.2024.102371
Pierre-Antoine Dumont , Francis Auclair , Franck Dumas , Yann Stéphan , Laurent Debreu

Auclair et al. (2021) analyzed the propagation of acoustic-gravity waves (AGWaves) in the ocean and showed that AGWaves dispersion can be described based on the inner and boundary dispersion relations. A major limitation to their two-dispersion-relation model is the assumption of a rigid bottom boundary since acoustic waves can cross the ocean bottom and propagate in the sediment. An extension of their AGWaves-dispersion model is consequently proposed toward a more realistic two-layers fluid model. This improvement enables the evaluation of the perspectives opened by the new generation of compressible ocean models for ocean-acoustics applications. The acoustic regimes in this resulting model are shown to be in agreement with underwater acoustics literature. In addition, the free-surface boundary condition is in turn compared to the pressure release boundary condition to establish a bridge with classical acoustic dispersion models.

Auclair 等人(2021 年)分析了声重力波(AGWaves)在海洋中的传播,结果表明可以根据内部和边界弥散关系来描述 AGWaves 的弥散。由于声波可以穿过海底并在沉积物中传播,因此他们的双扩散关系模型的一个主要局限是假定海底边界是刚性的。因此,建议对其 AGWaves- 扩散模型进行扩展,以建立一个更符合实际的两层流体模型。通过这一改进,可以评估新一代可压缩海洋模型为海洋声学应用开辟的前景。结果表明,该模型的声学机制与水下声学文献一致。此外,还将自由表面边界条件与压力释放边界条件进行了比较,以建立与经典声学扩散模型之间的桥梁。
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引用次数: 0
Modelling beaches morphodynamic by Hadamard sensitivity analysis 通过哈达玛敏感性分析建立海滩形态动力模型
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-09 DOI: 10.1016/j.ocemod.2024.102370
R. Dupont , F. Bouchette , B. Mohammadi

The paper presents a morphodynamic model which can be coupled with any wave model capable of producing time/spectral averaged wave quantities. This model based on a wave energy minimization principle highlights the morphodynamic phenomenology, such as the sandbar creation. Such a model can be used in solving engineering optimization problems. It is also developed to illustrate the idea that beach sand transport can be thought as a non-local phenomenon. We used wave calculations from SWAN and XBeach in our model, and we compared the morphodynamic results to LIP and SANDS hydro-morphodynamic benchmark as well as open-sea simulations. Using supplementary mathematical development, we improved the minimization method using the Hadamard derivative.

本文介绍了一种形态动力学模型,该模型可以与任何能够产生时间/频谱平均波浪量的波浪模型相结合。该模型基于波浪能量最小化原理,突出了形态动力学现象,如沙洲的形成。这种模型可用于解决工程优化问题。该模型的开发也是为了说明沙滩输沙可被视为一种非局部现象。我们在模型中使用了 SWAN 和 XBeach 的波浪计算,并将形态动力学结果与 LIP 和 SANDS 水形态动力学基准以及公海模拟结果进行了比较。通过补充数学发展,我们改进了使用 Hadamard 导数的最小化方法。
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引用次数: 0
Combined surge-meteotsunami dynamics: A numerical model for hurricane Leslie on the coast of Portugal 浪涌-海啸联合动力学:葡萄牙海岸飓风莱斯利的数值模型
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-01 DOI: 10.1016/j.ocemod.2024.102368
Jihwan Kim , Rachid Omira

In recent years, Portugal's coastal regions have experienced an increase in the frequency and intensity of severe weather events, including tropical cyclones and extratropical storms. This paper presents an analysis of Hurricane Leslie(2018)'s impact on Portugal, with a specific focus on the complex and often underestimated meteotsunami phenomena accompanying the storm system. Our analysis examines data collected from multiple sources, and employs advanced numerical simulations, integrated within the GeoClaw framework. These simulations encompass both storm surge and meteotsunami effects. One of the findings is the significant role played by meteotsunamis in amplifying coastal sea levels during extreme weather events. The observed sea-level fluctuations closely align with the combined surge-meteotsunami simulations, emphasizing the importance of considering these high-frequency phenomena in coastal hazard assessments.

近年来,葡萄牙沿海地区经历了包括热带气旋和外热带风暴在内的恶劣天气事件的频率和强度的增加。本文分析了飓风莱斯利(2018 年)对葡萄牙的影响,特别关注风暴系统伴随的复杂且经常被低估的流体海啸现象。我们的分析研究了从多个来源收集的数据,并采用了集成在 GeoClaw 框架内的先进数值模拟。这些模拟包括风暴潮和流体海啸效应。研究结果之一是,在极端天气事件中,流体海啸在放大沿岸海平面方面发挥了重要作用。观测到的海平面波动与风暴潮和流体海啸的综合模拟结果非常吻合,强调了在沿海灾害评估中考虑这些高频现象的重要性。
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引用次数: 0
A hybrid model for significant wave height prediction based on an improved empirical wavelet transform decomposition and long-short term memory network 基于改进的经验小波变换分解和长短期记忆网络的巨浪高度预测混合模型
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-01 DOI: 10.1016/j.ocemod.2024.102367
Jin Wang , Brandon J. Bethel , Wenhong Xie , Changming Dong

Due to strong non-linearity, ocean surface gravity waves are difficult to directly and accurately predict, despite their importance for a wide range of coastal, nearshore, and offshore activities. To minimize forecast errors, a hybrid combined improved empirical wavelet transform decomposition (IEWT) and long-short term memory network (LSTM) model has been proposed. Data from National Data Buoy Center buoys deployed in the North Pacific Ocean are taken as an example to verify the models. Wave forecasts using the LSTM, EWT-LSTM, and IWET-LSTM models are compared with the observations at 6, 12, 18, 24 and 48 h forecast windows. Consequently, IEWT-LSTM is superior to EWT-LSTM or LSTM models, especially for larger waves at longer long forecast windows.

由于具有很强的非线性,海洋表面重力波很难直接准确地预测,尽管它对沿海、近岸和近海的各种活动非常重要。为了尽量减少预报误差,提出了一种改进的经验小波变换分解(IEWT)和长短期记忆网络(LSTM)混合组合模型。以部署在北太平洋的国家数据浮标中心浮标的数据为例,对模型进行了验证。使用 LSTM、EWT-LSTM 和 IWET-LSTM 模型进行的波浪预报与 6、12、18、24 和 48 小时预报窗口的观测结果进行了比较。结果表明,IEWT-LSTM 优于 EWT-LSTM 或 LSTM 模型,尤其是在较长的预报窗口内对较大波浪的预报。
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引用次数: 0
Construction of a wavefront model for internal solitary waves and its application in the Northern South China Sea 内孤波波前模型的构建及其在南海北部的应用
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-27 DOI: 10.1016/j.ocemod.2024.102366
Zijian Cui , Chujin Liang , Feilong Lin , Shuangshuang Chen , Tao Ding , Beifeng Zhou , Weifang Jin , Wankang Yang

Internal solitary waves (ISWs) play a crucial role in the development of various physical and biological processes, and numerous high-precision two-dimensional or three-dimensional numerical models have been developed to simulate the generation and propagation processes of ISWs. However, these numerical models, especially when simulating the interaction between ISWs and ocean circulation, require substantial computational resources. This burden can make it challenging to apply them in real-time or short-term forecasting scenarios. In this study, we propose a new numerical model for ISWs by combining traditional one-dimensional ISW theory with wave refraction theory. The proposed model resolves the issues of ray crossing and divergence, which are commonly encountered in traditional refraction models, by employing equally spaced grids along the wave crest line. As a result, this model is capable of simulating the far-field propagation of ISWs. This model enables rapid prediction of the vertical structure and wave crest morphology of ISWs in specific current fields and at given time frames, and it is utilized to investigate the characteristics and propagation of ISWs generated by the nonlinear steepening of internal tide (IT) in the South China Sea. Comparative analysis with satellite imagery demonstrates the model's accurate representation of ISW processes and phenomena, such as wave crest line discontinuities, diffraction, and wave‒wave interactions when passing through Dongsha Island. Furthermore, propagation time estimates based on this model have errors of ±0.98 h (1σ) over which the ISWs are observed by a mooring system, and the average time difference is 0.81 h

内孤波(ISW)在各种物理和生物过程的发展中起着至关重要的作用,目前已开发出许多高精度的二维或三维数值模型来模拟内孤波的产生和传播过程。然而,这些数值模型,特别是在模拟 ISW 与海洋环流之间的相互作用时,需要大量的计算资源。这种负担会使其在实时或短期预报场景中的应用面临挑战。在本研究中,我们将传统的一维 ISW 理论与波浪折射理论相结合,提出了一种新的 ISW 数值模型。所提出的模型通过沿波峰线采用等间距网格,解决了传统折射模型中常见的射线交叉和发散问题。因此,该模型能够模拟 ISW 的远场传播。该模型可快速预测特定海流场和给定时间段内 ISW 的垂直结构和波峰形态,并用于研究南海内潮非线性陡变产生的 ISW 的特征和传播。与卫星图像的对比分析表明,该模型准确地再现了 ISW 的过程和现象,如通过东沙岛时的波峰线不连续、衍射和波浪相互作用。此外,根据该模型估算的传播时间误差为±0.98 h (1σ),其中系泊系统观测到的 ISW 时间误差平均为 0.81 h。
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引用次数: 0
Comment on papers using machine learning for significant wave height time series prediction: Complex models do not outperform auto-regression 关于将机器学习用于重要波高时间序列预测的论文的评论:复杂模型并不优于自回归模型
IF 3.2 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-27 DOI: 10.1016/j.ocemod.2024.102364
Haoyu Jiang , Yuan Zhang , Chengcheng Qian , Xuan Wang

Significant Wave Height (SWH) is crucial in many aspect of ocean engineering. The accurate prediction of SWH has therefore been of immense practical value. Recently, Artificial Intelligence (AI) time series prediction methods have been widely used for single-point short-term SWH time-series forecasting, resulting in many AI-based models claiming to achieve good results. However, the extent to which these complex AI models can outperform traditional methods has largely been overlooked. This study compared five different models - AutoRegressive (AR), eXtreme Gradient Boosting (XGB), Artificial Neural Network (ANN), Long Short-Term Memory (LSTM), and WaveNet - for their performance on SWH time series prediction at 16 buoy locations. Surprisingly, the results suggest that the differences of performance among different models are negligible, indicating that all these AI models have only “learned” the linear auto-regression from the data. Additionally, we noticed that many recent studies used signal decomposition method for such time series prediction, and most of them decomposed the test sets, which is WRONG.

显著波高(SWH)在海洋工程的许多方面都至关重要。因此,准确预测 SWH 具有巨大的实用价值。最近,人工智能(AI)时间序列预测方法被广泛用于单点短期 SWH 时间序列预测,许多基于人工智能的模型都声称取得了良好的效果。然而,这些复杂的人工智能模型究竟能在多大程度上超越传统方法,却在很大程度上被忽视了。本研究比较了自动回归(AR)、极梯度提升(XGB)、人工神经网络(ANN)、长短期记忆(LSTM)和波网(WaveNet)等五种不同模型在 16 个浮标位置的 SWH 时间序列预测中的表现。令人惊讶的是,结果表明不同模型之间的性能差异微乎其微,这表明所有这些人工智能模型都只是从数据中 "学习 "了线性自回归。此外,我们注意到最近的许多研究都使用信号分解法进行此类时间序列预测,而且大多数研究都对测试集进行了分解,这是错误的。
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引用次数: 0
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Ocean Modelling
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