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On the links between sea level and temperature variations in the Chesapeake Bay and the Atlantic Meridional Overturning Circulation (AMOC) 切萨皮克湾海平面和温度变化与大西洋经向翻转环流(AMOC)之间的联系
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-02-24 DOI: 10.1007/s10236-024-01605-y
Tal Ezer, Teresa Updyke

Recent studies found that on long time scales there are often unexplained opposite trends in sea level variability between the upper and lower Chesapeake Bay (CB). Therefore, daily sea level and temperature records were analyzed in two locations, Norfolk in the southern CB and Baltimore in the northern CB; surface currents from Coastal Ocean Dynamics Application Radar (CODAR) near the mouth of CB were also analyzed to examine connections between the CB and the Atlantic Ocean. The observations in the bay were compared with daily Atlantic Meridional Overturning Circulation (AMOC) observations during 2005–2021. Empirical Mode Decomposition (EMD) analysis was used to show that variations of sea level and temperature in the upper and lower CB are positively correlated with each other for short time scales of months to few years, but anticorrelated on low frequency modes representing decadal variability and long-term nonlinear trends. The long-term CB modes seem to be linked with AMOC variability through variations in the Gulf Stream and the wind-driven Ekman transports over the North Atlantic Ocean. AMOC variability correlates more strongly with variability in the southern CB near the mouth of the bay, where surface currents indicate potential links with AMOC variability. For example, when AMOC and the Gulf Stream were especially weak during 2009–2010, sea level in the southern bay was abnormally high, temperatures were colder than normal and outflow through the mouth of CB was especially high. Sea level in the upper bay responded to this change only 1–2 years later, which partly explains phase differences within the bay. A persistent trend of 0.22 cm/s per year of increased outflow from the CB, may be a sign of a climate-related trend associated with combination of weakening AMOC and increased precipitation and river discharge into the CB.

最近的研究发现,在较长的时间尺度上,切萨皮克湾(CB)上部和下部之间的海平面变化趋势往往截然相反,无法解释。因此,分析了切萨皮克湾南部诺福克和北部巴尔的摩两个地点的每日海平面和温度记录;还分析了切萨皮克湾入海口附近沿海海洋动力应用雷达(CODAR)的表层流,以研究切萨皮克湾与大西洋之间的联系。将海湾的观测数据与 2005-2021 年大西洋经向翻转环流(AMOC)的每日观测数据进行了比较。经验模式分解(EMD)分析表明,CB 上下海域的海平面和温度变化在数月至数年的短时尺度上相互正相关,但在代表十年变率和长期非线性趋势的低频模式上相互反相关。通过北大西洋湾流和风驱动的埃克曼输送的变化,CB 的长期模式似乎与 AMOC 的变化有关。AMOC 的变化与靠近海湾口的南部 CB 的变化有更强的相关性,海湾口附近的表层流显示了与 AMOC 变化的潜在联系。例如,2009-2010 年 AMOC 和湾流特别弱时,南部海湾的海平面异常高,气温比正常温度低,通过 CB 口的外流特别大。上海湾的海平面在 1-2 年后才对这一变化做出反应,这在一定程度上解释了海湾内的相位差。从 CB 口流出的水量每年持续增加 0.22 厘米/秒,这可能是与气候有关的趋势,与 AMOC 的减弱、降水量的增加以及流入 CB 口的河流流量的增加有关。
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引用次数: 0
Seasonal variation of the sea surface salinity in the western tropical North Atlantic on two contrasting years of precipitation in the Amazon Basin 亚马孙流域两个降水量对比年份热带北大西洋西部海面盐度的季节性变化
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-02-16 DOI: 10.1007/s10236-024-01602-1
Atila Matias, Clemente Tanajura, Janini Pereira, Felipe Costa

Motivated by the extreme hydrological events that caused an abnormal reduction and increase in discharge from the Amazon River in 2010 and 2012, respectively, this work investigates the seasonal variability of the sea surface salinity (SSS) in the western tropical Atlantic Ocean over these years. SMOS satellite data and a 1/12(^{circ }) horizontal resolution of the coordinate ocean model (HYCOM) are used to investigate the SSS seasonal variation and assess the balance of mixed layer salinity (MLS) and the mechanisms that rule the SSS seasonal cycle. Two simulations with the same configuration, but with and without tides effects, are employed to investigate the impact of tides on the MLS balance in the region. The results show that the SSS of the Amazon River plume (ARP) was about 1.0 larger and covered a smaller area during the summer and early year boreal autumn of 2012 compared to 2010 in the area located to northwest of the North Brazil Current (NBC) retroflection region, even with the expressive increase in the supply of fresh water from the Amazon River in 2012 compared to 2010. This variability in SSS occurs shortly after the maximum discharge of the Amazon River and is associated with the highest input of freshwater precipitation from the Intertropical Convergence Zone (ITCZ) during the 2010 boreal spring and summer. The impact of tidal swings on the MLS balance in the western region of the tropical Atlantic Ocean occurs mainly in the area near the mouth of the Amazon and Pará Rivers, especially in the northwest portion of the mouth of the Amazon River until approximately Cabo Cassiporé. The forced tidal model shows an increase in MLS over the entire seasonal cycle of about 1.2, as well as a decrease in the contribution of zonal advection to the MLS balance, which reduces the zonal component from the west and increases the meridional component towards the north.

受 2010 年和 2012 年分别导致亚马逊河流量异常减少和增加的极端水文事件的影响,本研究调查了这两年热带大西洋西部海面盐度(SSS)的季节变化。研究利用SMOS卫星数据和1/12(^{circ })水平分辨率的坐标海洋模式(HYCOM)来研究SSS的季节变化,评估混合层盐度(MLS)的平衡和SSS季节周期的作用机制。在相同配置下,采用了有潮汐效应和无潮汐效应的两种模拟,以研究潮汐对该地区混合层盐度平衡的影响。结果表明,与 2010 年相比,亚马逊河羽流(ARP)的 SSS 在 2012 年夏季和北巴西洋流(NBC)逆流区西北部地区的覆盖面积小了约 1.0,即使 2012 年亚马逊河淡水供应量比 2010 年有明显增加。SSS 的这种变化发生在亚马逊河最大排泄量之后不久,与 2010 年北方春季和夏季来自热带辐合带(ITCZ)的淡水降水输入量最大有关。潮汐摆动对热带大西洋西部地区 MLS 平衡的影响主要发生在亚马孙河和帕拉河河口附近地区,尤其是亚马孙河河口西北部地区,直到卡西波雷角附近。强制潮汐模型显示,在整个季节周期内,多级层流增加了约 1.2,同时,带状平流对多级层流平衡的贡献减少,这减少了来自西部的带状分量,增加了向北的经向分量。
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引用次数: 0
Revisiting the leeway of shipping containers: a case study of the M/V Zim Kingston incident 重新审视航运集装箱的回旋余地:M/V Zim Kingston 事件案例研究
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-02-03 DOI: 10.1007/s10236-024-01600-3
Graig Sutherland, Kuo-Hsien Chang, Paul Pestieau

On 22 October 2021, 109 shipping containers fell overboard from the M/V Zim Kingston in rough seas off the coast of Vancouver Island, British Columbia, Canada. While afloat, these shipping containers pose a significant risk to marine traffic in addition to being a source of marine pollution. Out of the 109 shipping containers, 4 were discovered on the beaches of northwest Vancouver Island 5 days later. Drift simulations were made using the standard leeway tables for shipping containers that vary with the immersion fraction of the shipping container. These leeway values over the expected range of immersion levels underestimated the travelled distance of the shipping containers relative to the observed grounding locations. An increase in the leeway of 1.5% of the wind speed improves the agreement between the simulations and observations, which is consistent with the addition of the Stokes drift to the leeway of the shipping container. It is argued that the leeway measured using the direct method, which was used to calculate the leeway of shipping containers, does not implicitly include the Stokes drift as previously suggested. This result suggests that the Stokes drift should be added to the leeway calculated with the direct method. While the error is small over timescales of 24 to 48 h, it accumulates in time and is appreciable for drift prediction greater than 48 h.

2021 年 10 月 22 日,在加拿大不列颠哥伦比亚省温哥华岛沿岸波涛汹涌的海面上,109 个海运集装箱从 "Zim Kingston "号轮船上落海。这些海运集装箱在海上漂浮时,除了成为海洋污染源外,还对海上交通构成了重大风险。在 109 个集装箱中,有 4 个集装箱于 5 天后在温哥华岛西北部的海滩上被发现。漂移模拟是使用船运集装箱的标准回旋余地表进行的,回旋余地表随船运集装箱的浸入部分而变化。在预期的浸入程度范围内,这些回旋余地值低估了海运集装箱相对于观察到的搁浅地点的漂移距离。将回旋余地增加风速的 1.5%,可提高模拟结果与观测结果之间的一致性,这与将斯托克斯漂移加到海运集装箱的回旋余地中是一致的。有观点认为,使用直接法(用于计算海运集装箱的回旋余地)测得的回旋余地并不像以前认为的那样隐含了斯托克斯漂移。这一结果表明,斯托克斯漂移应加入到直接法计算的回旋余地中。虽然在 24 至 48 小时的时间尺度内误差较小,但随着时间的推移,误差会逐渐增大,当漂移预测时间超过 48 小时时,误差会明显增大。
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引用次数: 0
Observed seasonality of M2 and M4 tidal currents in the Gulf of Khambhat using high-frequency radars 利用高频雷达观测康巴特湾 M2 和 M4 潮汐的季节性变化
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-02-02 DOI: 10.1007/s10236-024-01601-2

Abstract

This study presents the initial findings from analyzing the ocean surface current observations during 2018 from the recently installed high-frequency (HF) radars in the Gulf of Khambhat in the northeastern Arabian Sea, India. The research is structured into two main sections: firstly, the extraction of the major (M2, S2, N2, K1, and O1) and shallow-water (M4, MS4, M6, and M8) tidal currents in the gulf, and secondly, understanding the impact of seasonal riverine freshwater influxes on the M2 tidal currents. The HF radars accurately captured strongest currents of ~2.0 m/s within the gulf. Additionally, the circulation pattern in the western gulf is mostly characterized by zonal currents, in contrast to the eastern gulf, where meridional currents prevail. Based on the findings of the higher harmonic analysis, it is apparent that the M2 tidal currents exhibit the highest magnitude, followed by other semi-daily constituents such as S2 and N2, as well as diurnal tidal constituents including K1 and O1. The M4 tidal currents, which are one of the shallow-water tidal components, exhibit strengths that span from 3.15 to 16.50 cm/s. The enhancement of tidal currents in the nearshore areas (within approximately 50 m) can be attributed to their interaction with the bottom bathymetry and the general coastline geometry of the gulf. Notably, higher values of Richardson number ( ({R}_{i}) ) and Brunt-Väisälä frequency ( ({N}^{2}) ) indicated the presence of highly stratified upper layers, particularly during September. The signatures of higher stratification during September contribute to the highest amplitude (>1.50 m/s) of M2 tidal currents.

摘要 本研究介绍了对 2018 年期间印度阿拉伯海东北部坎巴特湾最近安装的高频(HF)雷达的洋面海流观测数据进行分析的初步结果。研究分为两个主要部分:首先,提取海湾中的主要(M2、S2、N2、K1 和 O1)和浅水(M4、MS4、M6 和 M8)潮流;其次,了解季节性河流淡水流入对 M2 潮流的影响。高频雷达准确捕捉到了海湾内 ~2.0 m/s 的最强潮流。此外,海湾西部的环流模式主要以带状流为特征,而海湾东部则以经向流为主。根据高次谐波分析结果,显然 M2 潮汐流的波幅最大,其次是 S2 和 N2 等其他半日潮成分,以及 K1 和 O1 等昼夜潮成分。M4 潮流是浅水潮汐成分之一,其强度从 3.15 厘米/秒到 16.50 厘米/秒不等。近岸区域(约 50 米范围内)潮汐流的增强可归因于其与海底水深和海湾一般海岸线几何形状的相互作用。值得注意的是,理查森数({R}_{i})和布伦特-韦赛莱频率({N}^{2})的数值较高,表明存在高度分层的上层,尤其是在 9 月份。9月份较高的分层特征导致了M2潮流的最高振幅(1.50米/秒)。
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引用次数: 0
Submesoscale variability on the edge of Kuroshio-shed eddy in the northern South China Sea observed by underwater gliders 水下滑翔机观测到的南海北部黑潮漩涡边缘的次主题尺度变率
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-31 DOI: 10.1007/s10236-024-01599-7
Haiyuan Yang, Zhiyuan Gao, Ke Ma, Zhaohui Chen, Yanhui Wang, Zhiyou Jing, Xin Ma, Wendong Niu

Based on a submesoscale-resolving glider observation from April 25 to May 4, 2018, characteristics and underlying dynamics of submesoscale variability at the edge of an anticyclonic eddy shed from Kuroshio in the Northern South China Sea are explored in this study. Three underwater gliders traveled across the frontal zone and implemented ~ 300 dives, covering a horizontal distance of ~ 160 km and a vertical depth of ~ 500 m in 9 days. The character of k−2 slope for spectral potential energy and the strong lateral buoyancy gradient indicate frontogenesis-induced submesoscale motions on the eddy edge. Further analysis focusing on the potential vorticity and balanced Richardson number reveals the development of symmetric instability (SI), which is associated with the strong lateral gradient of buoyancy at the edge of the anticyclonic eddy in the late spring.

本研究基于 2018 年 4 月 25 日至 5 月 4 日的次中尺度分辨滑翔机观测,探讨了南海北部黑潮反气旋涡流边缘的次中尺度变率特征和基本动态。三架水下滑翔机穿越锋面区,在 9 天内执行了约 300 次下潜,水平距离约 160 千米,垂直深度约 500 米。频谱势能 k-2 斜率的特征和强烈的横向浮力梯度表明,锋面生成引起了涡边的次主题运动。以潜在涡度和平衡理查森数为重点的进一步分析揭示了对称不稳定性(SI)的发展,这与春末反气旋涡边缘的强横向浮力梯度有关。
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引用次数: 0
Mapping the spatiotemporal variability in global storm surge water levels using satellite radar altimetry 利用卫星雷达测高绘制全球风暴潮水位时空变化图
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-30 DOI: 10.1007/s10236-023-01596-2
Inger Bij de Vaate, Dirk Cornelis Slobbe, Martin Verlaan

Multi-mission satellite altimetry data have been used to study the spatial and temporal variability in global storm surge water levels. This was done by means of a time-dependent extreme value analysis applied to the monthly maximum detided water levels. To account for the limited temporal resolution of the satellite data, the data were first stacked on a (varvec{5}^{varvec{circ }} times varvec{5}^{varvec{circ }}) grid. Moreover, additional scaling was applied to the extreme value analysis for which the scaling factors were determined by means of a resampling method using reanalysis data. In addition to the conventional analysis using data from tide gauges, this study provides an insight in the ocean-wide storm surge properties. Nonetheless, where possible, results were compared to similar information derived from tide gauge data. Except for secular changes, the satellite-derived results are comparable to the information derived from tide gauges (correlation (> varvec{0.5})), although the tide gauges show more local variability. Where limited correlation was observed for the secular change, it was suggested that the satellites may not be able to fully capture the temporal variability in the short-lived, tropical storms, as opposed to extra-tropical storms.

利用多任务卫星测高数据研究了全球风暴潮水位的时空变化。这是通过对每月最大脱离水位进行随时间变化的极值分析来实现的。为了考虑卫星数据有限的时间分辨率,首先将数据堆叠在一个(varvec{5}^{varvec{circ }} times varvec{5}^{varvec{circ }} )网格上。此外,还对极值分析进行了额外的缩放,其缩放因子是通过使用再分析数据的重采样方法确定的。除了使用验潮仪数据进行常规分析外,本研究还提供了对全海域风暴潮特性的深入了解。不过,在可能的情况下,研究结果还是与从验潮数据中获得的类似信息进行了比较。除了世俗变化外,卫星得出的结果与验潮仪得出的信息具有可比性(相关性),尽管验潮仪显示出更多的局部变化。在观测到季节性变化的相关性有限时,有人认为卫星可能无法完全捕捉到短命热带风暴的时间变化,而无法捕捉到热带风暴的时间变化。
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引用次数: 0
Simulated response of seawater elevation and tidal dynamics in Jakarta Bay to coastal reclamation 雅加达湾海水高程和潮汐动力学对海岸填海的模拟响应
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-23 DOI: 10.1007/s10236-024-01598-8
N. S. Ningsih, F. Hanifah, L. F. Yani, R. Rachmayani

The Jakarta Bay Reclamation (JBR) is a long-term protection project to prevent flooding in Jakarta. This study examines the effect of the JBR on water levels using the Regional Ocean Model (ROMS) to measure both the residual water levels (non-astronomic tide) and the total water levels generated by tides and Typhoons Hagibis and Mitag in November 2007. The results show that the tidal range in Jakarta Bay increased after the JBR, reaching 22.4% at Bekasi. The most significant amplitude change is S2 for the principal constituents and MK3 for shallow water constituents. The JBR does not change the direction of the propagation for S2 and MK3 in the Jakarta Bay, but it does change the phase lag. In addition, the JBR affects water elevations caused by tides and typhoons, with increased elevations between 2.69 and 11.53 cm. Although the aims of the land reclamation as a potential engineering solution are to provide for long-term protection against flooding from the sea, during the worst conditions (e.g., spring tides with perigee and remote forcing from typhoons), land reclamation will actually increase total water levels and amplitude of tidal constituents.

雅加达湾填海工程(JBR)是雅加达的一项长期防洪工程。本研究利用区域海洋模型(ROMS)测量残余水位(非天文潮汐)和潮汐以及 2007 年 11 月台风 "哈吉比斯 "和 "米塔格 "造成的总水位,研究了雅加达湾填海工程对水位的影响。结果表明,雅加达湾的潮差在 JBR 之后有所增大,在勿加泗达到 22.4%。主要成分的振幅变化最明显的是 S2,浅水成分的振幅变化最明显的是 MK3。JBR 不会改变雅加达湾 S2 和 MK3 的传播方向,但会改变相位滞后。此外,JBR 还会影响潮汐和台风造成的水位上升,上升幅度在 2.69 至 11.53 厘米之间。虽然填海造地作为一种潜在的工程解决方案,其目的是提供长期保护,防止海水淹没,但在最恶劣的条件下(如近地点春潮和台风的远距离影响),填海造地实际上会增加总水位和潮汐成分的振幅。
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引用次数: 0
Assessment of satellite altimetry SWH measurements by in situ observations within 25 km from the coast 通过距海岸 25 公里范围内的实地观测评估卫星测高 SWH 测量值
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-18 DOI: 10.1007/s10236-024-01597-9
Isabel Bué, Gil Lemos, Álvaro Semedo, João Catalão

Satellite radar altimeters (SA) have been providing ocean wind and wave measurements for over 35 years. These data have been used for modelling data assimilation, improving wind and wave climatology, and determining long-term trends of the oceanic wave parameters. Fixed observational sites (in situ locations), such as buoys, have provided reliable wave observations since the early 1970s. However, their positioning is inhomogeneous, mainly in the Northern Hemisphere, and only provides point measurements. SA significant wave height (SWH) measurements have been proven as accurate as in situ observations, particularly in the open ocean. Progress in coastal altimetry sensors, upgraded data corrections, and new extraction algorithms have recently improved the quality of SA measurements closer to the coast. This study evaluates the performance of 12 SA missions from 1985 to 2020, particularly in nearshore areas. The SA SWH along-track measurements are compared with observations from 402 in situ locations, distributed worldwide within 25 km of the coastline. Results indicate a slight overestimation from the 12 SA missions, mainly for lower sea states (under 2 m high) and closer to the coast (0 to 10 km). The Sentinel-3 mission showed the highest percentages of valid measurements near the coast and presented 72.66% of collocated in situ data. This SA mission has shown the best overall performance closer to the coast, with biases, correlation coefficient, and root-mean-squared error of 0.23 m, 0.85 m, and 0.50 m, respectively. SA undersampling in coastal areas is present and can lead to underestimation during extreme wave events. The cross-validation of the wave data in two regional analyses conducted during periods of severe wave conditions is evaluated for the new altimeters’ generation.

卫星雷达测高仪(SA)提供海洋风浪测量数据已有 35 年之久。这些数据被用于模拟数据同化、改进风浪气候学以及确定海洋波浪参数的长期趋势。自 20 世纪 70 年代初以来,浮标等固定观测点(原位)提供了可靠的波浪观测数据。不过,它们的定位不均匀,主要在北半球,而且只能提供点测量。实践证明,南亚显波高度(SWH)的测量结果与现场观测结果一样准确,特别是在 开阔海域。近来,沿岸测高传感器的进步、数据修正的升级和新的提取算法,提高了近岸 SA 测量的质量。本研究评估了 1985-2020 年间 12 次 SA 任务的性能,特别是近岸区域的性能。将 SA SWH 沿轨迹测量值与分布在全球海岸线 25 公里范围内的 402 个原地观测点的观测值进行了比较。结果表明,12 个 SA 任务的估算结果略有偏高,主要是在较低海况(高度低于 2 米)和靠近海岸(0 至 10 公里)的地区。哨兵-3 号任务显示海岸附近有效测量的百分比最高,并提供了 72.66%的现场数据。在靠近海岸的地区,SA 任务的总体性能最好,偏差、相关系数和均方根误差分别为 0.23 米、0.85 米和 0.50 米。沿海地区存在 SA 取样不足的现象,在极端波浪事件中可能导致低估。在两次区域分析中,在波浪条件恶劣的时期对波浪数据进行了交叉验证,以评估 新一代高度计的性能。
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引用次数: 0
Deep learning-based forecasting of sea surface temperature in the interim future: application over the Aegean, Ionian, and Cretan Seas (NE Mediterranean Sea) 基于深度学习的未来中期海面温度预报:在爱琴海、爱奥尼亚海和克里特海(地中海东北部)的应用
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-13 DOI: 10.1007/s10236-023-01595-3

Abstract

Sea surface temperature (SST) is a key indicator of the global climate system and is directly related to marine and coastal ecosystems, weather conditions, and atmospheric events. Marine heat waves (MHWs), characterized by prolonged periods of high SST, affect significantly the oceanic water quality and thus, the local ecosystem, and marine and coastal activities. Given the anticipated increase of MHWs occurrences due to climate change, developing targeted strategies is needed to mitigate their impact. Accurate SST forecasting can significantly contribute to this cause and thus it comprises a crucial, yet challenging, task for the scientific community. Despite the wide variety of existing methods in the literature, the majority of them focus either on providing near-future SST forecasts (a few days until 1 month) or long-term predictions (decades to century) in climate scales based on hypothetical scenarios that need to be proven. In this work, we introduce a robust deep learning-based method for efficient SST forecasting of the interim future (1 year ahead) using high-resolution satellite-derived SST data. Our approach processes daily SST sequences lasting 1 year, along with five other relevant atmospheric variables, to predict the corresponding daily SST timeseries for the subsequent year. The novel method was deployed to accurately forecast SST over the northeastern Mediterranean Seas (Aegean, Ionian, Cretan Seas: AICS). Utilizing the effectiveness of well-established deep learning architectures, our method can provide accurate spatiotemporal predictions for multiple areas at once, without the need to be deployed separately at each sub-region. The modular design of the framework allows customization for different spatial and temporal resolutions according to use case requirements. The proposed model was trained and evaluated using available data from the AICS region over a 15-year time period (2008–2022). The results demonstrate the efficiency of our method in predicting SST variability, even for previously unseen data that are over 2 years in advance, in respect to the training set. The proposed methodology is a valuable tool that also can contribute to MHWs prediction.

摘要 海洋表面温度(SST)是全球气候系统的一个关键指标,与海洋和沿海生态系统、天气状况和大气事件直接相关。海洋热浪(MHWs)的特点是长时间的高 SST,对海洋水质有很大影响,从而影响当地生态系统以及海洋和沿海活动。鉴于气候变化预计会导致热浪发生率上升,因此需要制定有针对性的策略来减轻热浪的影响。准确的 SST 预报可以在很大程度上促进这一目标的实现,因此是科学界的一项重要而又具有挑战性的任务。尽管文献中现有的方法种类繁多,但大多数方法要么侧重于提供近期(几天到一个月)的 SST 预报,要么侧重于根据需要证明的假设情景在气候尺度上进行长期预测(几十年到一个世纪)。在这项工作中,我们介绍了一种基于深度学习的稳健方法,利用高分辨率卫星衍生 SST 数据对未来中期(未来 1 年)进行高效 SST 预测。我们的方法处理持续 1 年的每日 SST 序列以及其他五个相关大气变量,以预测随后一年的相应每日 SST 时间序列。这种新方法被用于准确预报地中海东北部海域(爱琴海、爱奥尼亚海、克里特海:AICS)的海温。利用成熟的深度学习架构的有效性,我们的方法可以同时为多个区域提供准确的时空预测,而无需在每个子区域单独部署。该框架的模块化设计允许根据用例要求定制不同的空间和时间分辨率。我们使用 AICS 地区 15 年(2008-2022 年)的可用数据对所提出的模型进行了训练和评估。结果表明,相对于训练集而言,我们的方法在预测 SST 变率方面非常有效,即使是对以前未见过的提前两年以上的数据也是如此。所提出的方法是一种有价值的工具,也有助于预测多年平均海温。
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引用次数: 0
Weakly nonlinear modulation of interfacial gravity-capillary waves 界面重力-毛细管波的弱非线性调制
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-01-03 DOI: 10.1007/s10236-023-01594-4

Abstract

The modified nonlinear envelope equation of interfacial gravity-capillary waves in a two-layer fluid of infinite depths for broader bandwidth with a uniform velocity of the upper fluid is derived. The derivation is made from Zakharov’s integral equation by relaxing the narrow wave bandwidth restriction to make it more applicable for utilization of a realistic sea wave spectrum. From this equation instability regions are drawn in the perturbed wave number space. The modified equation limits the wave bandwidth of a uniform Stokes wave in an excellent agreement with the accurate numerical results. We have also drawn the growth rate of modulational instability for the case of pure capillary waves.

摘要 针对上层流体速度均匀、带宽较宽的无穷深双层流体中的界面重力-毛细管波,推导了修正的非线性包络方程。该推导是在扎哈罗夫积分方程的基础上放宽了窄波带宽的限制,使其更适用于利用现实的海浪频谱。根据该方程,可在扰动波数空间绘制出不稳定区域。修改后的方程限制了均匀斯托克斯波的波带宽,与精确的数值结果非常吻合。我们还得出了纯毛细波情况下的调制不稳定性增长率。
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Ocean Dynamics
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