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SOSeas Web App: An assessment web-based decision support tool to predict dynamic risk of drowning on beaches using deep neural networks SOSeas Web App:一个基于网络的决策支持评估工具,使用深度神经网络预测海滩上溺水的动态风险
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-11-08 DOI: 10.1080/1755876X.2021.1999107
Javier García-Alba, Javier F. Bárcena, Luis Pedraz, Felipe Fernández, Andrés García, Marcos Mecías, Javier Costas-Veigas, M. L. Samano, D. Szpilman
ABSTRACT People still drown on beaches in unacceptable numbers due to the lack of knowledge about the risks taking place in them. The proposed methodology forecasts electronic bathing flags in beaches by integrating the benefits of metocean operational systems, machine learning and web-based decision support technologies into a 24/7 risk assessment service that could be easily implemented at any beach worldwide with low costs of maintenance. Firstly, a crosscutting analysis between metocean conditions, beach characteristics and flag records was performed. Secondly, an expert system, based on Deep Learning, was developed to obtain electronic bathing flags as an indicator of the dynamic risk of drowning on beaches. The input variables of the Deep Neural Network were significant wave height, mean wave period, wind velocity, marine current velocity, incidence angle, and beach modal state. Finally, the application of the method to the Santa Catarina’s beaches (Brazil) conveniently reproduced the status flag of beaches.
由于缺乏对海滩上发生的风险的了解,人们仍然在海滩上溺亡,人数之多令人无法接受。拟议的方法通过将海洋操作系统、机器学习和基于网络的决策支持技术的优势整合到24/7风险评估服务中,预测海滩上的电子浴旗,该服务可以在全球任何海滩轻松实施,维护成本低。首先,对海洋气象条件、海滩特征和旗帜记录进行横切分析。其次,开发了一个基于深度学习的专家系统,以获取电子浴旗作为海滩溺水动态风险的指标。深度神经网络的输入变量为显著波高、平均波周期、风速、海流速度、入射角和海滩模态。最后,将该方法应用于巴西圣卡塔琳娜海滩,方便地再现了海滩的状态旗。
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引用次数: 3
Copernicus Marine Service Ocean State Report, Issue 5 哥白尼海洋服务海洋状态报告,第5期
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-08-20 DOI: 10.1080/1755876X.2021.1946240
K. von Schuckmann, P. Le Traon, N. Smith, A. Pascual, S. Djavidnia, J. Gattuso, M. Grégoire, S. Aaboe, V. Alari, B. E. Alexander, A. Alonso-Martirena, A. Aydoğdu, J. Azzopardi, M. Bajo, F. Barbariol, M. Batistić, A. Behrens, S. B. Ismail, A. Benetazzo, I. Bitetto, M. Borghini, L. Bray, A. Capet, R. Carlucci, S. Chatterjee, J. Chiggiato, S. Ciliberti, G. Cipriano, E. Clementi, P. Cochrane, G. Cossarini, L. D’Andrea, Silvio Davison, Emily Down, A. Drago, J. Druon, G. Engelhard, I. Federico, R. Garić, A. Gauci, R. Gerin, G. Geyer, R. Giesen, Simon Good, Richard Graham, M. Grégoire, E. Greiner, Kjell Gundersen, P. Hélaouët, S. Hendricks, J. Heymans, Jason D. Holt, M. Hure, M. Juzà, D. Kassis, P. Kellett, Maaike Knol-Kauffman, P. Kountouris, M. Kõuts, P. Lagemaa, T. Lavergne, J. Legeais, P. L. Traon, S. Libralato, V. Lien, Leonardo Lima, S. Lind, Ye Liu, D. Macias, I. Maljutenko, A. Mangin, A. Männik, V. Marinova, R. Martellucci, Francesco Masnadi, E. Mauri, M. Mayer, M. Menna, C. Meulders, Jane S. Møgster, M
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引用次数: 21
Structured design of Australia’s in situ wave observing network 澳大利亚就地测波台网结构设计
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-05-19 DOI: 10.1080/1755876X.2021.1928394
D. Greenslade, M. Hemer, Ian R. Young, Craig Steinberg
ABSTRACT This work revisits and extends an analysis of the Australian wave observing network. The method is based on calculating correlations between modelled wave variables at observation sites and the Australian coastal domain and identifying areas of low correlation. This gives an indication of the areas where variability of the wave fields is poorly captured by existing observation locations, i.e. the network gaps. It is found that the gaps in the network that had been identified in previous work are to a large part reduced by the recent deployment of new infrastructure, but not eliminated. It is also found that the network does less well at observing the synoptic scale wave field than it does at observing the monthly wave climate. Lagged correlations are also considered but found to have only a modest impact on the ability of the network to observe the wave field variability.
本文回顾并扩展了对澳大利亚波浪观测网的分析。该方法的基础是计算观测点模拟波浪变量与澳大利亚沿海区域之间的相关性,并确定低相关性区域。这显示了现有观测点(即网络间隙)很难捕捉到波场变化的区域。研究发现,在以前的工作中发现的网络差距在很大程度上由于最近部署了新的基础设施而减少,但没有消除。观测天气尺度波场的效果不如观测月波气候的效果好。滞后相关性也被考虑,但发现对网络观测波场变化的能力只有适度的影响。
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引用次数: 0
Sea surface temperature effects on the modelled track and intensity of tropical cyclone Gonu 海表温度对热带气旋戈奴模拟路径和强度的影响
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-04-07 DOI: 10.1080/1755876X.2021.1911125
M. Alimohammadi, H. Malakooti, M. Rahbani
ABSTRACT The seven simulations were performed to investigate the role of the sea surface temperature (SST) in numerical prediction of tropical cyclones (TCs). The TC Gonu, formed over the Arabian Sea in 2007, was selected for this study. The first five simulations were performed using WRF model. In the first simulation as control simulation (CTL), the SST derived from NCEP-MMAB was used. In the second simulation, 1°C was added to input SST, and in the third simulation, 1°C was subtracted to input SST. It was found that the deviation between the simulated track of simulation SST +1 and CTL is more significant than that between simulation SST −1 and CTL. For the fourth simulation, a homogeneous SST field over the entire basin was used. For the fifth simulation, SST anomaly was calculated, and its values were added to the entire domain. Removing the temperature gradient caused TC intensity to decrease and deviation of the track to the northeast; the increasing temperature gradient had a lower impact on the TC intensity but with a significant deviation of the track to the north with respect to the CTL simulation. In the sixth simulation to consider cyclone-induced SST cooling, a one-dimensional oceanic mixed layer scheme was applied. Results showed no significant reduction in TC intensity. In the seventh simulation, the COAWST modelling system was used. The simulated SST of the COAWST model was consistent with the satellite observations, which finally led to improve the simulation of track and intensity of TC Gonu.
摘要通过7次模拟,探讨了海表温度(SST)在热带气旋数值预报中的作用。2007年在阿拉伯海形成的TC Gonu被选为这项研究的对象。前5次模拟采用WRF模型进行。在第一次模拟作为对照模拟(CTL)中,使用了NCEP-MMAB衍生的SST。在第二次模拟中,输入海温增加1°C,在第三次模拟中,输入海温减去1°C。结果表明,模拟SST +1与CTL的模拟轨迹偏差大于模拟SST−1与CTL的模拟轨迹偏差。第四次模拟采用整个盆地的均匀海温场。第五次模拟计算了海表温度异常,并将海表温度异常值加到整个区域。消除温度梯度使TC强度减小,轨道偏东北;升高的温度梯度对TC强度的影响较小,但与CTL模拟相比,路径向北偏移明显。第六次模拟考虑气旋引起的海温冷却,采用一维海洋混合层格式。结果显示,TC强度无明显降低。在第七次仿真中,使用COAWST建模系统。COAWST模式模拟的海表温度与卫星观测值基本一致,从而改善了对古奴热带气旋路径和强度的模拟。
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引用次数: 1
Quality of the ERA5 and CFSR winds and their contribution to wave modelling performance in a semi-closed sea 半封闭海中ERA5和CFSR风的质量及其对波浪模拟性能的贡献
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-04-05 DOI: 10.1080/1755876X.2021.1911126
Emre Çalışır, Mehmet Burak Soran, A. Akpınar
ABSTRACT This study aims to investigate the quality of ERA5, a recent reanalysis wind product, and its contribution to wave modelling performance in a semi-closed sea, the Black Sea. This investigation includes a comparison of ERA5 surface wind fields with the ones from the CFSR to assess if this latest reanalysis improved the representation of the surface winds. Wind speeds from both reanalyses were validated with measurements at Gloria, the only sea wind measurement station on the Black Sea. Validations were also conducted using altimeter and scatterometer satellite data after which results were later compared against each other. The second aim of this study investigates whether a wave hindcast model forced with the ERA5 wind fields has improved prediction of wave parameters. A SWAN model with default settings was used to compare the results under the same conditions. Performance analyzes of the default SWAN wave estimates with both ERA5 and CFSR winds were conducted using three offshore buoy measurements and altimeter data of satellites over the Black Sea. Results show that ERA5 winds are more biased compared to CFSR winds at Gloria location. Both CFSR and ERA5 underestimate wind speeds. ERA5 performs better than the CFSR in lower wind speeds and worse in higher wind speeds. However, ERA5 winds have less bias and are more scattered than the CFSR winds against the satellite data. SWAN driven by CFSR winds performs better than the one driven by ERA5 winds against both buoy and satellite data.
摘要:本研究旨在研究最近的再分析风产品ERA5的质量及其对半封闭海黑海波浪模拟性能的贡献。这项调查包括将ERA5地面风场与CFSR的风场进行比较,以评估最新的再分析是否改善了地面风的表征。两次再分析的风速都用格洛里亚(Gloria)的测量结果进行了验证,格洛里亚是黑海上唯一的海风测量站。还使用高度计和散射仪卫星数据进行了验证,之后将结果相互比较。本研究的第二个目的是探讨用ERA5风场强迫的波浪后发模式是否改善了波浪参数的预测。使用缺省设置的SWAN模型对相同条件下的结果进行比较。利用三个海上浮标测量数据和黑海上空卫星高度计数据,对ERA5和CFSR风的缺省SWAN波估计进行了性能分析。结果表明,格洛丽亚地区的ERA5风比CFSR风偏大。CFSR和ERA5都低估了风速。ERA5在低风速条件下优于CFSR,在高风速条件下优于CFSR。然而,与CFSR风相比,ERA5风对卫星数据的偏差更小,更分散。CFSR风驱动的SWAN对浮标和卫星数据的性能都优于ERA5风驱动的SWAN。
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引用次数: 16
Towards a particle trajectory modelling approach in support of South African search and rescue operations at sea 采用粒子轨迹建模方法支持南非海上搜救行动
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-04-02 DOI: 10.1080/1755876X.2021.1911485
M. Hart-Davis, B. Backeberg
ABSTRACT The ability to provide rapid decision support and more precise search area coordinates for rescuers to conduct search and rescue operations at sea are of high impact value for marine and maritime stakeholders. Search and rescue operations rely on accurate information about metocean conditions to locate objects in the ocean. These include local knowledge, operational ocean and wind forecasts and empirical drift relationships between ocean currents, ocean surface winds and the objects being searched for. To provide more accurate decision support for rescuers looking for persons or objects lost at sea, a virtual particle tracking tool was combined with an empirical Leeway drift model. The Lagrangian Ocean Search Targets (LOST) application builds on a Lagrangian ocean analysis framework which has been adapted to provide real-time estimates of the positions of objects based on operational ocean and wind forecasts. LOST incorporates the impact of ocean currents, surface winds and stochastic motion, the latter being critical in accounting for sub-grid scale processes that are not resolved in the ocean and wind forecasts. This study assesses the accuracy of LOST, demonstrating its feasibility as a decision support tool for search and rescue operations by applying it to three use cases in the South African regional ocean. These use cases are real-life scenarios that highlight the value of combining state-of-the-art ocean and wind forecasting systems with Lagrangian ocean analyses frameworks and sub-grid scale parameterisation to support global operational oceanography.
为救援人员进行海上搜救行动提供快速决策支持和更精确的搜索区域坐标的能力对海洋和海事利益相关者具有很高的影响价值。搜索和救援行动依靠有关海洋气象条件的准确信息来定位海洋中的物体。这些包括当地的知识、海洋和风的预报以及洋流、海面风和被搜索物体之间的经验漂移关系。为了给搜救人员寻找海上失踪人员或物体提供更准确的决策支持,将虚拟粒子跟踪工具与经验Leeway漂移模型相结合。拉格朗日海洋搜索目标(LOST)应用程序建立在拉格朗日海洋分析框架的基础上,该框架已经过调整,可根据实际海洋和风力预报提供物体位置的实时估计。loss综合了洋流、地面风和随机运动的影响,后者对于计算在海洋和风预报中无法解决的亚网格尺度过程至关重要。本研究评估了LOST的准确性,通过将其应用于南非区域海洋的三个用例,证明了其作为搜索和救援行动决策支持工具的可行性。这些用例是真实的场景,突出了将最先进的海洋和风预报系统与拉格朗日海洋分析框架和子网格尺度参数化相结合的价值,以支持全球业务海洋学。
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引用次数: 3
Surface currents in operational oceanography: Key applications, mechanisms, and methods 海面洋流在业务海洋学:关键应用、机制和方法
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-03-23 DOI: 10.1080/1755876X.2021.1903221
J. Röhrs, G. Sutherland, G. Jeans, M. Bedington, A. Sperrevik, K. Dagestad, Y. Gusdal, C. Mauritzen, A. Dale, J. LaCasce
ABSTRACT This paper reviews physical mechanisms, observation techniques and modelling approaches dealing with surface currents on short time scales (hours to days) relevant for operational oceanography. Key motivations for this article include fundamental difficulties in reliable measurements and the persistent lack of a widely held consensus on the definition of surface currents. These problems are augmented by the fact that various methods to observe and model ocean currents yield very different representations of a surface current. We distinguish between four applicable definitions for surface currents; (i) the interfacial surface current, (ii) the direct wind-driven surface current, (iii) the surface boundary layer current, and (iv) an effective drift current. Finally, we discuss challenges in synthesising various data sources of surface currents - i.e. observational and modelling – and take a view on the predictability of surface currents concluding with arguments that parts of the surface circulation exhibit predictability useful in an operational context.
本文综述了与业务海洋学相关的短时间尺度(小时到天)表面流的物理机制、观测技术和建模方法。本文的主要动机包括可靠测量的基本困难,以及对表面流的定义一直缺乏广泛持有的共识。观察和模拟洋流的各种方法所产生的表面洋流的表现形式非常不同,这一事实使这些问题更加严重。我们区分了四种适用于表面电流的定义;(i)界面表面电流,(ii)直接风驱动的表面电流,(iii)表面边界层电流,以及(iv)有效漂移电流。最后,我们讨论了在综合各种表面流数据源方面的挑战——即观测和建模——并对表面流的可预测性提出了看法,结论是部分表面环流在操作环境中表现出有用的可预测性。
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引用次数: 16
A global eddy-resolving ocean forecast system in China – LICOM Forecast System (LFS) 中国全球涡旋分辨海洋预报系统——LICOM预报系统(LFS)
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-03-21 DOI: 10.1080/1755876X.2021.1902680
Hailong Liu, P. Lin, Weipeng Zheng, Y. Luan, Jinfeng Ma, M. Ding, H. Mo, L. Wan, Tiejun Ling
ABSTRACT A global eddy-resolving forecast system LFS is developed based on a primitive ocean general circulation model. The system's configuration, forecast experiments, and a preliminary evaluation of the preoperational system are shown. In the preoperational stage, since the full data assimilation has not yet been set up for LFS, the initial state is obtained by nudging the ocean temperature and salinity from an ocean analysis dataset. Despite this, the LFS demonstrates a generally good performance in short-term oceanography forecasting, except for sea level anomaly (SLA). The median values of the 1-day forecast leading root mean square error (RMSE) for the sea surface temperature (SST), SLA, upper 2000 m temperature, and salinity are approximately 0.52°C, 0.10 m, 0.57°C and 0.13 psu, respectively. Although there are slight warm biases in the forecasted SST, the forecasts of temperature and salinity in the thermocline by the LFS are comparable with the results of operational oceanography systems under the framework of the Intercomparison and Validation Task Team. However, the forecast SLA has a relatively large RMSE related to the absence of direct observational constraints in the initial state. Further investigations are needed to improve the performance of LFS.
基于原始海洋环流模式,建立了全球涡旋分辨预报系统LFS。给出了系统的结构、预测实验和预操作系统的初步评估。在预操作阶段,由于LFS尚未建立完整的数据同化,因此通过从海洋分析数据集中推动海洋温度和盐度来获得初始状态。尽管如此,除了海平面异常(SLA)外,LFS在短期海洋学预报中总体表现良好。海表温度(SST)、海平面高度(SLA)、上层2000 m温度和盐度的1天预报均方根误差(RMSE)中值分别约为0.52°C、0.10 m、0.57°C和0.13 psu。虽然预测的海表温度存在轻微的偏暖,但LFS对温跃层温度和盐度的预测与业务海洋学系统在比对和验证任务小组框架下的结果具有可比性。然而,预报SLA的RMSE相对较大,这与初始状态没有直接观测约束有关。需要进一步的研究来提高LFS的性能。
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引用次数: 10
Monitoring pelagic Sargassum inundation potential for coastal communities 监测沿海社区中上层马尾藻淹没的可能性
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-03-18 DOI: 10.1080/1755876X.2021.1902682
J. Triñanes, N. Putman, G. Goñi, C. Hu, M. Wang
ABSTRACT Pelagic Sargassum is a buoyant macroalgae that forms rafts at the ocean surface and serves as a biologically rich habitat for hundreds of diverse marine species. Since 2011, massive blooms of Sargassum have occurred in the tropical Atlantic and swept through the western tropical Atlantic, Caribbean Sea, and Gulf of Mexico. These recurring annual events have caused significant disruptions to coastal communities throughout the region, negatively impacting human health, tourism, fishing, navigation, and nearshore ecosystems. We present here the Sargassum Inundation Report (SIR), a product that uses satellite-based methodology to estimate and predict the future coastal inundation of pelagic Sargassum. Results from one year of SIRs show strong spatiotemporal differences in the potential of coastal inundation across the Intra-American Seas, and provide a comprehensive method for assessing its geographic distribution and temporal variation. Comparisons of SIRs to opportunistically collected photographs indicate a qualitative concordance between satellite and in situ observations. This work highlights the value of satellite observations, basin-wide and seasonal monitoring, and emphasises the need for sub-regional and weekly forecasting. SIRs show considerable promise as a tool that can eventually incorporate improved spatiotemporal resolution Sargassum imagery, ocean circulation, wind, and wave conditions to forecast the movement of Sargassum into coastal areas.
远洋马尾藻是一种浮力较大的藻类,在海洋表面形成筏子,为数百种不同的海洋物种提供了丰富的栖息地。自2011年以来,马尾藻在热带大西洋大量繁殖,并席卷了热带大西洋西部、加勒比海和墨西哥湾。这些反复发生的年度事件对整个地区的沿海社区造成了重大破坏,对人类健康、旅游、渔业、航运和近岸生态系统产生了负面影响。我们在此提出了马尾藻淹没报告(SIR),这是一个使用基于卫星的方法来估计和预测未来近海马尾藻淹没的产品。一年的SIRs结果显示了美洲内部海域沿海淹没潜力的强烈时空差异,并为评估其地理分布和时间变化提供了一种综合方法。将SIRs与偶然收集的照片进行比较,表明卫星观测和现场观测在质量上是一致的。这项工作强调了卫星观测、全流域和季节性监测的价值,并强调了分区域和每周预报的必要性。SIRs作为一种工具显示出相当大的前景,它最终可以结合改进的时空分辨率马尾藻图像、海洋环流、风和波浪条件来预测马尾藻向沿海地区的运动。
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引用次数: 27
Validation and application of model/reanalysis sea-level data to the establishment of the reference hydrographic surface in Spanish waters 模型/再分析海平面数据在西班牙水域参考水文面建立中的验证与应用
IF 3.1 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-03-17 DOI: 10.1080/1755876X.2021.1902681
C. J. Gonzalez, J. R. Torres, P. Bernárdez, Rodolfo J. Ramos
ABSTRACT Sea-level reanalysis data fields from the Iberia-Biscay-Ireland Monitoring and Forecasting Center (IBIre) were analysed and validated with coastal tide-gauge and vertical positioning data from 110 experimental stations, complemented with the Technical University of Denmark global ocean tide model and mean dynamic topography DTU10, in order to establish the reference hydrographic surface (RHS) for Spanish waters. IBIre fitting to experimental tidal ranges, with mean errors about 10 cm, improves the DTU10 results along the Iberian Mediterranean shore due to an adequate reproduction of the ‘radiational’ tides. Regarding the mean dynamic topography, errors were also about 10 cm both for IBIre and DTU10 fields, and about 50% of them is plausibly related to the experimental uncertainness arising from the different averaging periods of observed series. Fitting of IBIre results to experimental data provides orthometric/ellipsoidal heights of the lowest astronomical tide with mean errors between 7 and 10 cm. IBIre sea-level data have enough quality to constitute a reliable basis for an operative RHS in Spanish waters, and plausibly in other regions within its spatial coverage. Moreover, IBIre sea-level data have other potential applications to the study of climate/sea-level trends, and improvements of the accuracy in de-tiding satellite-altimetry data in the western Mediterranean Sea.
摘要利用110个实验站的海岸测潮仪和垂直定位数据,结合丹麦技术大学全球海潮模型和平均动力地形DTU10,对来自伊比利亚-比斯开-爱尔兰监测预报中心(IBIre)的海平面再分析数据场进行了分析和验证,建立了西班牙海域的参考水文面(RHS)。ibiire拟合实验潮汐范围,平均误差约为10厘米,由于充分再现了“辐射”潮汐,改善了伊比利亚地中海沿岸的DTU10结果。对于平均动力地形,ibiire和DTU10场的误差也在10 cm左右,其中约50%的误差可能与观测序列平均周期不同引起的实验不确定性有关。将IBIre结果与实验数据进行拟合,得到天文低潮的正椭球面高度,平均误差在7 ~ 10 cm之间。ibiire的海平面数据具有足够的质量,可以构成在西班牙水域运行RHS的可靠基础,在其空间覆盖范围内的其他区域也有可能。此外,IBIre海平面数据在研究地中海西部气候/海平面趋势和提高除潮卫星测高数据精度方面还有其他潜在的应用。
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引用次数: 1
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