Forcing ocean model with atmospheric model outputs to simulate storm surge in the Bangladesh coast

IF 2.4 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Nabir Mamnun , Lucy M. Bricheno , Md Rashed-Un-Nabi
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引用次数: 10

Abstract

Tropical cyclones are devastating hazards and have been a major problem for the coastal population of Bangladesh. Among the advancements in atmospheric and oceanic prediction, accurate forecasting of storm surges is of specific interest due to their great potential to inflict loss of life and property. For decades, the numerical model based storm surge prediction systems have been an important tool to reduce the loss of human lives and property damage. In order to improve the accuracy in predicting storm surge and coastal inundation, recent model development efforts tended to include more modeling components, such as meteorology model and surface wave model in storm surge modeling. In this study, we used the outputs of an atmospheric model to force the ocean model for simulating storm surges in the Bay of Bengal with particular focus on the Bangladesh coast. The ability of the modeling system was investigated simulating water levels in the Bangladesh coast of two tropical cyclones Sidr (2007) and Aila (2009). The effectiveness of the model was verified through comparing the obtained computational outputs against tide gauge data. The cyclone tracks and intensities reproduced by the atmospheric model were reasonable, though the model had a tendency to overestimate the cyclone intensity during peaks and also close to coast. The water levels are reproduced fairly well by the ocean model, although errors still exist. The root mean square errors in water level at different gauges range from 0.277 to 0.419 m with coefficient of correlation (R2) between 0.64 and 0.97 in case of Sidr and 0.209–0.581 m with R2 0.62 to 0.98 for Aila. The overall coupled modeling system is found to be useful with reasonable accuracy and precision, though there are spaces for improvement. Higher-resolution modeling approaches are recommended to gain more skills.

强迫海洋模式与大气模式输出模拟孟加拉海岸风暴潮
热带气旋是毁灭性的灾害,也是孟加拉国沿海居民面临的一个主要问题。在大气和海洋预报方面的进展中,准确预报风暴潮是特别令人感兴趣的,因为它们极有可能造成生命和财产损失。几十年来,基于数值模式的风暴潮预报系统已成为减少人员生命损失和财产损失的重要工具。为了提高风暴潮和海岸淹没预测的准确性,近年来的模式开发工作趋向于在风暴潮模拟中加入更多的建模成分,如气象模式和面波模式。在这项研究中,我们使用大气模式的输出来强迫海洋模式模拟孟加拉湾的风暴潮,特别关注孟加拉国海岸。研究了模拟系统模拟孟加拉国海岸两个热带气旋Sidr(2007年)和Aila(2009年)的水位的能力。通过将计算结果与验潮仪数据进行比较,验证了模型的有效性。大气模式模拟的气旋路径和强度是合理的,但模式在峰值和靠近海岸的气旋强度有高估的倾向。尽管误差仍然存在,但海洋模型相当好地再现了水位。不同水位计的均方根误差范围为0.277 ~ 0.419 m, Sidr的相关系数(R2)在0.64 ~ 0.97之间,Aila的相关系数(R2)在0.209 ~ 0.581 m之间,R2为0.62 ~ 0.98。整体的耦合建模系统是有用的,具有合理的精度和精度,但仍有改进的空间。建议使用更高分辨率的建模方法来获得更多的技能。
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来源期刊
Tropical Cyclone Research and Review
Tropical Cyclone Research and Review METEOROLOGY & ATMOSPHERIC SCIENCES-
CiteScore
4.60
自引率
3.40%
发文量
184
审稿时长
30 weeks
期刊介绍: Tropical Cyclone Research and Review is an international journal focusing on tropical cyclone monitoring, forecasting, and research as well as associated hydrological effects and disaster risk reduction. This journal is edited and published by the ESCAP/WMO Typhoon Committee (TC) and the Shanghai Typhoon Institute of the China Meteorology Administration (STI/CMA). Contributions from all tropical cyclone basins are welcome. Scope of the journal includes: • Reviews of tropical cyclones exhibiting unusual characteristics or behavior or resulting in disastrous impacts on Typhoon Committee Members and other regional WMO bodies • Advances in applied and basic tropical cyclone research or technology to improve tropical cyclone forecasts and warnings • Basic theoretical studies of tropical cyclones • Event reports, compelling images, and topic review reports of tropical cyclones • Impacts, risk assessments, and risk management techniques related to tropical cyclones
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