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Mapping the multi-hazards risk index for coastal block of Sundarban, India using AHP and machine learning algorithms 使用AHP和机器学习算法绘制印度孙德尔班海岸区块的多危险风险指数
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-01 DOI: 10.1016/j.tcrr.2023.03.001
Pintu Mandal , Arabinda Maiti , Sayantani Paul , Subhasis Bhattacharya , Suman Paul

Global climate change, climate extremes, and overuse of natural resources are all major contributors to the risk brought on by cyclones. In I West Bengal state of India, the Pathar Pratima Block frequently experiences a variety of risks that result in significant loss of life and livelihood. In order to govern coastal society, it is crucial to measure and map the multi-hazards risk status. To depict the multi-hazards vulnerability and risk status, no cutting-edge models are currently being applied. Predicting distinct physical vulnerabilities is possible using a variety of cutting-edge machine learning techniques. This study set out to precisely describe multi-hazard risk using powerful machine learning methods. This study involved the use of Analytic Hierarchical Analysis and two cutting-edge machine-learning algorithms - Random Forest and Artificial Neural Network, which are yet underutilized in this area. The multi-hazards risk was determined by taking into account six criteria. The southern and eastern regions of the research area are clearly identified by the multi-hazards risk maps as having high to extremely high hazards risk levels. Cyclonic hazards and embankment breaching are the main dominant factors among the multi-hazards. The machine learning approach is the most accurate model for mapping the multi-hazards risk where the ROC result of Random forest and artificial neural network is more than the conventional method AHP. Here RF is the most validated model than the other two. The effectiveness, root mean square error, true skill statistics, Friedman and Wilcoxon rank test, and area under the curve of receiver operating characteristic tests were used to evaluate the prediction capacity of newly constructed models. The RMSE values of 0.24 and 0.26, TSS values of 0.82 and 0.73, and AUC values of 88.20% and 89.10% as produced by RF and ANN models, respectively, were all excellent.

全球气候变化、极端气候和自然资源的过度使用都是飓风带来风险的主要原因。在印度西孟加拉邦,Pathar Pratima区块经常经历各种风险,导致重大的生命和生计损失。为了治理沿海社会,对多灾种风险状况进行测量和测绘是至关重要的。为了描述多灾害脆弱性和风险状态,目前还没有应用前沿模型。使用各种尖端的机器学习技术可以预测不同的物理漏洞。本研究旨在使用强大的机器学习方法精确描述多危害风险。本研究使用了层次分析法和两种前沿的机器学习算法——随机森林和人工神经网络,这两种算法在该领域尚未得到充分利用。多重危害风险是通过考虑6个标准来确定的。研究区的南部和东部地区被多灾害风险图明确地确定为具有高至极高的灾害风险水平。在多重灾害中,气旋灾害和堤防溃决是主要的主导因素。机器学习方法是最准确的多灾害风险映射模型,其中随机森林和人工神经网络的ROC结果优于传统的AHP方法。这里RF是最有效的模型比其他两个。采用有效性、均方根误差、真技能统计量、Friedman和Wilcoxon秩检验、受试者工作特征检验曲线下面积等指标评价新构建模型的预测能力。RF和ANN模型的RMSE分别为0.24和0.26,TSS分别为0.82和0.73,AUC分别为88.20%和89.10%,均为优秀。
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引用次数: 0
Application of high-level environmental field factor in TC's sudden recurvature process 高阶环境场因子在TC突发性递归过程中的应用
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-01 DOI: 10.1016/j.tcrr.2023.02.003
Guanbo Zhou , Shuanzhu Gao , Longsheng Liu , Bin Huang

Using the 6-hourly reanalysis data of European Center ERA-Interim with horizontal resolution of 0.25° × 0.25° and hourly typhoon operational data provided by the CMA (China Meteorological Administration), a new high-level environmental field factor is derived, and its application during the recurvature period of No. 14 Typhoon Yagi and No. 18 Typhoon Rumbia in 2018 is compared and analyzed. According to the comparison study, there is always a clear positive abnormal value area of high-level environmental field factor on the northeast of Rumbia during its northward movement, implying an obvious alteration of u and a big negative gradient of u on the northeast of Rumbia. With the eastward movement of the westerly trough and the strengthening of the subtropical westerly jet, Rumbia is expected to veer northeast. However, the change of high-level environmental field factor on the northeast of Yagi is not noticeable, and Yagi is far away from the upper-level jet stream, which is not conducive to Yagi's northeast recurvature.

利用欧洲中心ERA-Interim水平分辨率为0.25°× 0.25°的6小时再分析资料和中国气象局提供的每小时台风业务资料,推导了一个新的高水平环境场因子,并对其在2018年14号台风八木和18号台风伦比亚复变期的应用进行了对比分析。对比研究发现,在其北移过程中,在Rumbia东北部始终存在明显的高水平环境场因子正异常值区,这意味着在Rumbia东北部存在明显的∇•u→变化和较大的负值梯度。受西风槽东移及副热带西风急流增强影响,预料未来伦巴将转向东北方向。而八城东北方向的高空环境场因子变化不明显,且离高空急流较远,不利于八城的东北复变。
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引用次数: 0
Numerical tests for tropical cyclone track prediction by the global WRF model 全球WRF模式预测热带气旋路径的数值试验
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-01 DOI: 10.1016/j.tcrr.2023.02.001
Jingmei Yu

This work use the global WRF model containing quadruply nesting with which the highest resolution reached 10 km to simulate the typhoons landed on the coast of China in 2011. The model is driven by the reanalysis data fnl with the resolution of 1° x 1°. The study assess the feasibility and applicability of the global WRF model in the 1–7 days prediction of Tropical Cyclone (TC) track by comparing it with the regional WRF model containing the same setting (physical scheme, dynamical frame, model resolution and nesting grid domain). The global model obtain a similar forecast accuracy to the regional model in 1–7 days, with a difference less than 50 km. The forecast accuracy of the global model for 1, 2, 3, 4, 5, 6 and 7 days is about 70 km, 120 km, 180 km, 240 km, 320 km, 400 km, and 500 km, respectively. The reason of the significant TC track errors in the forecast more than 3 or 4 days is analyzed, it is due to the poor representation of typhoon and its steering flow under the situation of binary typhoon system. The study show that the global WRF model can be exploited to proceed the high resolution TC simulation and make the TC track forecast up to 7 days but not in the case of multiple typhoon.

本文采用最高分辨率达10公里的四层嵌套全球WRF模型模拟2011年登陆中国沿海的台风。该模型由分辨率为1°x 1°的再分析数据驱动。通过将全球WRF模式与具有相同设置(物理方案、动力框架、模式分辨率和嵌套网格域)的区域WRF模式进行比较,评估WRF模式在1-7天热带气旋路径预报中的可行性和适用性。全球模式与区域模式在1 ~ 7天的预报精度相近,差值小于50 km。全球模式1、2、3、4、5、6和7天的预报精度分别约为70 km、120 km、180 km、240 km、320 km、400 km和500 km。分析了在3天或4天以上的预报中TC轨迹误差较大的原因,认为是二元台风系统下台风及其转向流的表征较差所致。研究表明,全球WRF模式可以进行高分辨率的TC模拟,并能进行7天以内的TC路径预报,但不能用于多台风的情况。
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引用次数: 1
A historical re-analysis of the calamitous midget typhoon passing through Hong Kong on 18 September 1906 and its storm surge impact to Hong Kong 1906年9月18日经过香港的小型台风及其风暴潮对香港的影响的历史再分析
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-09-01 DOI: 10.1016/j.tcrr.2022.09.005
Hing Yim Mok , Chi Ming Shun , Stephen Davies , Wing Hong Lui , Dick Shum Lau , Kai Chun Cheung , Kwan Yin Kong , Sai Tick Chan

A typhoon passed through Hong Kong suddenly and unexpectedly on 18 September 1906 (the “Typhoon 1906”) and had a disastrous impact on Victoria Harbour and its surroundings in just a couple of hours. Since the year 1906 was the “Bingwu” year in the Chinese calendar, the typhoon is also known historically as the “Bingwu Typhoon”. Tremendous loss of lives and property resulted, and the shipping and fishing communities were devastated. Two mysteries arising from this calamitous typhoon have existed to date: 1) Why the Hong Kong Observatory was not able to provide any forewarning? 2) whether the storm surge reported in some contemporary records is entirely credible? This paper will focus on both of these.

In this paper, we re-analyse historical weather observations recorded in various historical documents and estimate the possible storm size, intensity and track of Typhoon 1906 using tropical cyclone models. Based on the re-analyses, the storm surges, storm tides and wave heights in Hong Kong are also estimated using storm surge and wave models. The results reveal that Typhoon 1906 was a midget typhoon, with a radius of maximum winds of 11 km or smaller, during its passage through Hong Kong. This explains why it was technically impossible for a forewarning to be given at that time when real-time weather observations from ships, meteorological satellites and radars were non-existent. We also estimate that the maximum storm surges (storm tides) in Hong Kong were not higher than 0.82 m (2.43 mCD) and 1.98 m (4.15 mCD) in Victoria Harbour and Tolo Harbour respectively. These figures are found to be limited by the intensity and the storm size of the typhoon. Therefore, we conclude that the previously documented storm surge figures are not supported by the present study.

1906年9月18日,一场台风(“台风1906”)突然意外地经过香港,并在短短数小时内对维多利亚港及其周边地区造成灾难性影响。由于1906年是中国农历的“炳武”年,因此台风在历史上也被称为“炳武台风”。造成了巨大的生命和财产损失,航运和渔业社区遭到破坏。这场灾难性的台风至今仍有两个未解之谜:1)为何香港天文台未能提供任何预警?2)一些当代记录中报道的风暴潮是否完全可信?本文将重点讨论这两个问题。本文重新分析了各种历史文献记录的天气观测资料,并利用热带气旋模式估计了台风1906可能的风暴大小、强度和路径。在重新分析的基础上,利用风暴潮和波浪模式估计香港的风暴潮、风暴潮和浪高。结果显示,台风1906在过境香港时为小型台风,最大风半径为11公里或以下。因此,在没有船舶、气象卫星、雷达等实时观测的情况下,从技术上讲不可能发出预警。我们亦估计香港的最大风暴潮(风暴潮)在维多利亚港和吐露港分别不高于0.82米(2.43 mCD)和1.98米(4.15 mCD)。这些数字受到台风强度和风暴大小的限制。因此,我们得出结论,以前记录的风暴潮数据不支持本研究。
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引用次数: 1
Impact-based forecasting for improving the capacity of typhoon-related disaster risk reduction in typhoon committee region 基于影响的台风影响预报提高台风影响区降低台风灾害风险能力
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-09-01 DOI: 10.1016/j.tcrr.2022.09.003
Jixin Yu , Jinping Liu , Ji-Won Baek , Clarence Fong , Michael Fu

The two most common types of disasters caused by natural hazards in the Asia-Pacific region are floods and storms, many of them associated with typhoon (tropical cyclone) related impacts. To improve the capacity of typhoon-related disaster risk reduction so as to maximum reduce the losses of people’s life and properties, the decision makers and the public are imminently demanding the information of the targeted impact caused by typhoon. As the front line in hydro-meteorological disaster prevention and mitigation against the typhoon-related disasters, National Meteorological and Hydrological Services (NMHSs) in TC Members have recognized that forecasting impact became more important than forecasting pure causing-disaster elements. Impact-based forecasting signals an evolution from “what the weather will be” to “what the weather will do”. Many things change as impact based forecasts evolve from previous weather forecasts. To enhance impact-based typhoon forecasting, the Typhoon Committee added it into the new updated Strategic Plan 2022–2026. This paper briefed generally the concept of impact based forecasting, introduced the implementation and progresses on typhoon impact based forecasting in TC Members in recent years, and initially discussed the measures and direction for enhancement of impact-based typhoon forecasting and early warning services in future.

在亚太地区,由自然灾害引起的两种最常见的灾害类型是洪水和风暴,其中许多与台风(热带气旋)有关。为了提高台风减灾能力,最大限度地减少人民生命财产损失,决策者和公众迫切需要台风所造成的针对性影响的信息。作为台风相关灾害的水文气象防灾减灾第一线,TC成员国的国家气象水文部门已经认识到预报影响比单纯的致灾要素预报更为重要。基于影响的预报标志着从“天气会是什么”到“天气会做什么”的演变。随着基于影响的天气预报从以前的天气预报演变而来,许多事情都发生了变化。为加强以影响为基础的台风预报,台风委员会将其纳入最新更新的《2022-2026年策略计划》。本文概述了台风影响预报的概念,介绍了近年来台风影响预报的实施和进展,并初步探讨了今后加强台风影响预报和预警服务的措施和方向。
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引用次数: 1
Application of the rotating-convection paradigm for tropical cyclones to interpreting medicanes: An example 热带气旋的旋转-对流模式在解释药物中的应用:一个例子
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-09-01 DOI: 10.1016/j.tcrr.2022.09.001
Gerard Kilroy , Hongyan Zhu , Minhee Chang , Roger K. Smith

The rotating-convection paradigm for tropical cyclone behaviour is shown to provide an attractive and consistent framework for interpreting the dynamics of formation and intensification of at least some medicanes. The ideas are illustrated by a case study of the medicane that formed over the eastern Mediterranean in mid-December 2020. This case study is based on analyses of data from the European Centre for Medium Range Weather Forecasts (ECMWF), imagery from the European geostationary meteorological satellite, Meteosat Second Generation, and output from a convection permitting numerical simulation of the event using the United Kingdom (UK) Met Office regional model with the RAL2 physics configuration. Limitations of the currently widely accepted interpretation of medicanes in terms of the so-called Wind-Induced Surface Heat Exchange (WISHE) intensification mechanism are discussed.

研究表明,热带气旋行为的旋转-对流模式为解释至少一些气旋的形成和增强的动力学提供了一个有吸引力和一致的框架。这些想法通过对2020年12月中旬在地中海东部形成的药物的案例研究来说明。本案例研究基于欧洲中期天气预报中心(ECMWF)的数据分析、欧洲地球同步气象卫星Meteosat第二代的图像,以及使用英国气象局(UK)具有RAL2物理配置的区域模式对该事件进行对流模拟的输出。目前广泛接受的解释的局限性,在所谓的风诱导表面热交换(WISHE)强化机制方面进行了讨论。
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引用次数: 1
Improvement of displacement error of rainfall and wind field forecast associated with landfalling tropical cyclone AMPHAN 热带气旋AMPHAN登陆时雨量及风场预报位移误差的改进
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-09-01 DOI: 10.1016/j.tcrr.2022.09.004
S.D. Kotal, S.K. Bhattacharya

Spatial distribution of rainfall and wind speed forecast errors associated with landfalling tropical cyclones (TC) occur significantly due to incorrect location forecast by numerical models. Two major areas of errors are: (i) over-estimation over the model forecast locations and (ii) underestimation over the observed locations of the TCs. A modification method is proposed for real-time improvement of rainfall and wind field forecasts and demonstrated for the typical TC AMPHAN over the Bay of Bengal in 2020. The proposed method to improve the model forecasts is a relocation method through shifting of model forecast locations of TC to the real-time official forecast locations of India Meteorological Department (IMD). The modification is applied to the forecasts obtained from the operational numerical model, the Global Forecast System (GFS) of IMD. Application of the proposed method shows considerable improvement of both the parameters over both the locations. The rainfall forecast errors due to displacement are found to have improved by 44.1%–69.8% and 72.1%–85.2% over the GFS forecast locations and over the observed locations respectively for the respective forecast lead times 48 h, 72 h, and 96 h. Similarly, the wind speed forecasts have improved by 27.6%–56.0% and 63.7%–84.6% over the GFS forecast locations and over the observed locations respectively for the respective forecast lead times 60 h, 72 h, and 84 h. The results show that the proposed technique has capacity to provide improved spatial distributions of rainfall and wind speed forecasts associated with landfalling TCs and useful guidance to operational forecasters.

由于数值模式对热带气旋登陆地点的预测不正确,导致热带气旋登陆时的雨量及风速预报出现明显的空间分布误差。误差的两个主要方面是:(i)对模型预测位置的高估和(ii)对tc观测位置的低估。提出了一种实时改进降雨和风场预报的修正方法,并对2020年孟加拉湾典型的TC AMPHAN进行了验证。本文提出的改进模式预报的方法是将印度气象局的模式预报位置迁移到印度气象局(IMD)的实时官方预报位置。修正后的预报结果应用于IMD全球预报系统(GFS)的实际数值模式。应用表明,该方法对两个位置的参数都有较大的改善。在预报提前48 h、72 h和96 h时,位移预报误差比GFS预报地点和观测地点分别提高了44.1% ~ 69.8%和72.1% ~ 85.2%。在预报提前60 h、72 h时,风速预报比GFS预报地点和观测地点分别提高了27.6% ~ 56.0%和63.7% ~ 84.6%。和84 h。结果表明,该技术能够提供与tc登陆相关的降雨和风速的空间分布预报,并为业务预报员提供有用的指导。
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引用次数: 0
Climate trends in tropical cyclone-induced precipitation and wind over Shanghai 上海地区热带气旋降水和风的气候变化趋势
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-09-01 DOI: 10.1016/j.tcrr.2022.09.002
Lina Bai , Rijin Wan , Rong Guo , Ming Ying , Rui Jin

The trends in annual precipitation and wind induced by tropical cyclones (TCs) over Shanghai during the last 40 years are estimated. Results indicate that there is a significant increasing trend in the annual total precipitation induced by TCs, which is related to the significant positive trends in daily precipitation and annual torrential rain days. Meanwhile, a significant decreasing trend shows in maximum sustained wind, which seems to be related to the downward trend in the intensity of TCs when affecting Shanghai. The annual frequencies of affected TCs, TC translation speed and distance from Shanghai when affecting Shanghai have no obvious tendency. The different trends in precipitation and wind suggested that a more comprehensive metric for assessing TCs' influence on society is necessary.

对近40年来上海地区热带气旋引起的年降水和风的变化趋势进行了估计。结果表明:tc诱导的年总降水量呈显著增加趋势,这与日降水量和年暴雨日数呈显著正相关;同时,最大持续风有明显的减小趋势,这可能与影响上海的台风强度减小有关。受影响的TC年频次、TC转译速度和影响上海时离上海的距离没有明显的变化趋势。降水和风的不同趋势表明,有必要采用更全面的指标来评估气候变化对社会的影响。
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引用次数: 1
Policy considerations on hurricane induced human displacement: Lessons from Cyclone Sidr and Hurricane Katrina 关于飓风导致的人类流离失所的政策考虑:从锡德飓风和卡特里娜飓风中吸取的教训
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-06-01 DOI: 10.1016/j.tcrr.2022.06.001
Md Moynul Ahsan , Nimet Özbek

Hurricane or Cyclone is an extreme environment and climate event that has both long-term and short-term impact, and produces environmental emergency displacement. This study has focused on two devastating cyclone disaster events in the 21st century: Hurricane Katrina in 2005 in the USA and Cyclone Sidr in 2007 in Bangladesh. By using secondary-based research and comparative case study technique, this study focuses on different considerations of governmental policy approaches and responses such as encouraging displacement through resettlement or relocation planning, providing resilience-oriented practices or in-situ adaptation practices; discouraging migration by providing soft policies such as rapid response and distribution plan, insurance, tax policies, incentives etc. in Hurricane Katrina and Cyclone Sidr. By highlighting the above considerations, this study found that developing policy at national level as well as strategic and operational measures at state/local level, integrating rights, resilience and relocation issues with existing relevant policies and programs and active community-based preparedness programs can reduce human displacement from hurricane or cyclone disaster.

飓风或气旋是一种具有长期和短期影响的极端环境和气候事件,并造成环境紧急流离失所。本研究的重点是21世纪的两次破坏性气旋灾害事件:2005年美国的卡特里娜飓风和2007年孟加拉国的锡德飓风。本研究采用基于二手资料的研究和比较案例研究技术,重点关注政府政策方法和应对措施的不同考虑,如通过重新安置或重新安置规划鼓励流离失所,提供以弹性为导向的实践或原位适应实践;在卡特里娜飓风和锡德飓风中,通过提供软政策,如快速反应和分配计划、保险、税收政策、奖励等,阻止移民。通过强调上述考虑,本研究发现,在国家层面制定政策以及在州/地方层面制定战略和行动措施,将权利、复原力和重新安置问题与现有的相关政策和计划以及积极的社区准备计划结合起来,可以减少飓风或气旋灾害造成的人口流离失所。
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引用次数: 1
Review of the status of urban flood monitoring and forecasting in TC region 重庆地区城市洪水监测预报现状综述
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-06-01 DOI: 10.1016/j.tcrr.2022.07.001
Jinping Liu , Hyo-Seob Cho , Sazali Osman , Hyeon-Gyo Jeong , Kwonmin Lee

With the impacts of rapid urbanization and climate change, the urban flood has increasingly become a major hazard risk faced by human being in recent decades. The catastrophic urban flood events appear every year in the world, especially in Asia and Pacific region due to its geographical composition, density population and un-even economic and social development. To reduce the urban flood risk and enhance the resilience of vulnerable communities, especially coastal communities, the Members of ESCAP/WMO Typhoon Committee (TC) have made their great efforts including engineering and non-engineering measures based on their different national conditions. As a key part of non-engineering measures, it is recognized that improving urban flood monitoring and forecasting is a measure with high benefit related to cost on urban flood risk reduction. In recent years, TC Members enhanced their capacity building on urban flood monitoring, forecasting and simulation, inundation mapping, etc. In order to enhance the technical cooperation and exchange on this aspect, Typhoon Committee Working Group on Hydrology (WGH) conducted two projects on “Urban Flood Risk Management in Typhoon Committee Area (UFRM)” and “Operation System for Urban Flood Forecasting and Inundation Mapping (OSUFFIM)” in the past years. This paper generally reviewed the situation and causes of urban flood in TC region; briefly summarized the progresses and shortages on urban flood monitoring and forecasting in TC Members; and initially discussed the areas to be enhanced in future for improvement of urban flood monitoring, forecasting and simulation, and inundation mapping with up-to-date development of weather radar and satellite monitoring, image-based monitoring, information technology (IT), Internet of Things (IoT), big data and artificial intelligence (AI).

随着快速城市化和气候变化的影响,近几十年来,城市洪水日益成为人类面临的重大灾害风险。世界范围内,特别是亚太地区,由于其地理构成、人口密度和经济社会发展不均衡等原因,每年都会发生灾难性的城市洪水事件。为降低城市洪涝风险,增强脆弱社区特别是沿海社区的抵御能力,亚太经社会/WMO台风委员会(TC)成员根据各自国情,采取了工程和非工程措施。作为非工程措施的重要组成部分,加强城市洪水监测预报是降低城市洪水风险的一项成本效益较高的措施。近年来,委员会成员加强了在城市洪水监测、预报和模拟、洪水绘图等方面的能力建设。为加强这方面的技术合作和交流,台风委员会水文工作小组(WGH)在过去几年进行了“台风委员会地区城市洪水风险管理(UFRM)”和“城市洪水预报和淹没绘图操作系统(OSUFFIM)”两个项目。本文综述了TC地区城市洪水的现状及其成因;简要总结了我国城市洪水监测预报工作的进展和不足;并初步讨论未来需要加强的范畴,以配合气象雷达和卫星监测、图像监测、资讯科技、物联网、大数据和人工智能的最新发展,改善城市洪水监测、预报和模拟,以及洪水绘图。
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引用次数: 5
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Tropical Cyclone Research and Review
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