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Leveraging Collaborative Partnerships to Enhance NWS and Emergency Management Communications Through Exercising 利用合作伙伴关系,通过演习加强 NWS 和应急管理通信
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-05 DOI: 10.1175/bams-d-23-0294.1
David Hogg, Richard Smith, Jennifer Thompson, Ryan Bunker, Rachael Huey, Makenzie J. Krocak
Abstract Tabletop exercises examining weather-related hazards are not uncommon but are often built around somewhat generic scenarios that only touch on the meteorological communication environment at a very shallow level. A recent exercise in central Oklahoma sought to change that. A local emergency manager, personnel from a National Weather Service (NWS) forecast office, and a severe weather researcher with a background in exercise design and facilitation worked together to create and deliver a realistic severe weather simulation. Exercise participants were exposed to detailed forecast information via NWSChat - a dedicated communication tool used to connect NWS forecasters, emergency managers, and media members for real-time information sharing. NWS forecasters were able to both actively play in the exercise due to the use of NWSChat, as well as observe how local decision makers interpreted and utilized the IDSS graphics and short-term forecast updates. The collaborative approach of developing a detailed scenario with numerous real-world Impact-Based Decision Support Services (IDSS) graphics, along with the use of NWSChat for real-time delivery, resulted in overwhelmingly positive feedback from the participants. The local emergency management office identified numerous areas for improvement in communicating real-time forecast information across their jurisdiction, along with gaps in current plans and resources. Meanwhile, the NWS forecast office had the opportunity to experiment with using the new NWSChat platform in a high-impact severe weather environment before a real-world event took place. Forecasters also gained insight into current IDSS graphic interpretation, noting areas for improved messaging to end users, such as adding storm motion to existing severe weather graphics.
摘要 研究与天气有关的灾害的桌面演习并不少见,但通常都是围绕一些通用的场景进行的,只在很浅的层次上涉及到气象通信环境。最近在俄克拉荷马州中部进行的一次演习试图改变这种状况。当地的应急管理人员、国家气象局(NWS)预报办公室的人员以及一位具有演习设计和主持背景的恶劣天气研究人员共同合作,创建并提供了一个逼真的恶劣天气模拟。演习参与者通过 NWSChat(一种用于连接国家气象局预报员、应急管理人员和媒体成员以进行实时信息共享的专用通信工具)获得了详细的预报信息。由于使用了 NWSChat,NWS 预报员既能积极参与演习,又能观察当地决策者如何解释和利用 IDSS 图形和短期预报更新。通过使用基于影响的决策支持服务 (IDSS) 图形和 NWSChat 进行实时传送,制定了详细的场景,这种合作方式得到了参与者的积极反馈。当地应急管理办公室确定了在其管辖范围内传达实时预报信息方面需要改进的众多领域,以及当前计划和资源方面的差距。与此同时,国家气象局预报办公室有机会在实际事件发生之前,在高影响恶劣天气环境中尝试使用新的 NWSChat 平台。预报员们还深入了解了当前 IDSS 图形的解释,指出了需要改进向终端用户传递信息的领域,例如在现有的恶劣天气图形中添加风暴运动。
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引用次数: 0
Multi-Agency Ensemble Forecast of Wildfire Air Quality in the United States: Toward Community Consensus of Early Warning 美国野火空气质量多机构集合预测:达成社区预警共识
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-05 DOI: 10.1175/bams-d-23-0208.1
Yunyao Li, Daniel Tong, Peewara Makkaroon, Timothy DelSole, Youhua Tang, Patrick Campbell, Barry Baker, Mark Cohen, Anton Darmenov, Ravan Ahmadov, Eric James, Edward Hyer, Peng Xian
Abstract Wildfires pose increasing risks to human health and properties in North America. Due to large uncertainties in fire emission, transport, and chemical transformation, it remains challenging to accurately predict air quality during wildfire events, hindering our collective capability to issue effective early warnings to protect public health and welfare. Here we present a new real-time Hazardous Air Quality Ensemble System (HAQES) by leveraging various wildfire smoke forecasts from three U.S. federal agencies (NOAA, NASA, and Navy). Compared to individual models, the HAQES ensemble forecast significantly enhances forecast accuracy. To further enhance forecasting performance, a weighted ensemble forecast approach was introduced and tested. Compared to the unweighted ensemble mean, the multilinear regression weighted ensemble reduced fractional bias by 34% in the major fire regions, false alarm rate by 72%, and increased hit rate by 17%. Finally, we improved the weighted ensemble using quantile regression and weighted regression methods to enhance the forecast of extreme air quality events. The advanced weighted ensemble increased the PM2.5 exceedance hit rate by 55% compared to the ensemble mean. Our findings provide insights into the development of advanced ensemble forecast methods for wildfire air quality, offering a practical way to enhance decision-making support to protect public health.
摘要 野火对北美地区的人类健康和财产构成了越来越大的风险。由于火灾的排放、传播和化学转化存在很大的不确定性,因此准确预测野火事件期间的空气质量仍然具有挑战性,这阻碍了我们发布有效预警以保护公众健康和福利的集体能力。在此,我们利用美国三个联邦机构(海洋大气局、美国国家航空航天局和海军)的各种野火烟雾预测,提出了一种新的实时危险空气质量集合系统(HAQES)。与单个模型相比,HAQES 集合预报大大提高了预报精度。为进一步提高预报性能,引入并测试了加权集合预报方法。与未加权的集合平均值相比,多线性回归加权集合将主要火灾区域的分数偏差降低了 34%,误报率降低了 72%,命中率提高了 17%。最后,我们使用量化回归和加权回归方法改进了加权集合,以加强对极端空气质量事件的预测。与集合平均值相比,高级加权集合将 PM2.5 超标的命中率提高了 55%。我们的研究结果为开发野火空气质量的高级集合预测方法提供了启示,为加强决策支持以保护公众健康提供了一种实用方法。
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引用次数: 0
Towards a South American High Impact Weather Reports Database 建立南美洲高影响天气报告数据库
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-05 DOI: 10.1175/bams-d-23-0063.1
Paola Salio, Hernán Bechis, Bruno Z. Ribeiro, Ernani de Lima Nascimento, Vito Galligani, Fernando Garcia, Lucas Alvarenga, Maria de los Milagros Alvarez Imaz, Daiana Marlene Baissac, María Florencia Barle, Cristian Bastías-Curivil, Marcos Benedicto, Maite Cancelada, Izabelly Carvalho da Costa, Daniela D’Amen, Ramon de Elia, David Eduardo Diaz, Anthony Duarte Páez, Sergio González, Vitor Goede, Julián Goñi, Agustín Granato, Murilo Machado Lopes, Matias Mederos, Matias Menalled, Romina Mezher, Eduardo José Mingo Vega, María Gabriela Nicora, Lucía Pini, Roberto Rondanelli, Juan Jose Ruiz, Nestor Santayana, Laís Santos, Guilherme Schild, Inés Simone, Raul Valenzuela, Yasmin Romina Velazquez, Luciano Vidal, Constanza Inés Villagrán Asiares
Abstract Despite Southern South America being recognized as a hotspot for deep convective storms, little is known about the socio-environmental impacts of high impact weather (HIW) events. Although there have been past efforts to collect severe weather reports in the region, they have been highly fragmented among and within countries, sharing no common protocol, and limited to a particular phenomenon, a very specific region or a short period of time. There is a pressing need for a more comprehensive understanding of the present risks linked to HIW events, specifically deep convective storms, on a global scale as well as their variability and potential future evolution in the context of climate change. A database of high-quality and systematic HIW reports and associated socio-environmental impacts is essential to understand the regional atmospheric conditions leading to hazardous weather, to quantify its predictability and to build robust early warning systems. To tackle this problem and following successful initiatives in other regions of the world, researchers, national weather service members, and weather enthusiasts from Argentina, Brazil, Chile, Paraguay and Uruguay have embarked on a multi-national collaboration to generate a standardized database of reports of HIW events principally associated with convective storms and their socio-environmental impacts in South America. The goal of this paper is to describe this unprecedented initiative over the region, to summarize first results and to discuss the potential applications of this collaboration.
摘要 尽管南美洲南部被认为是深对流风暴的热点地区,但人们对高影响天气(HIW)事件的社会环境影响却知之甚少。虽然过去曾努力收集该地区的恶劣天气报告,但这些报告在国家之间和国家内部非常分散,没有共同的协议,而且仅限于特定现象、特定地区或短时间。目前迫切需要更全面地了解全球范围内与高强度对流风暴事件(特别是深对流风暴)相关的现有风险及其在气候变化背景下的变异性和未来可能的演变。要了解导致危险天气的区域大气条件、量化其可预测性并建立健全的预警系统,就必须建立一个高质量和系统化的高空气温报告及相关社会环境影响数据库。为解决这一问题,继世界其他地区的成功举措之后,来自阿根廷、巴西、智利、巴拉圭和乌拉圭的研究人员、国家气象服务机构成员和气象爱好者开展了一项多国合作,以建立一个标准化数据库,收集主要与南美洲对流风暴及其社会环境影响相关的危险天气事件报告。本文旨在介绍该地区的这一史无前例的举措,总结初步成果,并讨论这一合作的潜在应用。
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引用次数: 0
Sublimation of Snow 雪的升华
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-02 DOI: 10.1175/bams-d-23-0191.1
Jessica D. Lundquist, Julie Vano, Ethan Gutmann, Daniel Hogan, Eli Schwat, Michael Haugeneder, Emilio Mateo, Steve Oncley, Chris Roden, Elise Osenga, Liz Carver
Abstract Snow is a vital part of water resources, and sublimation may remove 10% to 90% of snowfall from the system. To improve our understanding of the physics that govern sublimation rates, as well as how those rates might change with the climate, we deployed an array of four towers with over 100 instruments from NCAR’s Integrated Surface Flux System from November 2022 to June 2023 in the East River Watershed, Colorado, in conjunction with the U.S. Department of Energy’s Surface Atmosphere Integrated Field Laboratory (SAIL) and the National Oceanic and Atmospheric Administration (NOAA)’s Study of Precipitation, the Lower Atmosphere and Surface for Hydrometeorology (SPLASH) campaigns. Mass balance observations, snow pits, particle flux sensors, and terrestrial lidar scans of the evolving snowfield demonstrated how blowing snow influences sublimation rates, which we quantified with latent heat fluxes measured by eddy covariance systems at heights 1 to 20 m above the snow surface. Detailed temperature profiles at finer resolutions highlighted the role of the stable boundary layer. Four-stream radiometers indicated the important role of changing albedo in the energy balance and its relationship to water vapor losses. Collectively, these observations span scales from seconds to seasons, from boundary layer turbulence to valley-circulation to mesoscale meteorology. We describe the field campaign, highlights in the observations, and outreach and education products we are creating to facilitate cross-disciplinary dialogue and convey relevant findings to those seeking to better understand Colorado River snow and streamflow.
摘要 雪是水资源的重要组成部分,而升华可能会从系统中带走 10%到 90% 的降雪。为了更好地了解控制升华率的物理学原理以及升华率如何随着气候的变化而变化,2022 年 11 月至 2023 年 6 月期间,我们在科罗拉多州东河流域与美国能源部地表大气综合野外实验室(SAIL)和美国国家航空航天研究所(NCAR)的综合地表通量系统(Integrated Surface Flux System)合作,部署了一个由四个塔组成的阵列,并安装了 100 多台仪器。美国能源部地表大气综合野外实验室(SAIL)和美国国家海洋和大气管理局(NOAA)的降水、低层大气和地表水文气象研究(SPLASH)活动。质量平衡观测、雪坑、颗粒通量传感器和地面激光雷达对不断变化的雪场的扫描显示了吹雪是如何影响升华率的,我们利用涡度协方差系统在距雪面 1 到 20 米的高度测量的潜热通量对升华率进行了量化。分辨率更高的详细温度曲线突出了稳定边界层的作用。四流辐射计显示了反照率变化在能量平衡中的重要作用及其与水汽损失的关系。总之,这些观测的尺度从几秒到几季不等,从边界层湍流到山谷环流再到中尺度气象学。我们将介绍野外活动、观测中的亮点以及我们正在制作的宣传和教育产品,以促进跨学科对话,并向那些寻求更好地了解科罗拉多河积雪和河水的人传达相关发现。
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引用次数: 0
Gathering users and developers to shape together the next-generation ocean reanalyses: Ocean reanalyses workshop of the European Copernicus Marine Service 召集用户和开发人员,共同打造下一代海洋再分析:欧洲哥白尼海洋服务机构海洋再分析研讨会
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-01 DOI: 10.1175/bams-d-24-0034.1
Chunxue Yang, Romain Bourdallé-Badie, Marie Drevillon, Dillon Amaya, Lotfi Aouf, Ali Aydogdu, Benjamin Barton, Mike Bell, Tim Boyer, Anouk Blauw, James Carton, Tony Candela, Gianpiero Cossarini, Tomasz Dabrowski, Eric de Boisseson, Lee de Mora, Ronan Fablet, Gaël Forget, Yosuke Fujii, Gilles Garric, Valentina Giunta, Peter Salamon, Hans Hersbach, Mélanie Juza, Julien Le Sommer, Matthew Martin, Ronan McAdam, Melisa Menendez Garcia, Joao Morim, Dario Nicolì, Antonio Reppucci, Annette Samuelsen, Raphaëlle Sauzède, Laura Slivinski, Damien Specq, Andrea Storto, Laura Tuomi, Luc Vandenbulcke, Roland Aznar, Jonathan Beuvier, Andrea Cipollone, Emanuela Clementi, Valeria Di Biagio, Romain Escudier, Rianne Giesen, Eric Greiner, Karen Guihou, Vasily Korabel, Julien Lamouroux, Stephane Law Chune, Jean- Michel Lellouche, Bruno Levier, Leonardo Lima, Antoine Mangin, Michael Mayer, Angelique Melet, Pietro Miraglio, Charikleia Oikonomou, Julia Pfeffer, Richard Renshaw, Ida Ringgaard, Sulian Thual, Olivier Titaud, Marina Tonani, Simon van Gennip, Karina von Schuckmann, Yann Drillet, Pierre-Yves Le Traon
"Gathering users and developers to shape together the next-generation ocean reanalyses: Ocean reanalyses workshop of the European Copernicus Marine Service" published on 01 Apr 2024 by American Meteorological Society.
"聚集用户和开发者,共同打造下一代海洋再分析:欧洲哥白尼海洋服务海洋再分析研讨会 "由美国气象学会于 2024 年 4 月 1 日出版。
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引用次数: 0
Making Social Science Actionable for the NWS: The Brief Vulnerability Overview Tool (BVOT) 让社会科学为国家气象局服务:简明脆弱性概述工具 (BVOT)
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-01 DOI: 10.1175/bams-d-23-0042.1
Jack R. Friedman, Daphne S. LaDue, Elizabeth H. Hurst, Michelle E. Saunders, Alex N. Marmo
Abstract This paper provides an introduction to a new tool that is designed to provide operationally useful vulnerability information to National Weather Service (NWS) Weather Forecasting Offices (WFOs). The Brief Vulnerability Overview Tool (BVOT) is a shapefile containing local known, spatially specific, and weather hazard-related vulnerabilities in a format that is easily integrated into the existing forecasting, warning, and decision support responsibilities and tasks of NWS WFO meteorologists. The methods for gathering vulnerability data and then building a BVOT for a WFO leverages and strengthens the relationships that NWS WFOs already have with their local emergency managers (EMs) and core partners to work together to identify operationally useful, local vulnerability knowledge. The BVOT is populated with discrete, known vulnerabilities to provide NWS meteorologists spatial-situational awareness of those people, places, and things of greatest concern to their core partners. Crucially, the BVOT is a sub-sample of all potential vulnerabilities; its primary purpose is to make meteorologists aware of those weather hazard-specific vulnerabilities that, as we posed to them, “keep them awake at night.” Here we describe the development of the BVOT as a social science-informed operational tool; how the BVOT methods have evolved and how it can be integrated into the culture of the NWS as a tool for building and maintaining relationships with partners; and how the BVOT is designed to be used and its impact on operational decision making as observed in NOAA’s Hazardous Weather Testbed.
摘要 本文介绍了一种新工具,该工具旨在为国家气象局(NWS)天气预报办公室(WFOs)提供业务上有用的脆弱性信息。简要脆弱性概述工具(BVOT)是一种形状文件,包含当地已知的、特定空间的、与天气灾害相关的脆弱性,其格式易于集成到国家气象局天气预报办公室气象学家现有的预报、预警和决策支持职责和任务中。收集薄弱环节数据,然后为 WFO 建立 BVOT 的方法,充分利用并加强了 NWS WFO 与当地应急管理人员(EM)和核心合作伙伴之间已有的关系,共同确定对业务有用的当地薄弱环节知识。BVOT 包含离散、已知的脆弱性,为国家气象局气象学家提供对其核心合作伙伴最关注的人、地、物的空间环境感知。最重要的是,BVOT 是所有潜在脆弱性的子样本;其主要目的是让气象学家意识到那些特定于气象灾害的脆弱性,正如我们所说的,"让他们夜不能寐"。在此,我们将介绍 BVOT 作为一种以社会科学为基础的业务工具的发展情况;BVOT 方法是如何演变的,以及如何将其作为一种与合作伙伴建立和保持关系的工具融入到国家气象局的文化中;BVOT 是如何设计使用的,以及在 NOAA 的危险天气试验平台中观察到的其对业务决策的影响。
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引用次数: 0
Advances in the Use of Global Navigation Satellite System Polarimetric Radio Occultation Measurements for NWP and Weather Applications 将全球导航卫星系统极坐标无线电掩星测量用于 NWP 和天气应用的进展情况
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-01 DOI: 10.1175/bams-d-24-0050.1
F. Joseph Turk, Estel Cardellach, Manuel de la Torre-Juárez, Ramon Padullés, Kuo-Nung Wang, Chi O. Ao, Terence Kubar, Michael Murphy, J. David Neelin, Todd Emmenegger, Dong Wu, Vu Nguyen, E. Robert Kursinki, Dallas Masters, Pierre Kirstetter, Lidia Cucurull, Katrin Lonitz
"Advances in the Use of Global Navigation Satellite System Polarimetric Radio Occultation Measurements for NWP and Weather Applications" published on 01 Apr 2024 by American Meteorological Society.
美国气象学会于 2024 年 4 月 1 日出版的 "全球导航卫星系统极坐标无线电掩星测量在 NWP 和天气应用中的使用进展"。
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引用次数: 0
Providing better support for entrepreneurial activities in the weather, water, and climate community 为天气、水和气候界的创业活动提供更好的支持
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-27 DOI: 10.1175/bams-d-23-0301.1
Keith L. Seitter, Emma Tipton, Paul A.T. Higgins
Abstract There has been an increase in entrepreneurial activity within the weather, water, and climate (WWC) community over the past decade, with the potential for much more as artificial intelligence/machine learning techniques continue to develop and as new opportunities arise across the weather, climate services, and ocean services enterprises. Despite indications of recent growth, this study reports on key challenges that are limiting the community’s ability to achieve the full potential of commercialization of new WWC products and services. Most of these challenges are related to the preparation of those in the WWC community for jobs in the private sector in general, and entrepreneurial activities in particular. These results extend and build upon the work of others who have reported on shortcomings in the preparation of students for positions in the private sector, with this study showing that deficits in preparation and awareness of available resources affect potential entrepreneurs well into their career — most researchers are unaware of the resources available to them. Based on a synthesis of input from successful WWC entrepreneurs, many of the challenges could be greatly reduced by relatively minor adjustments to curriculums at universities and through new programs that could be offered by scientific and professional societies to help potential entrepreneurs better take advantage of existing resources as they spin up a new business.
摘要 过去十年来,天气、水和气候(WWC)界的创业活动不断增加,随着人工智能/机器学习技术的不断发展,以及天气、气候服务和海洋服务企业新机遇的出现,创业活动有可能会更多。尽管最近出现了一些增长迹象,但本研究报告指出了一些关键挑战,这些挑战限制了社区充分发挥世界天气理事会新产品和服务商业化潜力的能力。这些挑战中的大多数都与妇女世界大会社区成员在私营部门的就业准备有关,特别是创业活动。这项研究表明,在准备工作和对可用资源的认识方面的不足会影响潜在创业者的职业生涯--大多数研究人员并不了解他们可以利用的资源。根据世界华人世界成功企业家的意见综合,许多挑战都可以通过对大学课程进行相对较小的调整,以及通过科学和专业协会提供的新计划来大大减少,以帮助潜在企业家在创建新企业时更好地利用现有资源。
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引用次数: 0
Routine Climate Monitoring in the State of Hawai‘i: Establishment of State Climate Divisions 夏威夷州的常规气候监测:建立州气候分部
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-20 DOI: 10.1175/bams-d-23-0236.1
Xiao Luo, Abby G. Frazier, Henry F. Diaz, Ryan Longman, Thomas W. Giambelluca
Abstract The Hawaiian Islands have some of the most spatially diverse rainfall patterns on earth, affected by prevailing trade winds, midlatitude disturbances, tropical cyclones, and complex island topography. However, it is the only state in the U.S. that does not have assigned climate divisions (boundaries defining climatically homogeneous areas), which excludes it from many national climate analyses. This study establishes, for the first time, official climate divisions for the State of Hawai‘i using cluster analysis applied to monthly gridded rainfall data from 1990 to 2019. Twelve climate divisions have been identified: two divisions were found each for the islands of Kaua‘i (Leeward Kaua‘i and Windward Kaua‘i), O‘ahu (Waianae and Ko‘olau), and Maui County (Leeward Maui Nui and Windward Maui Nui), and six divisions were identified for Hawai‘i Island (Leeward Kohala, Windward Kohala, Kona, Hawai‘i Mauka, Ka‘u, and Hilo). The climate divisions were validated using a statewide area-weighted division-average rainfall index which successfully captured the annual cycle and interannual rainfall variations in the statewide average rainfall series. Distinct rainfall seasonality features and interannual/decadal variability are found among the different divisions; Leeward Maui Nui, Leeward Kaua‘i, Kona, and Hawai‘i Mauka displayed the most significant rainfall seasonality. The western Hawai‘i Island divisions show the most significant long-term decreasing trends in annual rainfall during the past 100 years (ranging from -2.5% to -5.0% per decade). With these climate divisions now available, Hawai‘i will have access to numerous operational climate analyses that will greatly improve climatic research, monitoring, education and outreach, as well as forecasting applications.
摘要 受盛行信风、中纬度扰动、热带气旋和复杂岛屿地形的影响,夏威夷群岛的降雨模式在空间上是地球上最多样化的。然而,它是美国唯一一个没有指定气候分区(界定气候均质区的边界)的州,因此被排除在许多国家气候分析之外。本研究利用 1990 年至 2019 年的月网格降雨量数据进行聚类分析,首次建立了夏威夷州的官方气候分区。共确定了 12 个气候分区:考艾岛(背风考艾岛和迎风考艾岛)、奥胡岛(怀亚奈岛和科奥劳岛)和毛伊县(背风毛伊岛和迎风毛伊岛)各有两个分区,夏威夷大岛有六个分区(背风柯哈拉岛、迎风柯哈拉岛、可纳岛、夏威夷毛卡岛、卡乌岛和希洛岛)。气候分区采用全州区域加权分区平均降雨量指数进行验证,该指数成功捕捉了全州平均降雨量序列的年周期和年际降雨量变化。在不同的分区中发现了不同的降雨季节性特征和年际/十年变异性;背风毛伊岛、背风考艾岛、可纳和夏威夷毛卡的降雨季节性最为明显。夏威夷大岛西部的分区在过去 100 年中显示出最明显的年降雨量长期下降趋势(每十年从-2.5%到-5.0%不等)。现在有了这些气候分区,夏威夷将有机会获得大量的业务气候分析,这将极大地改善气候研究、监测、教育和外联以及预报应用。
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引用次数: 0
Perspectives on Cloud Prediction, Post-Processing, and Verification for DoD Applications 面向国防部应用的云预测、后处理和验证视角
IF 8 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-15 DOI: 10.1175/bams-d-24-0077.1
Erica K. Dolinar, Jason E. Nachamkin
"Perspectives on Cloud Prediction, Post-Processing, and Verification for DoD Applications" published on 15 Mar 2024 by American Meteorological Society.
"美国气象学会于 2024 年 3 月 15 日出版的《国防部应用的云预测、后处理和验证展望》。
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引用次数: 0
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