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Climate Justice and Climate Adaptation in California: Indigenous Community Climate Adaptation Leadership and Opportunities for Scientific Collaboration 加利福尼亚州的气候正义与气候适应:原住民社区气候适应领导力与科学合作机遇
Pub Date : 2024-04-16 DOI: 10.1175/wcas-d-23-0112.1
Deniss J. Martinez, Alison M. Meadow, Beth Rose Middleton Manning, Julie Maldonado
Climate and weather-related disasters in California illustrate the need for immediate climate change action - both mitigation to reduce impacts and adaptation to protect our communities, relatives, and the ecosystems we depend upon. Indigenous frontline communities face even greater threats from climate impacts due to historical and political legacies of environmental injustice. Climate change adaptation actions have proven challenging to implement as communities struggle to access necessary climate data at appropriate scales, identify effective strategies that address community priorities, and obtain resources to act, at a whole-community level. In this paper, we present three examples of Indigenous communities in California that have used a climate justice approach to climate change adaptation. These communities are drawing upon community knowledge and expertise to address the challenges of adaptation planning, and taking actions that center community priorities. The three cases address emergency preparation and response, cultural burning and fire management, and community organizing and social cohesion. Across these spheres, they illustrate the ways in which a community-based and climate justice-focused approach to adaptation can be effective in addressing current threats, while also addressing the legacy of imposed, socially constructed vulnerability and environmental injustices. Because we recognize the need for multiple knowledges and skills in adaptation actions, we include recommendations that have emerged based on what’s been learned through these long-standing and engaged participatory research collaborations for climate scientists who wish to contribute to climate justice-focused adaptation efforts by using scientific data to support – not supplant – community efforts, target funding toward genuine community engagement and adaptation actions, and become aware of the historical and political legacies that created the climate vulnerabilities and injustices evident today.
加利福尼亚州与气候和天气有关的灾害表明,我们需要立即采取气候变化行动--既要减缓气候变化,以减少影响,又要适应气候变化,以保护我们的社区、亲属和我们赖以生存的生态系统。由于环境不公正的历史和政治遗留问题,土著前线社区面临的气候影响威胁更大。事实证明,气候变化适应行动的实施具有挑战性,因为社区要在整个社区范围内努力获取适当规模的必要气候数据,确定解决社区优先事项的有效战略,并获得采取行动的资源。在本文中,我们介绍了加利福尼亚州土著社区采用气候正义方法适应气候变化的三个实例。这些社区利用社区知识和专长应对适应规划的挑战,并采取以社区优先事项为中心的行动。这三个案例涉及应急准备和响应、文化焚烧和火灾管理,以及社区组织和社会凝聚力。在这些领域中,它们说明了以社区为基础、以气候正义为重点的适应方法如何能够有效地应对当前的威胁,同时解决强加的、社会构建的脆弱性和环境不公正的遗留问题。由于我们认识到在适应行动中需要多种知识和技能,因此我们在这些长期参与式研究合作的基础上提出了一些建议,供那些希望为以气候正义为重点的适应行动做出贡献的气候科学家参考,他们可以利用科学数据支持--而不是取代--社区的努力,将资金用于真正的社区参与和适应行动,并认识到造成当今气候脆弱性和不公正现象的历史和政治遗产。
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引用次数: 0
The violent tornado on 24 June 2021 in Czechia: damage survey, societal impacts and lessons learned. 2021 年 6 月 24 日在捷克发生的猛烈龙卷风:损失调查、社会影响和经验教训。
Pub Date : 2024-04-10 DOI: 10.1175/wcas-d-23-0080.1
T. Púčik, David Rýva, Miloslav Staněk, Miroslav Šinger, Pieter Groenemeijer, Georg Pistotnik, Rainer Kaltenberger, Miloš Zich, Jan Koláček, A. Holzer
A violent tornado occurred in Czechia on 24 June 2021, killing 6 and causing at least 576 injuries. There were more indirect than direct injuries. The tornado was rated IF4 using a draft version of the International Fujita scale. This was the first violent tornado in Czechia and one of only 17 violent, i.e. (I)F4 or higher, tornadoes that occurred in Europe since 1950. The tornado reached the width of 3.5 km, the widest on record in Europe. The case presents an important opportunity to investigate the impacts of such strong tornado in the area, where they are rare, no tornado warnings are issued and where the building standards are different from the typically investigated tornadoes in the United States.We discuss challenges in organizing the damage survey, which took 3 days and involved meteorologists from 3 countries. A wind damage survey guide to aid mitigating these was written by the European Severe Storms Laboratory and initiated the development of a wind damage surveying app.The damage survey showed that most of the inhabited buildings built using heavy masonry and rigid ceilings did not collapse in IF2/3 winds, but only with IF4 winds. Eyewitness reports collected after the tornado show that many people were not aware of the risk associated with the tornado. Eventually, most people tried to shelter in the most secure part of the house, but it was often too late. This case highlights the need for a better communication of tornado risk to the public in Europe.
2021 年 6 月 24 日,捷克发生了一场猛烈的龙卷风,造成 6 人死亡,至少 576 人受伤。间接伤害多于直接伤害。龙卷风被国际藤田风级草案评为 IF4 级。这是捷克发生的第一场猛烈龙卷风,也是自 1950 年以来欧洲发生的仅有的 17 场猛烈龙卷风(即 (I)F4 或更高级别的龙卷风)之一。龙卷风的宽度达到 3.5 公里,是欧洲有记录以来最宽的龙卷风。该案例为调查此类强龙卷风在该地区的影响提供了一个重要机会,因为龙卷风在该地区非常罕见,没有发布龙卷风警报,而且该地区的建筑标准与美国通常调查的龙卷风不同。我们讨论了在组织损失调查时遇到的挑战,调查历时 3 天,有来自 3 个国家的气象学家参与。欧洲强风暴实验室编写了一份风灾调查指南,以帮助减轻这些影响,并启动了风灾调查应用程序的开发工作。风灾调查显示,大多数使用重型砖石和刚性天花板建造的居民楼在 IF2/3 级风中不会倒塌,只有在 IF4 级风中才会倒塌。龙卷风发生后收集的目击者报告显示,许多人没有意识到龙卷风带来的风险。最后,大多数人都试图躲到房子最安全的地方,但往往为时已晚。这一案例凸显了向欧洲公众更好地宣传龙卷风风险的必要性。
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引用次数: 0
Meaning Across Context: Oral Histories, Big Data, and Climate Change 跨越语境的意义:口述历史、大数据和气候变化
Pub Date : 2024-04-08 DOI: 10.1175/wcas-d-23-0114.1
Julia Olson, Patricia Pinto da Silva
The use of oral histories in social scientific approaches to climate change has enabled richly detailed explorations of the situated, meaning-laden dimensions of local experiences and knowledge. But “big data” approaches have been increasingly advocated as a means to scale up understandings from individual projects, through better utilizing large collections of qualitative data sources. This article considers the issues raised by such secondary analysis, using the NOAA Voices Oral History Archives, an online database with a focus on coastal communities and groups thought especially vulnerable to climatic changes. Coupling largerscale methods such as text-mining with more traditional methods such as close reading reveals variations across time and space in the ways people talk about environmental changes, underscoring how memories and experiences shape understandings and the subtlety with which these differences are articulated and culturally inscribed. Looking across multiple collections illuminates those shared understandings, points of contention, and differences between communities that might be obscured if decontextualized, showing the importance of “small data” approaches to “big data” to fully understand the deeply cultural understandings, perceptions, and histories of environmental changes such as climate change.
在气候变化社会科学方法中使用口述历史,可以对当地经验和知识的情景化、意义化层面进行丰富而详细的探索。但是,"大数据 "方法已被越来越多地倡导为通过更好地利用大量定性数据源来扩大对单个项目的理解的一种手段。本文利用诺阿之声口述历史档案(NOAA Voices Oral History Archives)这一在线数据库,探讨了此类二次分析所引发的问题,该数据库重点关注被认为特别容易受到气候变化影响的沿海社区和群体。将文本挖掘等更大规模的方法与细读等更传统的方法相结合,揭示了人们谈论环境变化的方式在时间和空间上的差异,强调了记忆和经历是如何形成理解的,以及这些差异在表述和文化铭刻上的微妙之处。通过观察多个文献集,可以发现社区之间的共同理解、争论点和差异,如果脱离上下文,这些理解、争论点和差异可能会被掩盖,这表明了 "小数据 "方法对 "大数据 "的重要性,以充分了解对气候变化等环境变化的深层文化理解、认识和历史。
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引用次数: 0
The use of weather, water, ice, and climate (WWIC) information in the Polar Regions: What is known after the decade-long Polar Prediction Project? 在极地地区使用天气、水、冰和气候(WWIC)信息:在长达十年的极地预测项目之后了解到了什么?
Pub Date : 2024-03-25 DOI: 10.1175/wcas-d-23-0105.1
Victoria J. Heinrich, Emma J. Stewart, D. Liggett, Jorge F. Carrasco, Jackie Dawson, J. Jeuring, Machiel Lamers, G. Ljubicic, Rick Thoman
The Polar Regions are facing a wide range of compounding challenges, from climate change to increased human activity. Infrastructure, rescue services and disaster-response capabilities are limited in these remote environments. Relevant and usable weather, water, ice and climate (WWIC) information is vital for safety, activity success, adaptation and environmental protection. This has been a key focus for the World Meteorological Organization’s (WMO) Polar Prediction Project (PPP), and in particular its ‘Societal and Economic Research and Applications’ (PPP-SERA) Task Team, which together over a decade have sought to understand polar WWIC information use in relation to operational needs, constraints and decision contexts to inform the development of relevant services.To understand research progress and gaps on WWIC information use during the PPP (2013–2023), we undertook a systematic bibliometric review of aligned scholarly peer-reviewed journal articles (n=43), examining collaborations, topics, methods and regional differences. Themes to emerge included activity and context, human factors, information needs, situational awareness, experience, local and Indigenous knowledge, and sharing of information. We observed an uneven representation of disciplinary backgrounds, geographic locations, research topics and sectoral foci. Our review signifies an overall lack of Antarctic WWIC services research and a dominant focus on Arctic sea-ice operations and risks. We noted with concern a mismatch between user needs and services provided. Our findings can help to improve WWIC services’ dissemination, communication effectiveness and actionable knowledge provision for users, and guide future research as the critical need for salient weather services across the Polar Regions remains beyond the PPP.
从气候变化到人类活动的增加,极地地区正面临着一系列复杂的挑战。在这些偏远的环境中,基础设施、救援服务和灾难应对能力十分有限。相关和可用的天气、水、冰和气候(WWIC)信息对于安全、活动成功、适应和环境保护至关重要。这一直是世界气象组织(WMO)极地预报项目(PPP),特别是其 "社会和经济研究与应用"(PPP-SERA)工作组关注的重点,该工作组十多年来一直致力于了解极地 WWIC 信息的使用与业务需求、制约因素和决策环境的关系,从而为相关服务的开发提供信息。为了解 PPP 期间(2013-2023 年)有关 WWIC 信息使用的研究进展和差距,我们对经同行评审的学术期刊文章(n=43)进行了系统的文献计量学审查,检查了合作、主题、方法和地区差异。出现的主题包括活动和背景、人为因素、信息需求、态势感知、经验、当地和土著知识以及信息共享。我们注意到,学科背景、地理位置、研究课题和部门重点的代表性不均衡。我们的审查结果表明,南极世界海洋信息中心服务研究总体不足,而北极海冰作业和风险研究则占主导地位。我们关切地注意到用户需求与所提供服务之间的不匹配。我们的研究结果有助于改善 WWIC 服务的传播、交流效果和为用户提供可操作的知识,并指导未来的研究,因为对整个极地地区的突出气象服务的迫切需要仍然超越了 PPP。
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引用次数: 0
Assessment of U.S. Urban Surface Temperature using GOES-16 and 17 Data: Urban Heat Island and Temperature Inequality 利用 GOES-16 和 17 数据评估美国城市地表温度:城市热岛和温度不均
Pub Date : 2024-03-20 DOI: 10.1175/wcas-d-23-0129.1
Jangho Lee
This study utilizes hourly Land Surface Temperature (LST) data from the Geostationary Operational Environmental Satellite (GOES) to analyze the seasonal and diurnal characteristics of Surface Urban Heat Island Intensity (SUHII) across 120 of the largest U.S. cities and its surroundings. Distinct patterns emerge in the classification of seasonal daytime and nighttime SUHII. Specifically, vegetation index (EVI) and albedo (ALB) play pivotal roles in influencing these temperature variations. The diurnal cycle of SUHII further reveals different trends, suggesting that climate conditions, urban and non-urban land covers, and anthropogenic activities during nighttime hours affect SUHII peaks. Exploring intracity LST dynamics, the study reveals a significant correlation between urban intensity (UI) and LST, with LST rising as UI increases. Notably, populations identified as more vulnerable by the Social Vulnerability Index (SVI) are found in high UI regions. This results in a discernible LST inequality, where the more vulnerable communities are under higher LST conditions, possibly leading to higher heat exposure. This comprehensive study accentuates the significance of tailoring city-specific climate change mitigation strategies, illuminating LST variations and their intertwined societal implications.
本研究利用地球静止业务环境卫星(GOES)提供的每小时陆地表面温度(LST)数据,分析了美国 120 个最大城市及其周边地区的地表城市热岛强度(SUHII)的季节和昼夜特征。在对季节性白天和夜间 SUHII 进行分类时发现了不同的模式。具体来说,植被指数(EVI)和反照率(ALB)在影响这些温度变化方面起着关键作用。SUHII 的昼夜周期进一步揭示了不同的趋势,表明气候条件、城市和非城市土地覆盖以及夜间的人为活动影响着 SUHII 的峰值。在探索城市内低温层动态时,研究发现城市强度(UI)与低温层之间存在显著相关性,随着 UI 的增加,低温层也随之升高。值得注意的是,被社会脆弱性指数(SVI)确定为更脆弱的人群位于高 UI 区域。这导致了明显的 LST 不平等,即更脆弱的社区处于更高的 LST 条件下,可能导致更高的热暴露。这项综合研究强调了针对具体城市制定气候变化减缓战略的重要性,揭示了低热层的变化及其相互交织的社会影响。
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引用次数: 0
Integrating farmers’ perspectives into Earth system model development: Interviews with end users in the Willamette Valley, Oregon to guide actionable science 将农民的观点纳入地球系统模型开发:采访俄勒冈州威拉米特河谷的最终用户,为可操作的科学提供指导
Pub Date : 2024-03-18 DOI: 10.1175/wcas-d-23-0066.1
Kelsey Emard, Olivia Cameron, W. Wieder, Danica L Lombardozzi, R. Morss, N. Sobhani
This paper analyzes findings from semi-structured interviews and focus groups with 31 farmers in the Willamette Valley in which farmers were asked about their needs for climate data and about the usability of a range of outputs from the Community Earth System Model version 2 (CESM2) for their soil management practices. Findings indicate that climate and soils data generated from CESM and other Earth system models (ESMs), despite their coarse spatial scale resolutions, can inform farmers' long-term decisions, but that the data would be more usable if the outputs were provided in a format that allowed farmers to choose the variables and thresholds relevant to their particular needs and if ESMs incorporated farmer practices including residue removal, cover cropping, and tillage levels into the model operations so that farmers could better understand the impacts of their decisions. Findings also suggest that although there is a significant gap in the spatial resolution at which these global ESMs generate data and the spatial resolution needed by farmers to make most decisions, farmers are adept at making scalar adjustments to apply coarse resolution data to the specifics of their own farm's microclimate. Thus, our findings suggest that, to support agricultural decision-making, development priorities for ESMs should include developing better representations of agricultural management practices within the models and creating interactive data dashboards or platforms.
本文分析了对威拉米特山谷 31 位农民进行的半结构式访谈和焦点小组讨论的结果,在访谈中,农民被问及他们对气候数据的需求以及社区地球系统模型第二版(CESM2)的一系列输出结果对其土壤管理实践的可用性。调查结果表明,尽管 CESM 和其他地球系统模型(ESM)的空间分辨率较低,但其生成的气候和土壤数据可为农民的长期决策提供信息,但如果提供的输出格式允许农民选择与其特定需求相关的变量和阈值,并且如果 ESM 将农民的实践活动(包括清除残留物、覆盖种植和耕作水平)纳入模型操作中,以便农民更好地了解其决策的影响,那么这些数据的可用性会更高。研究结果还表明,虽然这些全球 ESM 生成数据的空间分辨率与农民做出大多数决策所需的空间分辨率存在很大差距,但农民善于进行标度调整,将粗分辨率数据应用于自己农场的小气候具体情况。因此,我们的研究结果表明,为支持农业决策,ESM 的发展重点应包括在模型中更好地体现农业管理实践,以及创建交互式数据仪表板或平台。
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引用次数: 0
Who is Affected by Saharan Dust in the Caribbean: A spatial analysis and citizen’s perspective from Puerto Rico during Godzilla Dust Event in June 2020 谁受到加勒比撒哈拉沙尘的影响:2020 年 6 月哥斯拉沙尘暴期间波多黎各的空间分析和公民视角
Pub Date : 2024-02-26 DOI: 10.1175/wcas-d-23-0007.1
Maité Morales-Medina, Ana P. Ortíz-Martínez, Cynthia M. Pérez-Cardona, Digna Rueda-Roa, Daniel Otis, Edgar Pérez-Matías, F. Muller‐Karger, O. Mayol-Bracero, P. Méndez-Lázaro
An extreme Saharan dust storm (named Godzilla) arrived to the Caribbean region in June 2020, deteriorating the air quality to hazardous levels and unhealthy conditions for sensitive groups of people. Our main objective was to characterize populations at risk for Saharan Dust by analyzing distribution and levels of dust events in Puerto Rico, and by conducting an online survey to assess community perceptions on Saharan Dust health effects. Three daily satellite aerosols products from 2013 to 2020 were retrieved from the Visible Infrared Imaging Radiometer Suite over Puerto Rico to better understand the patterns, frequency, and seasonality of aerosols. The atmospheric results indicated that extreme values (>99th) of big size aerosols (e.g. Sahara dust) were observed over Puerto Rico on June 22, 2020. A total of 1,504 qualified people participated in the survey during the summer of 2020, and it was analyzed with descriptive statistics, frequency analysis, and chi-square tests. 51% of the survey participants were on the age group of 25-44 years old, and 65% of the participants had at least one pre-existing health condition (respiratory diseases 27%; cardiovascular diseases 28%). Nearly 90% of the participants indicated that Saharan dust affected the health status of both the respondents and their family members. Irritation of eyes (22%), nose (24%), and throat (23%), as well as breathing difficulties (10%) were the most common symptoms reported. Understanding patients’ health profiles associated with Saharan dust is essential before developing public health strategies to minimize exacerbation of health conditions in Puerto Rico.
2020 年 6 月,一场极端的撒哈拉沙尘暴(被命名为 "哥斯拉")降临加勒比地区,使空气质量恶化到危险水平,对敏感人群造成了不健康的影响。我们的主要目标是通过分析波多黎各沙尘事件的分布和程度,并通过开展在线调查评估社区对撒哈拉沙尘健康影响的看法,从而确定受撒哈拉沙尘威胁的人群的特征。为更好地了解气溶胶的模式、频率和季节性,从波多黎各上空的可见红外成像辐射计套件中检索了 2013 年至 2020 年的三个每日卫星气溶胶产品。大气结果表明,2020 年 6 月 22 日在波多黎各上空观测到了大粒径气溶胶(如撒哈拉尘埃)的极端值(>99th)。2020 年夏季,共有 1 504 名合格人员参与了调查,调查分析采用了描述性统计、频率分析和卡方检验。51% 的调查参与者年龄在 25-44 岁之间,65% 的参与者至少患有一种既往健康疾病(呼吸系统疾病 27%;心血管疾病 28%)。近 90% 的参与者表示,撒哈拉沙尘影响了受访者及其家人的健康状况。眼睛(22%)、鼻子(24%)和喉咙(23%)不适以及呼吸困难(10%)是最常见的症状。在制定公共卫生战略以尽量减少波多黎各健康状况恶化之前,了解与撒哈拉沙尘有关的患者健康状况至关重要。
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引用次数: 0
The Impacts of Heat and Air Pollution on Mortality in the United States 美国高温和空气污染对死亡率的影响
Pub Date : 2024-02-21 DOI: 10.1175/wcas-d-23-0001.1
Zeying Huang, Jungmin Lim, Mark Skidmore
Extreme heat events stress the body and can result in fatalities, especially for those with underlying health problems. Air pollution is another threat to health and is an important confounder of extreme heat risks. However, previous empirical studies that have addressed the joint health impacts of air pollution and heat rarely considered the endogeneity and spillover effects of air pollution. To fill this research gap, this article investigates the interconnected impacts of extreme heat and fine particulate matter (PM2.5) on all-cause and cause-specific mortality. We correct the endogeneity of PM2.5 by applying the control function approach and explore transboundary externalities of all-source PM2.5 and wildfire-caused PM2.5. We use a county-year balanced panel dataset covering 2,992 United States counties from 2001 through 2011. Results show that extreme heat and air pollution exacerbate each other and jointly increase mortality. Specifically, a one standard deviation (SD) increase in the heat index results in 0.60% (95% confidence interval: 0.26% - 0.97%), 2.14% (1.34% - 2.94%), and 0.86% (0.41% - 1.34%) more all-cause fatalities, fatalities from respiratory system diseases, fatalities from circulatory system diseases, respectively. A one SD increase in PM2.5 results in 5.75% (3.61% - 7.90%), 6.99% (3.01% - 11.15%), and 2.93% (0.66% - 5.28%) additional fatalities, respectively. Failure to consider the endogeneity of PM2.5 leads to a substantial underestimation of PM2.5 risk. In addition, our instrumental variable strategy offers evidence of spillover effects from PM2.5 and wildfires.
极端高温事件会对人体造成压力,并可能导致死亡,尤其是那些有潜在健康问题的人。空气污染是对健康的另一种威胁,也是极端高温风险的一个重要混杂因素。然而,以往针对空气污染和高温共同影响健康的实证研究很少考虑空气污染的内生性和溢出效应。为了填补这一研究空白,本文研究了极端高温和细颗粒物(PM2.5)对全因和特定原因死亡率的相互影响。我们采用控制函数法修正了 PM2.5 的内生性,并探讨了所有来源的 PM2.5 和野火造成的 PM2.5 的跨界外部性。我们使用了一个县年平衡面板数据集,涵盖 2001 年至 2011 年美国的 2992 个县。结果表明,极端高温和空气污染会相互加剧,共同增加死亡率。具体而言,高温指数每增加一个标准差,全因死亡人数、呼吸系统疾病死亡人数和循环系统疾病死亡人数分别增加 0.60%(95% 置信区间:0.26% - 0.97%)、2.14%(1.34% - 2.94%)和 0.86%(0.41% - 1.34%)。PM2.5 每增加一个标准差,死亡人数分别增加 5.75% (3.61% - 7.90%)、6.99% (3.01% - 11.15%) 和 2.93% (0.66% - 5.28%)。如果不考虑 PM2.5 的内生性,就会大大低估 PM2.5 的风险。此外,我们的工具变量策略提供了 PM2.5 和野火溢出效应的证据。
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引用次数: 0
Extreme weather events and the energy sector in 2021 2021 年极端天气事件与能源行业
Pub Date : 2024-02-13 DOI: 10.1175/wcas-d-23-0115.1
J. A. Añel, Celia Pérez-Souto, S. Bayo-Besteiro, Luis Prieto-Godino, Hannah Bloomfield, Alberto Troccoli, Laura de la Torre
In 2021, the energy sector was put at risk by extreme weather in many different ways: North America and Spain suffered heavy winter storms that led to the collapse of the electricity network; California specifically experienced heavy droughts and heatwave conditions, causing the operations of hydropower stations to halt; floods caused substantial damage to energy infrastructure in central Europe, Australia and China throughout the year, and unusual wind drought conditions decreased wind power production in the United Kingdom by almost 40% during summer. The total economic impacts of these extreme weather events are estimated at billions of USD. Here we review and assess in some detail the main extreme weather events that impacted the energy sector in 2021 worldwide, discussing some of the most relevant case studies and the meteorological conditions that led to them. We provide a perspective on their impacts on electricity generation, transmission and consumption, and summarize estimations of economic losses.
2021 年,能源行业受到极端天气多方面的威胁:北美和西班牙遭受了严重的冬季风暴,导致电力网络崩溃;加利福尼亚州尤其经历了严重的干旱和热浪天气,导致水电站停止运行;洪水全年对中欧、澳大利亚和中国的能源基础设施造成了巨大破坏,异常的风力干旱天气使英国夏季的风力发电量减少了近 40%。据估计,这些极端天气事件造成的经济影响总额高达数十亿美元。在此,我们回顾并详细评估了 2021 年影响全球能源行业的主要极端天气事件,讨论了一些最相关的案例研究以及导致这些事件的气象条件。我们将透视这些事件对发电、输电和用电的影响,并总结对经济损失的估计。
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引用次数: 0
Map-based ensemble forecasts for maritime operations: An interactive usability assessment with decision scenarios 基于地图的海上行动集合预报:决策情景互动可用性评估
Pub Date : 2024-02-13 DOI: 10.1175/wcas-d-23-0076.1
J. Jeuring, E. Samuelsen, Machiel Lamers, Malte Müller, Bjorn Age Hjollo, Laurent Bertino
Previous research indicates that forecast uncertainty can, in certain formats and decision contexts, provide actionable insights that help users in their decision making. However, how to best disseminate forecast uncertainty, which factors affect successful uptake, and how forecast uncertainty transforms into better decision making remains an ongoing topic for discussion in both academic and operational contexts. Interpreting and using visualizations of forecast uncertainty are not straightforward, and choosing how to represent uncertainty in forecast products should be dependent on the specific audience in mind. We present findings from an interactive stakeholder workshop which aimed to advance context-based insights on the usability of graphical representations of forecast uncertainty in the field of maritime operations. The workshop involved participants from various maritime sectors, including cruise tourism, fisheries, government, private forecast service providers, and research/academia. Geographically situated in Norway, the workshop employed sea spray icing as a use-case for various decision scenario exercises, using both fixed probability and fixed threshold formats, supplemented with temporal ensemble diagrams. Accumulated operational expertise and characteristics of the forecast information itself, such as color coding and different forms of forecast uncertainty visualizations, were found to affect perceptions of decision-making quality. Findings can inform co-design processes of translating ensemble forecasts into usable and useful public and commercial forecast information services. The collaborative nature of the workshop facilitated knowledge sharing and co-production between forecast providers and users. Overall, the study highlights the importance of incorporating methodological approaches that consider the complex and dynamic operational contexts of ensemble-based forecast provision, communication, and use.
以往的研究表明,在某些形式和决策环境下,预测的不确定性可以提供可操作的见解,帮助用户做出决策。然而,如何以最佳方式传播预测的不确定性,哪些因素会影响预测的成功吸收,以及预测的不确定性如何转化为更好的决策,这些仍是学术界和实务界一直在讨论的话题。解释和使用可视化预报的不确定性并不简单,选择如何在预报产品中表现不确定性应取决于所考虑的特定受众。我们介绍了一个利益相关者互动研讨会的研究成果,该研讨会旨在就海上业务领域预报不确定性图形表示法的可用性提出基于背景的见解。研讨会的参与者来自不同的海事领域,包括邮轮旅游、渔业、政府、私营预测服务提供商和研究/学术界。研讨会的地理位置在挪威,采用固定概率和固定阈值两种格式,辅以时间集合图,将海雾结冰作为各种决策情景演练的用例。研究发现,积累的业务专业知识和预报信息本身的特点(如彩色编码和不同形式的预报不确定性可视化)会影响人们对决策质量的看法。研究结果可为将集合预报转化为可用、有用的公共和商业预报信息服务的共同设计过程提供信息。研讨会的合作性质促进了预报提供者和用户之间的知识共享和共同生产。总之,这项研究强调了纳入方法论的重要性,这些方法论考虑了基于集合预报的提供、交流和使用的复杂和动态的操作环境。
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Weather, Climate, and Society
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