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Addressing inequities and meeting needs of Indigenous communities in floodplain management 在洪泛区管理中解决土著社区的不平等问题并满足其需求
Q2 Environmental Science Pub Date : 2024-03-21 DOI: 10.3389/fclim.2024.1306542
O. Zimmerman, Tanya Eison, Robert G. Carey, Phillip S. Levin
Anthropogenic impacts have altered and degraded global ecosystems. Integrated resource management offers an important solution to enhance collaboration, holistic thinking, and equity by considering diverse perspectives in decision making. In Washington State, Floodplains by Design (FbD) is a floodplain management and habitat restoration program that emphasizes bringing together diverse stakeholders and supporting conversations between local, state, and Tribal governments while enhancing environmental justice in the region. Marginalized communities continue to be disproportionately impacted by environmental disturbances. Our project interviewed Tribal natural resource managers to assess the degree to which they felt FbD was supporting their community’s needs. Our research asked three questions: (1) What Tribal needs and inequities associated with floodplains are identified by Tribal natural resource managers? (2) Are these needs and inequities being addressed by FbD? and (3) How can FbD better address these needs and inequities moving forward? We found that while the integrated approach of FbD was driving solutions in some realms, there are ways in which the program could better support needs and address inequities in Tribal communities. Specifically, we found that conventional responses to environmental challenges are rooted in modernist paradigm6s that have created persistent dualities, including that of human-nature and human-nonhuman. Such a paradigm is in conflict with wellbeing and self-determination of Tribal cultures that are deeply connected to Pacific salmon. In closing, we provide insights on these mechanisms and offer solutions moving forward.
人类活动造成的影响改变了全球生态系统并使其退化。综合资源管理提供了一个重要的解决方案,通过在决策过程中考虑不同的观点来加强合作、整体思维和公平性。在华盛顿州,"设计洪泛平原"(FbD)是一项洪泛平原管理和栖息地恢复计划,它强调将不同的利益相关者聚集在一起,支持地方、州和部落政府之间的对话,同时加强该地区的环境正义。边缘化社区仍然受到环境干扰的严重影响。我们的项目采访了部落自然资源管理者,以评估他们认为 FbD 在多大程度上支持了他们社区的需求。我们的研究提出了三个问题:(1)部落自然资源管理者发现了哪些与洪泛区相关的部落需求和不公平现象?(2) FbD 是否解决了这些需求和不公平现象? (3) FbD 今后如何更好地解决这些需求和不公平现象?我们发现,虽然 FbD 的综合方法正在推动某些领域的解决方案,但该计划仍有一些方法可以更好地支持部落社区的需求并解决不平等问题。具体而言,我们发现,应对环境挑战的传统方法植根于现代主义范式6 ,这种范式造成了持续的二元对立,包括人类-自然和人类-非人类。这种模式与与太平洋鲑鱼有着深厚渊源的部落文化的福祉和自决相冲突。最后,我们对这些机制提出了见解,并提供了向前迈进的解决方案。
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引用次数: 0
Restoring degraded landscapes and sustaining livelihoods: sustainability assessment (cum-review) of integrated landscape management in sub-Saharan Africa 恢复退化景观和维持生计:撒哈拉以南非洲综合景观管理的可持续性评估(暨审查
Q2 Environmental Science Pub Date : 2024-03-21 DOI: 10.3389/fclim.2024.1338259
B. Z. Birhanu, Gizaw Desta, O. Cofie, S. Tilahun, T. Mabhaudhi
Land degradation is a significant environmental challenge across sub-Saharan Africa. In recent decades, efforts have been undertaken, with varying successes, to rehabilitate degraded rural landscapes. However, there needs to be more evidence on the outcomes regarding enhanced productivity, environmental management, and socio-economic benefits.This study uses a case study approach, using contrasting sites from Ethiopia and Mali to appraise restoration innovations implemented through various programs. Two distinct sites were chosen from each of the study cases, and an extensive literature search was conducted to document the evidence, focusing on the sustainability gains derived from integrated landscape management (ILM). For this, the sustainable intensification assessment framework (SIAF) was used, encompassing five domains, namely productivity, economic, environmental, social, and human condition, and featuring scales from plot to landscape, all facilitated by simplified yet robust indicators such as yield, soil loss, net income, land access, and food availability.Results highlighted a higher productivity gain (35% to 55%) and an improved socio-economic benefit (>20%). The ILM in the Ethiopian highlands enabled a significant improvement in wheat and barley yield (p < 0.01). Introducing new crop varieties integrated with the in-situ and ex-situ practices enabled diversifying crops across the landscape and significantly reduced runoff and soil loss (p < 0.05). By increasing the cultivable land by 44%, household income was increased by selling potatoes and agroforestry products. In Mali, ILM practices reduced soil loss to 4.97t/ha from 12.1t/ha. In addition to the improvements in the yield of sorghum and maize (33% and 63%, respectively), rehabilitating the once marginal and abandoned landscape in Mali enabled landless and female-headed households to work together, improving the social cohesion among the groups. The introduction of irrigation facilities enabled widowed women to increase household vegetable consumption by 55% and increase their income by 24%.The study showed positive evidence from ILM practices in the two contrasting landscapes. However, there is a need to address challenges related to the absence of timely data monitoring and documentation of successful practices. For this, the generation of evidence-based data and the use of advanced geo-spatial tools such as Remote Sensing and GPS-installed drones are recommended.
土地退化是撒哈拉以南非洲面临的一项重大环境挑战。近几十年来,人们一直在努力恢复退化的农村土地,并取得了不同程度的成功。本研究采用案例研究法,利用埃塞俄比亚和马里的不同地点,对通过各种计划实施的恢复创新进行评估。从每个研究案例中选择了两个不同的地点,并进行了广泛的文献检索,以记录相关证据,重点关注综合景观管理(ILM)带来的可持续性收益。为此,采用了可持续集约化评估框架(SIAF),该框架包括五个领域,即生产力、经济、环境、社会和人类状况,其特点是从地块到景观的规模,所有这些都通过简化但稳健的指标(如产量、土壤流失、净收入、土地使用权和粮食供应)来实现。结果表明,生产力提高了(35% 至 55%),社会经济效益改善了(>20%)。在埃塞俄比亚高原地区,ILM 显著提高了小麦和大麦的产量(p < 0.01)。引进新的作物品种,并与原地和非原地实践相结合,实现了整个地貌的作物多样化,并显著减少了径流和土壤流失(p < 0.05)。可耕地增加了 44%,家庭收入通过出售马铃薯和农林产品得到了增加。在马里,ILM 方法将土壤流失量从 12.1t/ha 减少到 4.97t/ha。除了高粱和玉米产量的提高(分别为 33% 和 63%)之外,在马里,恢复曾经贫瘠和荒芜的土地使无地家庭和女户主家庭能够共同劳动,提高了群体间的社会凝聚力。灌溉设施的引入使丧偶妇女的家庭蔬菜消费量增加了 55%,收入增加了 24%。然而,由于缺乏对成功实践的及时数据监测和记录,因此需要应对相关挑战。为此,建议生成基于证据的数据,并使用先进的地理空间工具,如遥感和安装了全球定位系统的无人机。
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引用次数: 0
Anticipatory action for drought in the Sahel: an innovation for drought risk management or a buzzword? 萨赫勒地区的干旱预测行动:是干旱风险管理的创新还是一句空话?
Q2 Environmental Science Pub Date : 2024-03-19 DOI: 10.3389/fclim.2024.1347519
Luca Sergio Italo Parodi, Markus Enenkel, Niccolò Lombardi, Joshua Ngaina
Anticipatory action is an approach that combines early warning information with flexible, pre-positioned funds to trigger actions that mitigate the impact of predictable shocks on the most vulnerable people. Historically, drought is the climatic hazard that led to the highest and most severe humanitarian impacts in the Sahel. This region, according to climate projections, will be one of the most deeply affected by climate change in future years, leading to considerable changes to societies, economies, as well as impacting rural communities. While this negative projection may lead to further increases in humanitarian consequences, recent experiences from integrating anticipatory action for drought into humanitarian practice hold positive prospects. This article will review current experiences on anticipatory action for drought in the Sahel and shed light on whether this approach has brought innovation in local disaster risk management. Through the review of recent initiatives in Burkina Faso, Chad and Niger, this paper highlights key advancements as well as gaps and challenges pertaining to key components of anticipatory action and disaster risk management, namely: (1) data, risk analysis and early warning; (2) funding; (3) preparedness and community engagement; (4) learning, coordination and partnership; (5) policies and institutional frameworks. Even in challenging environments like in the Sahel, anticipatory action for drought can become an integral component of standard disaster risk management and financing strategies. However, this process will require more robust evidence about which ingredients of anticipatory action approaches lead to the desired result.
预期行动是一种将预警信息与灵活、预先到位的资金相结合的方法,以启动行动,减轻可预测的冲击对最脆弱人群的影响。从历史上看,干旱是导致萨赫勒地区人道主义影响最大、最严重的气候灾害。根据气候预测,该地区在未来几年将成为受气候变化影响最严重的地区之一,导致社会、经济发生巨大变化,并影响农村社区。虽然这一负面预测可能会导致人道主义后果进一步加剧,但最近将干旱预测行动纳入人道主义实践的经验却带来了积极的前景。本文将回顾萨赫勒地区干旱预测行动的现有经验,并阐明这种方法是否为当地灾害风险管理带来了创新。通过回顾布基纳法索、乍得和尼日尔最近采取的举措,本文强调了在预测行动和灾害风险管理的关键组成部分方面取得的主要进展以及存在的差距和挑战,即:(1) 数据、风险分析和预警;(2) 资金;(3) 备灾和社区参与;(4) 学习、协调和伙伴关系;(5) 政策和制度框架。即使在萨赫勒这样充满挑战的环境中,干旱预测行动也可以成为标准灾害风险管理和筹资战略的组成部分。然而,这一过程需要更有力的证据来证明预测性行动方法的哪些要素会带来预期的结果。
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引用次数: 0
On the uncertainty of long-period return values of extreme daily precipitation 关于极端日降水量长周期回归值的不确定性
Q2 Environmental Science Pub Date : 2024-03-15 DOI: 10.3389/fclim.2024.1343072
Michael F. Wehner, Margaret L. Duffy, M. Risser, C. J. Paciorek, Dáithí A. Stone, P. Pall
Methods for calculating return values of extreme precipitation and their uncertainty are compared using daily precipitation rates over the Western U.S. and Southwestern Canada from a large ensemble of climate model simulations. The roles of return-value estimation procedures and sample size in uncertainty are evaluated for various return periods. We compare two different generalized extreme value (GEV) parameter estimation techniques, namely L-moments and maximum likelihood (MLE), as well as empirical techniques. Even for very large datasets, confidence intervals calculated using GEV techniques are narrower than those calculated using empirical methods. Furthermore, the more efficient L-moments parameter estimation techniques result in narrower confidence intervals than MLE parameter estimation techniques at small sample sizes, but similar best estimates. It should be noted that we do not claim that either parameter fitting technique is better calibrated than the other to estimate long period return values. While a non-stationary MLE methodology is readily available to estimate GEV parameters, it is not for the L-moments method. Comparison of uncertainty quantification methods are found to yield significantly different estimates for small sample sizes but converge to similar results as sample size increases. Finally, practical recommendations about the length and size of climate model ensemble simulations and the choice of statistical methods to robustly estimate long period return values of extreme daily precipitation statistics and quantify their uncertainty.
利用大型气候模式模拟集合中美国西部和加拿大西南部的日降水率,比较了计算极端降水回归值及其不确定性的方法。针对不同的回归期,对回归值估算程序和样本大小在不确定性中的作用进行了评估。我们比较了两种不同的广义极值(GEV)参数估计技术,即 L-moments 和最大似然法(MLE),以及经验技术。即使对于非常大的数据集,使用 GEV 技术计算出的置信区间也比使用经验方法计算出的置信区间要窄。此外,更有效的 L-moments 参数估计技术在小样本量时的置信区间也比 MLE 参数估计技术窄,但最佳估计值却相似。需要注意的是,我们并没有说任何一种参数拟合技术都比另一种技术更适合估计长期回报值。虽然非稳态 MLE 方法可用于估算 GEV 参数,但 L-moments 方法却不适用。对不确定性量化方法进行比较后发现,在样本量较小的情况下,估算结果会有显著差异,但随着样本量的增加,结果会趋于相似。最后,就气候模式集合模拟的长度和规模以及统计方法的选择提出了实用建议,以稳健地估算极端日降水量统计的长期回归值并量化其不确定性。
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引用次数: 0
Estimation of possible locations for green roofs and bioswales and analysis of the effect of their implementation on stormwater runoff control 估算屋顶绿化和生物沟渠的可能位置,分析其实施对雨水径流控制的影响
Q2 Environmental Science Pub Date : 2024-03-14 DOI: 10.3389/fclim.2024.1287386
Tomohiro Kinoshita, Taira Ozaki
The objectives of this study are twofold. The first is to identify potential green infrastructure construction sites by building rooftops and sidewalks. The second is to analyze internal flooding for a wide range of drainage areas and to quantitatively evaluate the effectiveness of stormwater runoff control.The target area has approximately 600 ha with a runoff coefficient of 0.71. Using Arc GIS Desktop 10.8.1, this study has identified green roofs and bioswales that would be highly beneficial in capturing large amounts of rainfall. In addition, Info Works ICM was used for the inundation analysis, which can simultaneously calculate the flow in sewer pipelines and above-ground inundation flow. Runoff coefficients were calculated for each land use using the urban land use subdivision mesh data with 100 m unit. This study targeted a 10-year probability rainfall (total rainfall: 86.3 mm, maximum hourly rainfall: 52.3 mm/h, duration: 3 h) with a middle concentrated rainfall waveform obtained from past experiments in the d4PDF database of ensemble climate prediction contributing to global warming.The amount of land availability for green roofs and bioswales was about 1 and 0.1% of the drainage area, respectively. The runoff coefficients for green roofs only, bioswales only, with and without introduction of both green roofs and bioswales were 70.34, 70.87, 70.28, and 70.93%, respectively. The difference in runoff coefficients was about 0.65 percentage points even when both were constructed. As a result of inundation analysis, the reduction was 2.5% for the maximum waterlogged area, 1.5% for the flooded area, and 0.7% for the average depth of waterlogging divided by the maximum waterlogged area. The construction of green roofs and bioswales in the same area or downstream of the area shows little mitigation effect when flooding occurs in an area near the downstream end of the sewer network.Although this study has mainly discussed the stormwater runoff control aspect, the most important feature of green infrastructure is its multifunctionality. In terms of utilizing and promoting green infrastructure, it is important to visualize its multifaceted effects and share them with many stakeholders.
这项研究有两个目标。首先是通过建筑屋顶和人行道确定潜在的绿色基础设施建设地点。其次是分析大范围排水区域的内涝情况,并定量评估雨水径流控制的有效性。目标区域面积约为 600 公顷,径流系数为 0.71。本研究利用 Arc GIS Desktop 10.8.1 确定了对收集大量降雨非常有益的绿色屋顶和生物沟渠。此外,Info Works ICM 被用于淹没分析,它可以同时计算污水管道流量和地面淹没流量。使用以 100 米为单位的城市土地用途细分网格数据,计算了每种土地用途的径流系数。本研究以 10 年概率降雨为目标(总降雨量:86.3 毫米,最大小时降雨量:52.3 毫米/小时,持续时间:3 小时),降雨波形为中等集中降雨波形,该波形是从有助于全球变暖的集合气候预测 d4PDF 数据库的过去实验中获得的。仅采用屋顶绿化、仅采用生物集水池、同时采用和不采用屋顶绿化和生物集水池的径流系数分别为 70.34%、70.87%、70.28% 和 70.93%。即使同时建造这两种设施,径流系数也相差约 0.65 个百分点。淹没分析结果显示,最大积水面积减少了 2.5%,淹没面积减少了 1.5%,平均积水深度除以最大积水面积减少了 0.7%。在同一地区或该地区下游建造绿色屋顶和生物水池,当洪水发生在下水道网络下游端附近的地区时,其缓解效果甚微。虽然本研究主要讨论了雨水径流控制方面的问题,但绿色基础设施最重要的特点是其多功能性。就利用和推广绿色基础设施而言,重要的是将其多方面的效果形象化,并与众多利益相关者分享。
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引用次数: 0
Public engagement and collaboration for carbon dioxide removal: lessons from a project in the Dominican Republic 公众参与和合作消除二氧化碳:多米尼加共和国一个项目的经验教训
Q2 Environmental Science Pub Date : 2024-03-14 DOI: 10.3389/fclim.2024.1290999
H. Hilser, L. Hiraldo, C. Moreau, A. Draiby, E. Cox, M. G. Andrews, L. Winks, N. Walworth
Despite an increase in literature on public perceptions of carbon dioxide removal (CDR), there remains a paucity of evidence describing the social and developmental processes involved in the implementation of projects in-situ. This research illustrates a case study documenting a planned research project for coastal enhanced weathering—a form of ocean alkalinity enhancement—in a remote, rural area of the Northwestern Dominican Republic, a Small Island Developing State particularly at risk from climate change impacts. This paper is a collaboration between the company responsible for the project (Vesta) and researchers located in the Dominican Republic and the United Kingdom, We draw upon 2 years' worth of surveys, interviews, focus groups, group information sessions, and reflexive documentation by the Dominican Republic researchers, to present a first-hand account of local community responses to the planned research project and to coastal enhanced weathering and climate change more broadly. We discuss themes of climate vulnerability, justice, and adaptive capacity through the lens of the collaborative governance and social diffusion principles that the project was designed with. We also reflect on a program of outreach and participatory activities which was established to support community development in the areas surrounding the field trial site, as informed by exploration of community needs drawn from the research.
尽管有关公众对二氧化碳清除(CDR)看法的文献越来越多,但描述原地实施项目的社会和发展过程的证据仍然很少。本研究通过一个案例研究,记录了在多米尼加共和国西北部一个偏远的农村地区计划开展的沿海强化风化研究项目--一种海洋碱度增强的形式,多米尼加共和国是一个小岛屿发展中国家,特别容易受到气候变化的影响。本文由负责该项目的公司(Vesta)与多米尼加共和国和英国的研究人员合作撰写。我们利用多米尼加共和国研究人员历时两年的调查、访谈、焦点小组、小组信息会议和反思性文件,以第一手资料介绍当地社区对计划中的研究项目以及更广泛的沿海强化风化和气候变化的反应。我们从项目设计的合作治理和社会传播原则的角度,讨论了气候脆弱性、公正和适应能力等主题。此外,我们还反思了为支持实地试验场地周边地区的社区发展而制定的外联和参与性活动计划,这些活动都是根据对研究得出的社区需求的探索而制定的。
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引用次数: 0
Assessing immediate emotions in the theory of planned behavior can substantially contribute to increases in pro-environmental behavior 计划行为理论中的即时情绪评估可大大促进亲环境行为的增加
Q2 Environmental Science Pub Date : 2024-03-14 DOI: 10.3389/fclim.2024.1344899
Vanessa C. Ho, Anne H. Berman, Jackie Andrade, David J. Kavanagh, S. L. Branche, Jon May, Conner S. Philson, Daniel T. Blumstein
The Theory of Planned Behavior (TPB) is a highly influential and powerful behavior change model that offers promising guidance on promoting urgently needed, pro-environmental action. Recent pro-environmental research has successfully augmented TPB using anticipated emotions—the emotions an individual consciously predicts they will experience in relation to possible outcomes of their decision. However, immediate emotions—the emotions an individual actually experiences during decision-making—have received far less attention. Given that immediate emotions are relevant to pro-environmental decision-making and can address the theoretical and empirical limitations of TPB, we contend that pro-environmental studies should explicitly examine immediate emotions within the TPB framework. This article aims to stimulate rigorous research that enhances pro-environmental communication and policymaking by providing integrative insights into immediate emotions along with recommendations for evaluating immediate emotions in a pro-environmental TPB context.
计划行为理论(Theory of Planned Behavior,TPB)是一个极具影响力的强大行为改变模型,它为促进急需的环保行动提供了有前途的指导。最近的环保研究成功地利用预期情绪(个人有意识地预测自己将体验到的与决策可能结果相关的情绪)对 TPB 进行了扩充。然而,即时情绪--个体在决策过程中实际体验到的情绪--受到的关注要少得多。鉴于即时情绪与亲环境决策相关,并且可以解决 TPB 在理论和经验上的局限性,我们认为亲环境研究应该在 TPB 框架内明确考察即时情绪。本文旨在通过提供对即时情绪的综合见解以及在亲环境 TPB 框架下评估即时情绪的建议,促进严谨的研究,从而加强亲环境交流和政策制定。
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引用次数: 0
Contribution of edible indigenous woody plants as a coping strategy during drought periods in the southeast lowveld of Zimbabwe: a review 津巴布韦东南部低洼地带可食用本地木本植物作为应对干旱战略的贡献:综述
Q2 Environmental Science Pub Date : 2024-03-14 DOI: 10.3389/fclim.2024.1339587
Ruth R. Chinomona, O. Kupika, E. Gandiwa, N. Muboko
Climatic change related extreme events such as droughts negatively affect local communities in the semi-arid savanna ecosystems. This study mainly records and analyses local knowledge on the use of edible indigenous woody plant species by local communities during drought periods, as a coping strategy, in southeast lowveld of Zimbabwe. Secondary data on utilization of edible indigenous woody plants were gathered from literature sources focusing mainly on the southeast lowveld parts of Zimbabwe and covering the period 2000–2019. Quantitative ethnobotanical data analysis involved computing the frequency of citation (FC), relative frequency of citation (RFC) and family importance value (FIV) to determine the local significance of indigenous woody plant species. A total of 23 species from 12 families were recorded as being used during drought periods with key species including baobab (Adansonia digitata), bird plum (Tamarindus indica), corky-monkey orange (Strychnos cocculoides) and black monkey orange (Strychnos madagascariensis). Major use categories were food, medicine, and livestock feed. The study findings points to the need for embracing indigenous woody plants as a buffer against drought in semi-arid parts of the savanna. Future projects should focus on developing innovative strategies such as value addition and promoting sustainable use and restoration of non-wood forest products as part of livelihood diversification under drought situations.
干旱等与气候变化相关的极端事件对半干旱稀树草原生态系统中的当地社区造成了负面影响。本研究主要记录和分析了津巴布韦东南低地当地社区在干旱期间作为一种应对策略使用可食用本地木本植物物种的当地知识。有关可食用本土木本植物利用情况的二手数据来自文献资料,主要集中在津巴布韦东南低洼地区,时间跨度为 2000-2019 年。定量民族植物学数据分析包括计算引用频率(FC)、相对引用频率(RFC)和科重要性值(FIV),以确定本土木本植物物种在当地的重要性。根据记录,干旱期间使用的木本植物共有 12 个科 23 个物种,主要物种包括猴面包树(Adansonia digitata)、雀梅(Tamarindus indica)、软木猴橘(Strychnos cocculoides)和黑猴橘(Strychnos madagascariensis)。主要用途类别为食品、药品和牲畜饲料。研究结果表明,在热带稀树草原的半干旱地区,有必要利用本地木本植物来缓冲干旱。未来的项目应侧重于制定创新战略,如增值和促进非木材森林产品的可持续利用和恢复,作为干旱情况下生计多样化的一部分。
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引用次数: 0
Temperature forecasts for the continental United States: a deep learning approach using multidimensional features 美国大陆气温预报:利用多维特征的深度学习方法
Q2 Environmental Science Pub Date : 2024-03-14 DOI: 10.3389/fclim.2024.1289332
Jahangir Ali, Linyin Cheng
Accurate weather forecasts are critical for saving lives, emergency services, and future developments. Climate models such as numerical weather prediction models have made significant advancements in weather forecasts, but these models are computationally expensive and can be subject to inaccurate representations of complex natural interconnections. Alternatively, data-driven machine learning methods have provided new dimensions in assisting weather forecasts. In this study, we used convolutional neural networks (CNN) to assess how geopotential height at different levels of the troposphere may affect the predictability of extreme surface temperature (t2m) via two cases. Specifically, we analyzed temperature forecasts over the continental United States at lead times from 1 day to 30 days by incorporating z100, z200, z500, z700, and z925 hPa levels as inputs to the CNN. In the first case, we applied the framework to predict summer temperatures of 2012, which contributed to one of the extreme heatwave events in the U.S. history. The results show that z500 leads to t2m forecasts with relatively less root mean squared errors (RMSE) than other geopotential heights at most of the lead time under consideration, while the inclusion of more atmospheric pressure levels improves t2m forecasts to a limited extent. At the same lead time, we also predicted the z500 patterns with different levels of geopotential height and temperature as the inputs. We found that the combination of z500, t2m, and t850 (temperature at 850 hPa) is associated with less RMSE for the z500 forecasts compared to other inputs. In contrast to the 2012 summer, our second case examined the wintertime temperature of 2014 when the upper Midwest and Great Lakes regions experienced the coldest winter on record. We found that z200 contributes to better t2m predictions for up to 7-days lead times whereas z925 gives better results for z500 forecasts during this cold event. Collectively, the results suggest that for long-range temperature forecasts based on the CNN, including various levels of geopotential heights could be beneficial.
准确的天气预报对拯救生命、应急服务和未来发展至关重要。气候模型(如数值天气预报模型)在天气预报方面取得了重大进展,但这些模型的计算成本高昂,对复杂的自然联系的描述也可能不准确。另外,数据驱动的机器学习方法也为天气预报提供了新的帮助。在这项研究中,我们使用卷积神经网络(CNN)通过两种情况评估对流层不同层次的位势高度如何影响极端地表温度(t2m)的可预测性。具体来说,我们将 z100、z200、z500、z700 和 z925 hPa 高度作为 CNN 的输入,分析了 1 天到 30 天准备时间内美国大陆的气温预报。在第一种情况下,我们将该框架应用于预测 2012 年的夏季气温,这也是美国历史上的极端热浪事件之一。结果表明,与其他位势高度相比,z500 在大部分前导时间内都能以相对较小的均方根误差(RMSE)实现 t2m 预测,而包含更多大气压力水平则能在一定程度上改善 t2m 预测。在相同的准备时间内,我们还以不同的位势高度和温度水平作为输入,预测了 z500 模式。我们发现,与其他输入相比,z500、t2m 和 t850(850 hPa 温度)的组合可减少 z500 预测的均方根误差。与 2012 年夏季相比,我们的第二个案例考察了 2014 年冬季的气温,当时中西部上游和五大湖区经历了有记录以来最寒冷的冬季。我们发现,在这次寒冷事件中,z200 在长达 7 天的准备时间内有助于更好地预测 t2m,而 z925 则为 z500 预测提供了更好的结果。总之,这些结果表明,对于基于 CNN 的远程气温预报来说,包含不同级别的位势高度可能会有所帮助。
{"title":"Temperature forecasts for the continental United States: a deep learning approach using multidimensional features","authors":"Jahangir Ali, Linyin Cheng","doi":"10.3389/fclim.2024.1289332","DOIUrl":"https://doi.org/10.3389/fclim.2024.1289332","url":null,"abstract":"Accurate weather forecasts are critical for saving lives, emergency services, and future developments. Climate models such as numerical weather prediction models have made significant advancements in weather forecasts, but these models are computationally expensive and can be subject to inaccurate representations of complex natural interconnections. Alternatively, data-driven machine learning methods have provided new dimensions in assisting weather forecasts. In this study, we used convolutional neural networks (CNN) to assess how geopotential height at different levels of the troposphere may affect the predictability of extreme surface temperature (t2m) via two cases. Specifically, we analyzed temperature forecasts over the continental United States at lead times from 1 day to 30 days by incorporating z100, z200, z500, z700, and z925 hPa levels as inputs to the CNN. In the first case, we applied the framework to predict summer temperatures of 2012, which contributed to one of the extreme heatwave events in the U.S. history. The results show that z500 leads to t2m forecasts with relatively less root mean squared errors (RMSE) than other geopotential heights at most of the lead time under consideration, while the inclusion of more atmospheric pressure levels improves t2m forecasts to a limited extent. At the same lead time, we also predicted the z500 patterns with different levels of geopotential height and temperature as the inputs. We found that the combination of z500, t2m, and t850 (temperature at 850 hPa) is associated with less RMSE for the z500 forecasts compared to other inputs. In contrast to the 2012 summer, our second case examined the wintertime temperature of 2014 when the upper Midwest and Great Lakes regions experienced the coldest winter on record. We found that z200 contributes to better t2m predictions for up to 7-days lead times whereas z925 gives better results for z500 forecasts during this cold event. Collectively, the results suggest that for long-range temperature forecasts based on the CNN, including various levels of geopotential heights could be beneficial.","PeriodicalId":33632,"journal":{"name":"Frontiers in Climate","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140242568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How to provide actionable information on weather and climate impacts?–A summary of strategic, methodological, and technical perspectives 如何提供有关天气和气候影响的可操作信息?
Q2 Environmental Science Pub Date : 2024-03-13 DOI: 10.3389/fclim.2024.1343993
Tobias Geiger, T. Röösli, D. Bresch, Bodo Erhardt, Andreas M. Fischer, Dominik Imgrüth, Stefan Kienberger, Laura Mainetti, Gudrun Mühlbacher, Raphael Spiekermann
Climate change will result in more intense and more frequent weather and climate events that will continue to cause fatalities, economic damages and other adverse societal impacts worldwide. To mitigate these consequences and to support better informed decisions and improved actions and responses, many National Meteorological and Hydrological Services (NMHSs) are discussing how to provide services on weather and climate impacts as part of their operational routines. The authors outline how a risk framework can support the development of these services by NMHSs. In addition to the hazard information, a risk perspective considers the propensity for a given hazard to inflict adverse consequences on society and environment, and attempts to quantify the uncertainties involved. The relevant strategic, methodological and technical steps are summarized and recommendations for the development of impact-related services are provided. Specifically, we propose that NMHSs adopt an integrated risk framework that incorporates a hazard-exposure-vulnerability model into operational services. Such a framework integrates all existing forecast and impact services, including the underlying impact models, and allows for flexible future extensions driven by the evolving collaboration with partners, stakeholders and users. Thereby, this paper attempts to unify existing work streams on impact-related services from different spatial and temporal scales (weather, climate) and disciplines (hydrology, meteorology, economics, social sciences) and to propose a harmonized approach that can create synergies within and across NMHSs to further develop and enhance risk-based services.
气候变化将导致更强烈、更频繁的天气和气候事件,这些事件将继续在全球范围内造成人员伤亡、经济损失和其他不利的社会影响。为了减轻这些后果,支持更明智的决策,改进行动和应对措施,许多国家气象和水文服务机构(NMHS)正在讨论如何提供天气和气候影响方面的服务,作为其业务常规的一部分。作者概述了风险框架如何支持国家气象和水文服务机构开发这些服务。除灾害信息外,风险视角还考虑了特定灾害对社会和环境造成不利后果的可能性,并试图量化其中的不确定性。我们总结了相关的战略、方法和技术步骤,并提出了开发影响相关服务的建议。具体而言,我们建议国家气象与健康服务机构采用综合风险框架,将危害-暴露-脆弱性模型纳入业务服务。这种框架整合了所有现有的预测和影响服务,包括基础影响模型,并允许在与合作伙伴、利益相关者和用户不断发展的合作基础上进行灵活的未来扩展。因此,本文试图统一来自不同时空尺度(天气、气候)和学科(水文学、气象学、经济学、社会科学)的影响相关服务的现有工作流,并提出一种可在国家气象与健康服务机构内部和之间产生协同作用的统一方法,以进一步开发和加强基于风险的服务。
{"title":"How to provide actionable information on weather and climate impacts?–A summary of strategic, methodological, and technical perspectives","authors":"Tobias Geiger, T. Röösli, D. Bresch, Bodo Erhardt, Andreas M. Fischer, Dominik Imgrüth, Stefan Kienberger, Laura Mainetti, Gudrun Mühlbacher, Raphael Spiekermann","doi":"10.3389/fclim.2024.1343993","DOIUrl":"https://doi.org/10.3389/fclim.2024.1343993","url":null,"abstract":"Climate change will result in more intense and more frequent weather and climate events that will continue to cause fatalities, economic damages and other adverse societal impacts worldwide. To mitigate these consequences and to support better informed decisions and improved actions and responses, many National Meteorological and Hydrological Services (NMHSs) are discussing how to provide services on weather and climate impacts as part of their operational routines. The authors outline how a risk framework can support the development of these services by NMHSs. In addition to the hazard information, a risk perspective considers the propensity for a given hazard to inflict adverse consequences on society and environment, and attempts to quantify the uncertainties involved. The relevant strategic, methodological and technical steps are summarized and recommendations for the development of impact-related services are provided. Specifically, we propose that NMHSs adopt an integrated risk framework that incorporates a hazard-exposure-vulnerability model into operational services. Such a framework integrates all existing forecast and impact services, including the underlying impact models, and allows for flexible future extensions driven by the evolving collaboration with partners, stakeholders and users. Thereby, this paper attempts to unify existing work streams on impact-related services from different spatial and temporal scales (weather, climate) and disciplines (hydrology, meteorology, economics, social sciences) and to propose a harmonized approach that can create synergies within and across NMHSs to further develop and enhance risk-based services.","PeriodicalId":33632,"journal":{"name":"Frontiers in Climate","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140245106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Frontiers in Climate
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