首页 > 最新文献

Climate Services最新文献

英文 中文
Development and application of a watershed-based environmental drought index reflecting water cycle characteristics 基于流域的反映水循环特征的环境干旱指数的开发与应用
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-08-27 DOI: 10.1016/j.cliser.2025.100602
Jaeyeon Lim , Sangung Lee , Bu Geon Jo , Joo-Heon Lee , Young Do Kim
Droughts driven by climate change increasingly affect aquatic ecosystems by deteriorating water quality. However, conventional drought indices primarily focus on water quantity, limiting their ability to capture environmental impacts. To address this gap, this study develops the Water Quality Environmental Drought Index (WQEDI), building on the Environmental Drought Index (EDI) originally proposed by Srivastava and Maity (2023) and later adapted by Jo et al. (2024) to include water quality indicators.
WQEDI introduces three key innovations, including the integration of water quality indicators alongside hydrological and meteorological variables; data driven variable selection and weighting using Random Forest (RF), with threshold derivation via Decision Tree (DT) models; and watershed- specific drought grading tailored to urban, rural, and forest watershed typologies, thereby enhancing spatial adaptability.
Validation results confirmed that WQEDI outperforms the EDI proposed by Jo et al. (2024) in terms of explanatory power, showing stronger correlations with biochemical oxygen demand (BOD) concentrations and more consistent exceedance patterns. Moreover, BOD exceedance rates systematically increased with higher WQEDI drought grades, demonstrating its effectiveness in capturing environmental drought severity.
Based on these findings, the study identified watershed-specific priority grades and intervention periods and proposed customized drought management strategies. WQEDI provides a refined and adaptable framework for diagnosing and managing drought induced water quality deterioration. It offers a scientifically grounded basis for environmental drought response and supports the development of evidence-based water management and climate adaptation policies.
气候变化导致的干旱通过恶化水质日益影响水生生态系统。然而,传统的干旱指数主要关注水量,限制了它们捕捉环境影响的能力。为了解决这一差距,本研究在Srivastava和Maity(2023)最初提出的环境干旱指数(EDI)的基础上开发了水质环境干旱指数(WQEDI),后来由Jo等人(2024)进行了修改,以包括水质指标。WQEDI引入了三个关键创新,包括将水质指标与水文和气象变量相结合;数据驱动的变量选择和加权使用随机森林(RF),并通过决策树(DT)模型的阈值推导;并根据城市、农村和森林流域类型进行流域干旱分级,从而增强空间适应性。验证结果证实,WQEDI在解释力方面优于Jo et al.(2024)提出的EDI,与生化需氧量(BOD)浓度的相关性更强,超出模式更一致。此外,BOD超标率随着WQEDI干旱等级的升高而系统地增加,表明其在捕获环境干旱严重程度方面的有效性。基于这些发现,该研究确定了流域特定的优先等级和干预期,并提出了定制的干旱管理策略。WQEDI为诊断和管理干旱引起的水质恶化提供了一个完善和适应性强的框架。它为环境干旱响应提供了科学依据,并支持以证据为基础的水资源管理和气候适应政策的制定。
{"title":"Development and application of a watershed-based environmental drought index reflecting water cycle characteristics","authors":"Jaeyeon Lim ,&nbsp;Sangung Lee ,&nbsp;Bu Geon Jo ,&nbsp;Joo-Heon Lee ,&nbsp;Young Do Kim","doi":"10.1016/j.cliser.2025.100602","DOIUrl":"10.1016/j.cliser.2025.100602","url":null,"abstract":"<div><div>Droughts driven by climate change increasingly affect aquatic ecosystems by deteriorating water quality. However, conventional drought indices primarily focus on water quantity, limiting their ability to capture environmental impacts. To address this gap, this study develops the Water Quality Environmental Drought Index (WQEDI), building on the Environmental Drought Index (EDI) originally proposed by Srivastava and Maity (2023) and later adapted by Jo et al. (2024) to include water quality indicators.</div><div>WQEDI introduces three key innovations, including the integration of water quality indicators alongside hydrological and meteorological variables; data driven variable selection and weighting using Random Forest (RF), with threshold derivation via Decision Tree (DT) models; and watershed- specific drought grading tailored to urban, rural, and forest watershed typologies, thereby enhancing spatial adaptability.</div><div>Validation results confirmed that WQEDI outperforms the EDI proposed by Jo et al. (2024) in terms of explanatory power, showing stronger correlations with biochemical oxygen demand (BOD) concentrations and more consistent exceedance patterns. Moreover, BOD exceedance rates systematically increased with higher WQEDI drought grades, demonstrating its effectiveness in capturing environmental drought severity.</div><div>Based on these findings, the study identified watershed-specific priority grades and intervention periods and proposed customized drought management strategies. WQEDI provides a refined and adaptable framework for diagnosing and managing drought induced water quality deterioration. It offers a scientifically grounded basis for environmental drought response and supports the development of evidence-based water management and climate adaptation policies.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100602"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144908420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unveiling heatwave events in Bangladesh: Insights from observational records and ERA5 reanalysis data 揭示孟加拉国的热浪事件:来自观测记录和ERA5再分析数据的见解
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-09-16 DOI: 10.1016/j.cliser.2025.100609
Salit Chakma , Abu Yousuf Md Abdullah , Mohammed Sarfaraz Gani Adnan , Md Saqib Shahriar , Mohammad Al Masum Molla , Quazi K. Hassan , Ashraf Dewan
<div><div>Heatwaves (HWs) are escalating in frequency and intensity, posing serious risks to human health, agriculture, and infrastructure worldwide. However, the lack of a universally accepted definition of HWs complicates consistent characterization across regions. In Bangladesh, a subtropical country increasingly vulnerable to extreme heat, the dynamics of HWs remain insufficiently understood. This study aims to bridge that knowledge gap by analyzing three decades of observational data to characterize HWs in Bangladesh, using ambient and apparent temperature metrics. Five HW indices were employed to assess 24-hour (EHF), daytime (CTX90pct, TX90), and nocturnal (CTN90pct, TN90) HW patterns, with humidity effects incorporated through apparent temperature-based indices. HWs were defined as events lasting at least three consecutive days, reflecting the heightened health risks of prolonged exposure. HWs were evaluated in terms of frequency, duration, intensity, and early onset patterns. Station-based observations were compared against corresponding estimates derived from ERA5 reanalysis data. The 90<sup>th</sup> percentile of daily temperature emerged as a robust operational threshold for HW characterization in Bangladesh. Declines in temperature variability during HW events were linked to reduced intensities for indices sensitive to short-term variability or independent of seasonality. Humidity exerted a stronger influence on nocturnal HWs than on daytime events, while seasonal variations in temperature and humidity during the pre- and post-monsoon periods significantly shaped HW characteristics. These findings provide new insights into the spatiotemporal dynamics of HWs in Bangladesh, offering an evidence base to inform adaptation strategies in other subtropical regions facing similar climate threats.</div></div><div><h3>Practical implications</h3><div>This study provides critical insights into the growing challenges of HWs in Bangladesh, highlighting their increasing frequency, duration, intensity, and earlier onset. The findings underscore the importance of adopting the 90<sup>th</sup> percentile of daily temperature as a reliable threshold for HW characterization, tailored to Bangladesh’s subtropical climate. The study reveals distinct regional and seasonal patterns, with coastal areas experiencing prolonged HWs and humidity-driven nocturnal events, which significantly disrupt nighttime recovery and productivity. Policymakers can leverage these insights to develop localized mitigation strategies, such as early warning systems, urban heat management plans, and infrastructure adaptations to reduce HW impacts. The results emphasize the role of humidity in intensifying heat stress, calling for integrated approaches that consider both ambient temperature and apparent temperature metrics in HW assessments. Furthermore, the methodology used in this study is transferable to other similar climatic contexts, making the results valuable for informing pol
热浪的频率和强度正在不断升级,对全球人类健康、农业和基础设施构成严重风险。然而,缺乏普遍接受的卫生保健定义使各地区一致的特征变得复杂。在孟加拉国这个日益容易受到极端高温影响的亚热带国家,人们对卫生系统的动态仍然了解不足。这项研究的目的是通过分析30年的观测数据,利用环境温度和表观温度指标来表征孟加拉国的高温天气,从而弥合这一知识差距。采用5个HW指数评估24小时(EHF)、白天(CTX90pct、TX90)和夜间(CTN90pct、TN90) HW模式,并通过视温指数纳入湿度效应。卫生事件被定义为持续至少连续三天的事件,反映了长期接触的健康风险增加。根据频率、持续时间、强度和早期发病模式对HWs进行评估。将台站观测值与ERA5再分析数据得出的相应估计值进行比较。在孟加拉国,日温度的第90个百分位数成为HW表征的可靠操作阈值。高温天气期间温度变率的下降与对短期变率敏感或不受季节性影响的指数强度降低有关。湿度对夜间HWs的影响大于对日间事件的影响,而季风前和季风后的温度和湿度的季节变化对HWs特征有显著影响。这些发现为了解孟加拉国HWs的时空动态提供了新的见解,为面临类似气候威胁的其他亚热带地区的适应战略提供了证据基础。实际意义本研究对孟加拉国卫生保健面临的日益严峻的挑战提供了重要的见解,突出了其日益增加的频率、持续时间、强度和早期发病。研究结果强调了采用每日温度的第90个百分位数作为HW特征的可靠阈值的重要性,该阈值适合孟加拉国的亚热带气候。该研究揭示了不同的区域和季节模式,沿海地区经历了长时间的高温和湿度驱动的夜间活动,这大大扰乱了夜间的恢复和生产力。政策制定者可以利用这些见解制定本地化的缓解策略,例如早期预警系统、城市热管理计划和基础设施改造,以减少HW的影响。结果强调了湿度在加剧热应激中的作用,要求在HW评估中考虑环境温度和表观温度指标的综合方法。此外,本研究中使用的方法可转移到其他类似的气候背景下,使其结果对孟加拉国以外面临类似挑战的地区的政策提供有价值的信息。通过解决观测数据中的差距,并在未来的研究中纳入室内热应力和连续地表数据,这些发现为设计更强大的气候适应能力框架提供了一条途径。这些措施对于保护弱势群体、确保公共卫生以及尽量减少当地和全球极端高温事件造成的社会经济损失至关重要。
{"title":"Unveiling heatwave events in Bangladesh: Insights from observational records and ERA5 reanalysis data","authors":"Salit Chakma ,&nbsp;Abu Yousuf Md Abdullah ,&nbsp;Mohammed Sarfaraz Gani Adnan ,&nbsp;Md Saqib Shahriar ,&nbsp;Mohammad Al Masum Molla ,&nbsp;Quazi K. Hassan ,&nbsp;Ashraf Dewan","doi":"10.1016/j.cliser.2025.100609","DOIUrl":"10.1016/j.cliser.2025.100609","url":null,"abstract":"&lt;div&gt;&lt;div&gt;Heatwaves (HWs) are escalating in frequency and intensity, posing serious risks to human health, agriculture, and infrastructure worldwide. However, the lack of a universally accepted definition of HWs complicates consistent characterization across regions. In Bangladesh, a subtropical country increasingly vulnerable to extreme heat, the dynamics of HWs remain insufficiently understood. This study aims to bridge that knowledge gap by analyzing three decades of observational data to characterize HWs in Bangladesh, using ambient and apparent temperature metrics. Five HW indices were employed to assess 24-hour (EHF), daytime (CTX90pct, TX90), and nocturnal (CTN90pct, TN90) HW patterns, with humidity effects incorporated through apparent temperature-based indices. HWs were defined as events lasting at least three consecutive days, reflecting the heightened health risks of prolonged exposure. HWs were evaluated in terms of frequency, duration, intensity, and early onset patterns. Station-based observations were compared against corresponding estimates derived from ERA5 reanalysis data. The 90&lt;sup&gt;th&lt;/sup&gt; percentile of daily temperature emerged as a robust operational threshold for HW characterization in Bangladesh. Declines in temperature variability during HW events were linked to reduced intensities for indices sensitive to short-term variability or independent of seasonality. Humidity exerted a stronger influence on nocturnal HWs than on daytime events, while seasonal variations in temperature and humidity during the pre- and post-monsoon periods significantly shaped HW characteristics. These findings provide new insights into the spatiotemporal dynamics of HWs in Bangladesh, offering an evidence base to inform adaptation strategies in other subtropical regions facing similar climate threats.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Practical implications&lt;/h3&gt;&lt;div&gt;This study provides critical insights into the growing challenges of HWs in Bangladesh, highlighting their increasing frequency, duration, intensity, and earlier onset. The findings underscore the importance of adopting the 90&lt;sup&gt;th&lt;/sup&gt; percentile of daily temperature as a reliable threshold for HW characterization, tailored to Bangladesh’s subtropical climate. The study reveals distinct regional and seasonal patterns, with coastal areas experiencing prolonged HWs and humidity-driven nocturnal events, which significantly disrupt nighttime recovery and productivity. Policymakers can leverage these insights to develop localized mitigation strategies, such as early warning systems, urban heat management plans, and infrastructure adaptations to reduce HW impacts. The results emphasize the role of humidity in intensifying heat stress, calling for integrated approaches that consider both ambient temperature and apparent temperature metrics in HW assessments. Furthermore, the methodology used in this study is transferable to other similar climatic contexts, making the results valuable for informing pol","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100609"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145095708","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corporate competition in climate scenario analysis: Current challenges and solutions 气候情景分析中的企业竞争:当前的挑战和解决方案
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-08-23 DOI: 10.1016/j.cliser.2025.100604
Chia-Chi Lee , Shih-Yu Lee , Shih-Yun Kuo , Huang-Hsiung Hsu , Ya-Ting Kuo , Mu-Xing Lin , Chung-Pei Pien , Kuei-Tien Chou , Yi-Ting Tsai
The Task Force on Climate-related Financial Disclosures (TCFD) and IFRS (International Financial Reporting Standards) S2 Climate-related Disclosures alignments have recently emerged as a main driving force for companies to disclose climate-related risks. In this context, climate scenario analysis has a direct impact on future quantitative climate risks, and therefore plays a pivotal role in the technical aspects of climate-related risk disclosures. To effectively comply with world trend in climate risk disclosures, competent authorities in Taiwan now encourage major companies to actively align with the TCFD and IFRS S2. However, many firms fell into the myth of the “climate scenario analysis competition”, leading major companies to compete to display various scenario analysis results in their reports. While learning from each other, they tend to lose sight of their own needs, avoiding crucial issues and omitting the truly important information. This study uses the industry chain of climate services as an analytical framework to conduct stakeholder interviews to explore the difficulties companies face in accurately disclosing their climate risks and in conducting scenario analysis, and also examine the role played by public climate service providers. The research results show that standard operating procedures (SOP) for scenario analysis in different industries, customized climate scenario production and analysis, and the cultivation of public and private climate service providers are all indispensable for overcoming challenges currently facing effective corporate climate scenario analysis.
气候相关财务披露工作组(TCFD)和国际财务报告准则(IFRS) S2气候相关披露联盟最近成为企业披露气候相关风险的主要推动力。在这种背景下,气候情景分析对未来定量气候风险有直接影响,因此在气候相关风险披露的技术方面起着关键作用。为有效顺应全球气候风险披露趋势,台湾主管部门现鼓励各大企业积极配合TCFD及IFRS S2。然而,许多公司陷入了“气候情景分析竞争”的神话,导致各大公司竞相在其报告中展示各种情景分析结果。在相互学习的过程中,他们往往忽略了自己的需求,回避了关键问题,遗漏了真正重要的信息。本研究以气候服务产业链为分析框架,开展利益相关者访谈,探讨企业在准确披露气候风险和进行情景分析方面面临的困难,并考察公共气候服务提供者所扮演的角色。研究结果表明,不同行业的情景分析标准操作程序(SOP)、气候情景的定制化生产和分析以及公共和私营气候服务提供商的培养,都是克服当前企业气候情景分析面临的挑战所不可或缺的。
{"title":"Corporate competition in climate scenario analysis: Current challenges and solutions","authors":"Chia-Chi Lee ,&nbsp;Shih-Yu Lee ,&nbsp;Shih-Yun Kuo ,&nbsp;Huang-Hsiung Hsu ,&nbsp;Ya-Ting Kuo ,&nbsp;Mu-Xing Lin ,&nbsp;Chung-Pei Pien ,&nbsp;Kuei-Tien Chou ,&nbsp;Yi-Ting Tsai","doi":"10.1016/j.cliser.2025.100604","DOIUrl":"10.1016/j.cliser.2025.100604","url":null,"abstract":"<div><div>The Task Force on Climate-related Financial Disclosures (TCFD) and IFRS (International Financial Reporting Standards) S2 Climate-related Disclosures alignments have recently emerged as a main driving force for companies to disclose climate-related risks. In this context, climate scenario analysis has a direct impact on future quantitative climate risks, and therefore plays a pivotal role in the technical aspects of climate-related risk disclosures. To effectively comply with world trend in climate risk disclosures, competent authorities in Taiwan now encourage major companies to actively align with the TCFD and IFRS S2. However, many firms fell into the myth of the “climate scenario analysis competition”, leading major companies to compete to display various scenario analysis results in their reports. While learning from each other, they tend to lose sight of their own needs, avoiding crucial issues and omitting the truly important information. This study uses the industry chain of climate services as an analytical framework to conduct stakeholder interviews to explore the difficulties companies face in accurately disclosing their climate risks and in conducting scenario analysis, and also examine the role played by public climate service providers. The research results show that standard operating procedures (SOP) for scenario analysis in different industries, customized climate scenario production and analysis, and the cultivation of public and private climate service providers are all indispensable for overcoming challenges currently facing effective corporate climate scenario analysis.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100604"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144889617","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High time- and spatial-resolution climate scenarios of the DISTENDER project according to statistical and dynamical downscaling 基于统计和动力降尺度的DISTENDER项目的高时空分辨率气候情景
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-10-28 DOI: 10.1016/j.cliser.2025.100623
Robert Monjo , Yassmin H. Essa , Carlos Prado-López , Manpreet Kaur , Darío Redolat , César Paradinas , Dominic Royé , Bodo Ahrens , Roberto San José
This paper discusses statistical and dynamical methods used to produce local (grid-spacing < 4 km) and European (∼10 km) climate scenarios that were used as input for multi-sectoral impact models in the DevelopIng STratEgies by integrating mitigatioN, aDaptation and participation to climate changE Risks (DISTENDER) project, and shares the main results with a special focus on temperature and precipitation. The statistical downscaling consisted of three stages: (1) a parametric quantile mapping at a daily scale; (2) an analogous-transference function of hourly curves for each day, and (3) a classical geostatistical downscaling. This three-stage technique was applied to three representative Earth System Models according to three different climate-change level (being EC-EARTH3-Veg the medium case) under four shared socioeconomic pathways (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5). In addition, dynamical downscaling was also considered. Particularly, the ICOsahedral Nonhydrostatic model downscaled the EC-EARTH3-Veg model to computationally costly km-scale resolution under all four pathways. Both downscaling approaches show consistent behaviour for the downscaled model under the different pathways. Results indicate historical biases in precipitation about ± 10 % in general, while temperature biases ranged from −2°C to + 1°C across different regions and seasons. Under SSP5-8.5, summer precipitation in southern Europe is projected to decrease by up to 20 %, while northern Europe experiences increases of + 10 % to + 15 %. Temperature increases under the same scenario reach + 5°C in summer across southern Europe, with smaller increases of + 2°C to + 3°C in northern regions. These findings on management for uncertainty levels demonstrate the utility of combined downscaling approaches for local climate risk assessment and adaptation strategies.
本文讨论了用于生成本地(网格间距4公里)和欧洲(~ 10公里)气候情景的统计和动力学方法,这些情景通过整合减缓、适应和参与气候变化风险(DISTENDER)项目,被用作发展战略中多部门影响模型的输入,并分享了主要结果,特别关注温度和降水。统计降尺度包括三个阶段:(1)按日尺度进行参数分位数映射;(2)逐日逐时曲线的类似传递函数;(3)经典地统计学降尺度。在4条共享的社会经济路径(SSP1-2.6、SSP2-4.5、SSP3-7.0、SSP5-8.5)下,根据3种不同的气候变化水平(EC-EARTH3-Veg为中等情况),将该三阶段技术应用于3个具有代表性的地球系统模型。此外,还考虑了动态降尺度。特别是,在所有四种路径下,ICOsahedral非流体静力模型将EC-EARTH3-Veg模型缩小到计算成本很高的千米尺度分辨率。两种降尺度方法对不同路径下的降尺度模型表现出一致的行为。结果表明,降水的历史偏差一般为±10%,而不同地区和季节的温度偏差范围为−2°C至+ 1°C。在SSP5-8.5下,南欧夏季降水预计将减少20%,而北欧将增加10%至15%。在相同情景下,整个南欧夏季的温度升高将达到+ 5°C,北部地区的温度升高幅度较小,为+ 2°C至+ 3°C。这些关于不确定性水平管理的研究结果表明,综合降尺度方法对当地气候风险评估和适应战略具有实用价值。
{"title":"High time- and spatial-resolution climate scenarios of the DISTENDER project according to statistical and dynamical downscaling","authors":"Robert Monjo ,&nbsp;Yassmin H. Essa ,&nbsp;Carlos Prado-López ,&nbsp;Manpreet Kaur ,&nbsp;Darío Redolat ,&nbsp;César Paradinas ,&nbsp;Dominic Royé ,&nbsp;Bodo Ahrens ,&nbsp;Roberto San José","doi":"10.1016/j.cliser.2025.100623","DOIUrl":"10.1016/j.cliser.2025.100623","url":null,"abstract":"<div><div>This paper discusses statistical and dynamical methods used to produce local (grid-spacing &lt; 4 km) and European (∼10 km) climate scenarios that were used as input for multi-sectoral impact models in the DevelopIng STratEgies by integrating mitigatioN, aDaptation and participation to climate changE Risks (DISTENDER) project, and shares the main results with a special focus on temperature and precipitation. The statistical downscaling consisted of three stages: (1) a parametric quantile mapping at a daily scale; (2) an analogous-transference function of hourly curves for each day, and (3) a classical geostatistical downscaling. This three-stage technique was applied to three representative Earth System Models according to three different climate-change level (being EC-EARTH3-Veg the medium case) under four shared socioeconomic pathways (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5). In addition, dynamical downscaling was also considered. Particularly, the ICOsahedral Nonhydrostatic model downscaled the EC-EARTH3-Veg model to computationally costly km-scale resolution under all four pathways. Both downscaling approaches show consistent behaviour for the downscaled model under the different pathways. Results indicate historical biases in precipitation about ± 10 % in general, while temperature biases ranged from −2°C to + 1°C across different regions and seasons. Under SSP5-8.5, summer precipitation in southern Europe is projected to decrease by up to 20 %, while northern Europe experiences increases of + 10 % to + 15 %. Temperature increases under the same scenario reach + 5°C in summer across southern Europe, with smaller increases of + 2°C to + 3°C in northern regions. These findings on management for uncertainty levels demonstrate the utility of combined downscaling approaches for local climate risk assessment and adaptation strategies.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100623"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145416091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Livelihood resilience and digitalization: Food security strategies for marginalized rural communities affected by floods in Pakistan 生计复原力和数字化:巴基斯坦受洪水影响的边缘化农村社区的粮食安全战略
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-09-20 DOI: 10.1016/j.cliser.2025.100612
Muhammad Aamir Shahzad , Xu Zhao , Jin Zhang , Mehwish Rasheed , Shengze Qin
Pakistan is extremely vulnerable to floods which severely affect millions of people and create food instability and obstruct livelihoods with marginalized rural communities are most at risk due to poor resources and adaptive capability. Strengthening household-level strategies is critical for enhancing community resilience. This study aims to identify the adoption of flood resilience strategies, the role of digitalization and assess their impact on food instability and livelihood resilience in marginalized rural communities using multivariate probit model and propensity score matching techniques. This uses data from 384 households, collected through multistage sampling methods. Findings indicate that most households lack digitalization services and effective early warning mechanisms; however, they adopt mitigation measures that enhance livelihoods and food stability. For instance, migration is associated with larger landholdings, while mixed farming and diversified occupations increase livestock ownership, resource mobilization, and dietary diversity, although cereal-based diets remain predominant. Gender imbalances and sociodemographic factors significantly influence flood coping strategies and community livelihood resilience. This study suggests that policy measures should expand digital infrastructure and early warning systems, address gender inequalities, and promote diversified livelihoods. Locally tailored adaptation strategies, coupled with dietary diversification, are essential for sustainable flood resilience and long-term food security.
巴基斯坦非常容易受到洪水的影响,洪水严重影响了数百万人,造成粮食不稳定,阻碍了边缘化农村社区的生计,由于资源和适应能力不足,这些社区面临的风险最大。加强家庭层面的战略对于增强社区抵御能力至关重要。本研究旨在利用多元probit模型和倾向得分匹配技术,确定农村边缘社区采用的抗洪策略、数字化的作用,并评估其对粮食不稳定性和生计抗洪能力的影响。本研究使用了384户家庭的数据,这些数据是通过多阶段抽样方法收集的。研究结果表明,大多数家庭缺乏数字化服务和有效的预警机制;然而,他们采取缓解措施,改善生计和粮食稳定。例如,移徙与土地拥有量增加有关,而混合农业和多样化职业增加了牲畜拥有量、资源动员和饮食多样性,尽管以谷物为基础的饮食仍然占主导地位。性别失衡和社会人口因素显著影响洪水应对策略和社区生计复原力。该研究建议,政策措施应扩大数字基础设施和早期预警系统,解决性别不平等问题,促进多样化的生计。因地制宜的适应战略,加上饮食多样化,对于可持续的抗洪能力和长期粮食安全至关重要。
{"title":"Livelihood resilience and digitalization: Food security strategies for marginalized rural communities affected by floods in Pakistan","authors":"Muhammad Aamir Shahzad ,&nbsp;Xu Zhao ,&nbsp;Jin Zhang ,&nbsp;Mehwish Rasheed ,&nbsp;Shengze Qin","doi":"10.1016/j.cliser.2025.100612","DOIUrl":"10.1016/j.cliser.2025.100612","url":null,"abstract":"<div><div>Pakistan is extremely vulnerable to floods which severely affect millions of people and create food instability and obstruct livelihoods with marginalized rural communities are most at risk due to poor resources and adaptive capability. Strengthening household-level strategies is critical for enhancing community resilience. This study aims to identify the adoption of flood resilience strategies, the role of digitalization and assess their impact on food instability and livelihood resilience in marginalized rural communities using multivariate probit model and propensity score matching techniques. This uses data from 384 households, collected through multistage sampling methods. Findings indicate that most households lack digitalization services and effective early warning mechanisms; however, they adopt mitigation measures that enhance livelihoods and food stability. For instance, migration is associated with larger landholdings, while mixed farming and diversified occupations increase livestock ownership, resource mobilization, and dietary diversity, although cereal-based diets remain predominant. Gender imbalances and sociodemographic factors significantly influence flood coping strategies and community livelihood resilience. This study suggests that policy measures should expand digital infrastructure and early warning systems, address gender inequalities, and promote diversified livelihoods. Locally tailored adaptation strategies, coupled with dietary diversification, are essential for sustainable flood resilience and long-term food security.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100612"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145095628","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dust distribution and transport associated with a desert depression 与沙漠洼地有关的粉尘分布和运输
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-09-23 DOI: 10.1016/j.cliser.2025.100614
Motirh Al-Mutairi , Abdulhaleem Labban , Abdallah Abdeldym , Amgad Saber , Heshmat Abdel Basset , Mohamed Eid
The rapid intensification of dust storms poses a significant challenge to climate services, forecasting, and early warning systems, with widespread impacts on public health and key sectors like aviation. While a general link between these storms and meteorological depressions is known, the specific dynamic mechanisms that drive their rapid development and make them difficult to predict remain poorly understood. This study addresses this critical gap by providing a detailed synoptic-dynamic analysis of a high-impact dust storm that occurred over North Africa and the Arabian Peninsula from March 15–19, 2017. Utilizing ECMWF ERA5 reanalysis data and SEVIRI satellite imagery, we investigated the atmospheric processes that led to the event. The analysis confirms that the storm was initiated by a desert depression that formed in the lee of the Atlas Mountains. The cyclogenesis was fueled by a strong meridional temperature gradient at the lower levels and driven by the advection of positive vorticity and a warm air mass toward the developing depression. Within the region of low-level baroclinicity, the depression’s development was aided by strong low-level winds. These conditions intensified winds, which, coupled with a direct transverse circulation, triggered significant dust mobilization and vertical mixing. These findings directly contribute to the improvement of climate services that were introduced into the region by identifying the key dynamical precursors that could be used as more reliable indicators of imminent, high-impact dust events. This research demonstrates how a better understanding of the formation processes of desert depressions can enhance the accuracy and lead time of operational forecasts, ultimately leading to more effective early warning systems.
沙尘暴的迅速加剧对气候服务、预报和预警系统构成了重大挑战,对公共卫生和航空等关键部门产生了广泛影响。虽然这些风暴和气象低气压之间的一般联系是已知的,但推动它们快速发展并使它们难以预测的具体动力机制仍然知之甚少。本研究通过对2017年3月15日至19日发生在北非和阿拉伯半岛的一次高影响沙尘暴进行详细的天气动力学分析,解决了这一关键空白。利用ECMWF ERA5再分析数据和SEVIRI卫星图像,我们研究了导致这次事件的大气过程。分析证实,这场风暴是由阿特拉斯山脉背风处形成的沙漠洼地引发的。低层强经向温度梯度推动了气旋的形成,正涡度平流和暖气团向发展中的低压方向推动了气旋的形成。在低空斜压区,低空强风辅助了低气压的发展。这些条件加剧了风,加上直接的横向环流,引发了显著的粉尘动员和垂直混合。这些发现直接有助于改善引入该地区的气候服务,通过确定关键的动力学前兆,这些前兆可以用作即将发生的高影响沙尘事件的更可靠的指标。这项研究表明,更好地了解沙漠洼地的形成过程可以提高业务预测的准确性和提前时间,最终导致更有效的预警系统。
{"title":"Dust distribution and transport associated with a desert depression","authors":"Motirh Al-Mutairi ,&nbsp;Abdulhaleem Labban ,&nbsp;Abdallah Abdeldym ,&nbsp;Amgad Saber ,&nbsp;Heshmat Abdel Basset ,&nbsp;Mohamed Eid","doi":"10.1016/j.cliser.2025.100614","DOIUrl":"10.1016/j.cliser.2025.100614","url":null,"abstract":"<div><div>The rapid intensification of dust storms poses a significant challenge to climate services, forecasting, and early warning systems, with widespread impacts on public health and key sectors like aviation. While a general link between these storms and meteorological depressions is known, the specific dynamic mechanisms that drive their rapid development and make them difficult to predict remain poorly understood. This study addresses this critical gap by providing a detailed synoptic-dynamic analysis of a high-impact dust storm that occurred over North Africa and the Arabian Peninsula from March 15–19, 2017. Utilizing ECMWF ERA5 reanalysis data and SEVIRI satellite imagery, we investigated the atmospheric processes that led to the event. The analysis confirms that the storm was initiated by a desert depression that formed in the lee of the Atlas Mountains. The cyclogenesis was fueled by a strong meridional temperature gradient at the lower levels and driven by the advection of positive vorticity and a warm air mass toward the developing depression. Within the region of low-level baroclinicity, the depression’s development was aided by strong low-level winds. These conditions intensified winds, which, coupled with a direct transverse circulation, triggered significant dust mobilization and vertical mixing. These findings directly contribute to the improvement of climate services that were introduced into the region by identifying the key dynamical precursors that could be used as more reliable indicators of imminent, high-impact dust events. This research demonstrates how a better understanding of the formation processes of desert depressions can enhance the accuracy and lead time of operational forecasts, ultimately leading to more effective early warning systems.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100614"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145108983","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Typologies of climate service co-creation approaches in practice 实践中气候服务共同创造方法的类型
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-09-16 DOI: 10.1016/j.cliser.2025.100607
Balbina Nyamakura , Ilyas Masih , Micha Werner , Leon Hermans , Graham Jewitt
Co-creation is seen as instrumental in bridging the gap between scientific innovation in climate services and their use in decision-making. However, there has been limited engagement with the different types of co-creation approaches that exist in practice, how they are executed, how they bridge the usability gap, and in what situations they would be most effective. This study aims to characterise climate service co-creation in practice, and develop typologies to explore how they bridge the usability gap. We conducted Thematic and Ideal Type Analyses of 33 case studies developed from Key Informant Interviews and Content Analysis of co-creation process documents.
We show that i) co-creation approaches place a strong emphasis on the climate information (its usability and usefulness) to improve use of climate services, ii) co-creation in practice deviates from the theoretical approach, and iii) in addition to other contextual factors, the mode (research and commissioned) of co-creation has a strong influence on the execution of co-creation processes. We develop three typologies of climate service co-creation in practice; i) information-intensive (n = 21), concerned with producing useful information; ii) functional-use intensive (n = 5), concerned with the usability of the co-created information in decision-making; and, iii) innovation-oriented (n = 7), concerned with embedding new insights into innovative climate services.
This study benefits researchers and practitioners implementing co-creation in the field of climate services to understand the types of co-creation that exist, the risks associated with each type, and the level to which each type may influence the use of climate services.
共同创造被认为有助于弥合气候服务方面的科学创新与其在决策中的应用之间的差距。然而,对于实践中存在的不同类型的共同创造方法,它们是如何执行的,它们是如何弥合可用性差距的,以及在什么情况下它们是最有效的,人们的参与是有限的。本研究旨在描述实践中的气候服务共同创造,并开发类型学来探索它们如何弥合可用性差距。我们对33个案例进行了主题和理想类型分析,这些案例来自关键线人访谈和共同创造过程文档的内容分析。我们发现,i)共同创造方法非常强调气候信息(其可用性和有用性),以改善气候服务的使用;ii)共同创造在实践中偏离了理论方法;iii)除了其他背景因素外,共同创造的模式(研究和委托)对共同创造过程的执行有很强的影响。在实践中,我们提出了气候服务共同创造的三种类型;1)信息密集型(n = 21),与产生有用信息有关;Ii)功能使用密集型(n = 5),关注共同创建的信息在决策中的可用性;iii)以创新为导向(n = 7),关注在创新气候服务中嵌入新的见解。这项研究有助于在气候服务领域实施共同创造的研究人员和实践者了解存在的共同创造类型、与每种类型相关的风险以及每种类型可能影响气候服务使用的程度。
{"title":"Typologies of climate service co-creation approaches in practice","authors":"Balbina Nyamakura ,&nbsp;Ilyas Masih ,&nbsp;Micha Werner ,&nbsp;Leon Hermans ,&nbsp;Graham Jewitt","doi":"10.1016/j.cliser.2025.100607","DOIUrl":"10.1016/j.cliser.2025.100607","url":null,"abstract":"<div><div>Co-creation is seen as instrumental in bridging the gap between scientific innovation in climate services and their use in decision-making. However, there has been limited engagement with the different types of co-creation approaches that exist in practice, how they are executed, how they bridge the usability gap, and in what situations they would be most effective. This study aims to characterise climate service co-creation in practice, and develop typologies to explore how they bridge the usability gap. We conducted Thematic and Ideal Type Analyses of 33 case studies developed from Key Informant Interviews and Content Analysis of co-creation process documents.</div><div>We show that i) co-creation approaches place a strong emphasis on the climate information (its usability and usefulness) to improve use of climate services, ii) co-creation in practice deviates from the theoretical approach, and iii) in addition to other contextual factors, the mode (research and commissioned) of co-creation has a strong influence on the execution of co-creation processes. We develop three typologies of climate service co-creation in practice; i) information-intensive (n = 21), concerned with producing useful information; ii) functional-use intensive (n = 5), concerned with the usability of the co-created information in decision-making; and, iii) innovation-oriented (n = 7), concerned with embedding new insights into innovative climate services.</div><div>This study benefits researchers and practitioners implementing co-creation in the field of climate services to understand the types of co-creation that exist, the risks associated with each type, and the level to which each type may influence the use of climate services.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100607"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145095626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging the benefits of a multi-index approach in quantifying and classifying climatic suitability for tourism 利用多指数方法对旅游气候适宜性进行量化和分类的好处
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-09-13 DOI: 10.1016/j.cliser.2025.100608
Ariel S. Prinsloo, Jennifer M. Fitchett
Tourism climate indices are used to quantify, classify and compare the climatic suitability of tourism destinations. Most, if not all, are used in isolation. Where more than one index is used, it is often to demonstrate the relative efficacy of one index. This is peculiar within climate sciences, where for thermal comfort and climate modelling, multi-index approaches are the norm. We advocate for the extension of this approach to tourism climatology, as multi-index approaches provide a more comprehensive understanding of the climatic suitability of destinations for a wide range of tourist activities on offer. We make this argument through applying this approach to Réunion Island, a destination with diverse forms of tourism, topography and microclimates. Applying the Tourism Climate Index (TCI), Holiday Climate Index for Urban Tourism (HCIUrban), Holiday Climate Index for Beach Tourism (HCIBeach) and the Camping Climate Index (CCI) for 33 years of data across 11 stations, we demonstrate the varied outputs in terms of peak seasonal suitability across touristic attractions, the relative suitability across locations and change in climatic suitability over time. This approach is beneficial in describing the climatic suitability for tourism more accurately, identifying the nuances in suitability for different tourism types and is, therefore, a valuable approach to use in future studies.
旅游气候指数用于量化、分类和比较旅游目的地的气候适宜性。大多数,如果不是全部,都是单独使用的。在使用多个指标的情况下,通常是为了证明一个指标的相对有效性。这在气候科学中是特殊的,因为对于热舒适和气候建模,多指数方法是常态。我们提倡将这种方法扩展到旅游气候学,因为多指数方法可以更全面地了解目的地的气候适宜性,从而提供广泛的旅游活动。我们通过将这种方法应用于r union岛,这是一个具有多种旅游形式、地形和小气候的目的地。利用旅游气候指数(TCI)、城市旅游假日气候指数(HCIUrban)、海滩旅游假日气候指数(HCIBeach)和露营气候指数(CCI)对11个站点33年的数据进行分析,我们展示了不同旅游景点的高峰季节适宜性、不同地点的相对适宜性以及气候适宜性随时间变化的不同结果。这种方法有助于更准确地描述旅游的气候适宜性,识别不同旅游类型适宜性的细微差别,因此,在未来的研究中是一种有价值的方法。
{"title":"Leveraging the benefits of a multi-index approach in quantifying and classifying climatic suitability for tourism","authors":"Ariel S. Prinsloo,&nbsp;Jennifer M. Fitchett","doi":"10.1016/j.cliser.2025.100608","DOIUrl":"10.1016/j.cliser.2025.100608","url":null,"abstract":"<div><div>Tourism climate indices are used to quantify, classify and compare the climatic suitability of tourism destinations. Most, if not all, are used in isolation. Where more than one index is used, it is often to demonstrate the relative efficacy of one index. This is peculiar within climate sciences, where for thermal comfort and climate modelling, multi-index approaches are the norm. We advocate for the extension of this approach to tourism climatology, as multi-index approaches provide a more comprehensive understanding of the climatic suitability of destinations for a wide range of tourist activities on offer. We make this argument through applying this approach to Réunion Island, a destination with diverse forms of tourism, topography and microclimates. Applying the Tourism Climate Index (TCI), Holiday Climate Index for Urban Tourism (HCI<sub>Urban</sub>), Holiday Climate Index for Beach Tourism (HCI<sub>Beach</sub>) and the Camping Climate Index (CCI) for 33 years of data across 11 stations, we demonstrate the varied outputs in terms of peak seasonal suitability across touristic attractions, the relative suitability across locations and change in climatic suitability over time. This approach is beneficial in describing the climatic suitability for tourism more accurately, identifying the nuances in suitability for different tourism types and is, therefore, a valuable approach to use in future studies.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100608"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145049024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A hybrid-model-based probabilistic forecast procedure for the seasonal frequency of tropical cyclones 基于混合模式的热带气旋季节频率概率预报方法
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-11-03 DOI: 10.1016/j.cliser.2025.100627
Youngeun Kim, Namyoung Kang
For effective prevention of climatic disasters from tropical cyclones (TCs), forecast information on TC activity needs to be developed in a form that can be practically exploited in the public. This study aims to construct a probabilistic forecast procedure for the seasonal number of TCs occurring over the western North Pacific based on a hybrid modeling technique. First, a numerical ensemble model, global seasonal forecasting system version 6 (GloSea6), is employed to the hybrid model, where the ensemble outputs are used for dynamical inputs to the statistical module. Then, a Poisson regression modeling is applied to the statistical module and the predictive probability distribution is produced. Lastly, a probabilistic forecast procedure using five forecast categories such as “Below Normal”, “Normal or Below Normal”, “Normal”, “Normal or Above Normal”, and “Above Normal” is proposed based on the probability distribution. All procedure is demonstrated and verified using GloSea6’s hindcasts over the 24 years (1993–2016) during six months (from June to November). This study contributes to disaster management by enhancing the usability and interpretability of seasonal tropical cyclone forecasts, thereby supporting anticipatory decision-making under conditions of climatic uncertainty.
为了有效地预防热带气旋造成的气候灾害,需要发展热带气旋活动的预报资料,使其能够为公众实际利用。本研究旨在建立一个基于混合模式技术的北太平洋西部tc季节数量的概率预报程序。首先,将全球季节预报系统版本6 (GloSea6)的数值集合模型用于混合模型,其中集合输出用于统计模块的动态输入。然后,对统计模块进行泊松回归建模,得到预测概率分布。最后,提出了基于概率分布的“低于正常”、“正常或低于正常”、“正常”、“正常或高于正常”、“高于正常”5个预测类别的概率预测程序。使用GloSea6在6个月内(从6月到11月)对24年(1993-2016)的预测进行了演示和验证。这项研究通过提高季节性热带气旋预报的可用性和可解释性,从而有助于灾害管理,从而支持在气候不确定条件下的预期决策。
{"title":"A hybrid-model-based probabilistic forecast procedure for the seasonal frequency of tropical cyclones","authors":"Youngeun Kim,&nbsp;Namyoung Kang","doi":"10.1016/j.cliser.2025.100627","DOIUrl":"10.1016/j.cliser.2025.100627","url":null,"abstract":"<div><div>For effective prevention of climatic disasters from tropical cyclones (TCs), forecast information on TC activity needs to be developed in a form that can be practically exploited in the public. This study aims to construct a probabilistic forecast procedure for the seasonal number of TCs occurring over the western North Pacific based on a hybrid modeling technique. First, a numerical ensemble model, global seasonal forecasting system version 6 (GloSea6), is employed to the hybrid model, where the ensemble outputs are used for dynamical inputs to the statistical module. Then, a Poisson regression modeling is applied to the statistical module and the predictive probability distribution is produced. Lastly, a probabilistic forecast procedure using five forecast categories such as “Below Normal”, “Normal or Below Normal”, “Normal”, “Normal or Above Normal”, and “Above Normal” is proposed based on the probability distribution. All procedure is demonstrated and verified using GloSea6’s hindcasts over the 24 years (1993–2016) during six months (from June to November). This study contributes to disaster management by enhancing the usability and interpretability of seasonal tropical cyclone forecasts, thereby supporting anticipatory decision-making under conditions of climatic uncertainty.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100627"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145465733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Community vulnerability assessment and adaptation planning: A workshop methodology to expedite progress 社区脆弱性评估和适应规划:加快进展的研讨会方法
IF 4.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-01 Epub Date: 2025-10-29 DOI: 10.1016/j.cliser.2025.100621
Deb Rudnick , Lara Hansen , Marc Stern , Caleb O’brien , Jenn Brousseau , Arden Drake , Eric Mielbrecht
We lay out a methodology for planning and implementing place-based climate adaptation workshops, which are an increasingly commonly used tool to help communities prepare for and respond to climate change impacts. This methodology was created using literature from the field, a Delphi study to generate consensus-based best practices for effective workshops in the United States, and the authors’ experiences implementing the methodology at workshops in eight U.S. communities across a range of geographies, political contexts, and climate exposures. Workshop facilitators guided participants through vulnerability assessments for their communities, introduced tools and data for supporting this work, and engaged participants in break-out group discussions to co-develop adaptation solutions for increasing community resilience to identified climate change vulnerabilities. Our work supports that workshop effectiveness is enhanced when key conditions are put in place, including encouraging a diversity of participation; reducing barriers to participation; providing expert facilitation; sharing locally relevant examples; and creating space for co-generated solutions that are feasible and for which leaders and partners are identified to lead implementation. We share evidence that, while workshops were recent, communities have started undertaking adaptation solutions identified during the climate adaptation workshops and are translating them into planning and implementation in their communities. In providing this methodology, we aim to share a case study for creating and conducting effective, capacity-building place-based climate adaptation workshops that can help communities build resilience to climate change.
我们提出了一种规划和实施基于地点的气候适应研讨会的方法,这是一种越来越常用的工具,可以帮助社区准备和应对气候变化的影响。该方法是利用该领域的文献、德尔福研究(Delphi study)为美国有效的研讨会生成基于共识的最佳实践,以及作者在美国八个社区的研讨会上实施该方法的经验而创建的,这些研讨会跨越了一系列地理、政治背景和气候风险。研讨会主持人指导与会者对其社区进行脆弱性评估,介绍支持这项工作的工具和数据,并让与会者参加分组讨论,共同制定适应解决方案,以提高社区对已确定的气候变化脆弱性的抵御能力。我们的工作支持,当关键条件到位时,包括鼓励多样化参与,讲习班的有效性就会得到提高;减少参与障碍;提供专家协助;分享本地相关的例子;并为共同产生的解决方案创造空间,这些解决方案是可行的,并且确定了领导者和合作伙伴来领导实施。我们分享的证据表明,虽然讲习班是最近举办的,但社区已经开始采取在气候适应讲习班期间确定的适应解决方案,并正在将其转化为社区的规划和实施。在提供这种方法的过程中,我们的目标是分享一个案例研究,以创建和开展有效的、能力建设的、基于地点的气候适应讲习班,帮助社区建立对气候变化的适应能力。
{"title":"Community vulnerability assessment and adaptation planning: A workshop methodology to expedite progress","authors":"Deb Rudnick ,&nbsp;Lara Hansen ,&nbsp;Marc Stern ,&nbsp;Caleb O’brien ,&nbsp;Jenn Brousseau ,&nbsp;Arden Drake ,&nbsp;Eric Mielbrecht","doi":"10.1016/j.cliser.2025.100621","DOIUrl":"10.1016/j.cliser.2025.100621","url":null,"abstract":"<div><div>We lay out a methodology for planning and implementing place-based climate adaptation workshops, which are an increasingly commonly used tool to help communities prepare for and respond to climate change impacts. This methodology was created using literature from the field, a Delphi study to generate consensus-based best practices for effective workshops in the United States, and the authors’ experiences implementing the methodology at workshops in eight U.S. communities across a range of geographies, political contexts, and climate exposures. Workshop facilitators guided participants through vulnerability assessments for their communities, introduced tools and data for supporting this work, and engaged participants in break-out group discussions to co-develop adaptation solutions for increasing community resilience to identified climate change vulnerabilities. Our work supports that workshop effectiveness is enhanced when key conditions are put in place, including encouraging a diversity of participation; reducing barriers to participation; providing expert facilitation; sharing locally relevant examples; and creating space for co-generated solutions that are feasible and for which leaders and partners are identified to lead implementation. We share evidence that, while workshops were recent, communities have started undertaking adaptation solutions identified during the climate adaptation workshops and are translating them into planning and implementation in their communities. In providing this methodology, we aim to share a case study for creating and conducting effective, capacity-building place-based climate adaptation workshops that can help communities build resilience to climate change.</div></div>","PeriodicalId":51332,"journal":{"name":"Climate Services","volume":"40 ","pages":"Article 100621"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145416172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Climate Services
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1