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Data-driven seasonal climate predictions via variational inference and transformers 数据驱动的季节气候预测,通过变分推理和变压器
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-15 DOI: 10.1038/s41612-026-01320-z
Lluís Palma, Alejandro Peraza, David Civantos-Prieto, Amanda Duarte, Stefano Materia, Ángel G. Muñoz, Jesús Peña-Izquierdo, Laia Romero, Albert Soret, Markus G. Donat
Most operational climate services providers base their seasonal predictions on initialised general circulation models (GCMs) or empirical statistical techniques. GCMs are widely used but require substantial computational resources, limiting their capacity. In contrast, statistical methods often lack robustness due to the short historical records available. Recent works propose machine learning methods trained on climate model output, leveraging larger sample sizes. Yet, many of these studies focus on prediction tasks that may be restricted in spatial or temporal extent, thereby creating a gap with existing operational predictions. Others fail to disentangle the sources of skill in the context of climate change, where strong trends provide spurious estimates. This study combines variational inference with transformers to predict global and regional seasonal anomalies of temperature and rainfall. The model is trained on output from CMIP6 and tested using ERA5 reanalysis data. Temperature predictions demonstrate skill beyond the climatology and climate-change trend and even outperform the numerical state-of-the-art system SEAS5 in some ocean and land areas. Precipitation forecasts show more limited skill, with fewer regions outperforming climatology and fewer surpassing SEAS5. Furthermore, the consistency found in both teleconnections and skill spatial patterns against SEAS5 suggests that both systems build on similar sources of predictability.
大多数业务气候服务提供者的季节预测基于初始环流模式(GCMs)或经验统计技术。gcm被广泛使用,但需要大量的计算资源,限制了它们的能力。相比之下,由于可用的历史记录较短,统计方法往往缺乏稳健性。最近的研究提出了在气候模型输出上训练的机器学习方法,利用更大的样本量。然而,这些研究中的许多都集中在可能在空间或时间范围上受到限制的预测任务上,从而与现有的操作预测产生差距。另一些则未能在气候变化的背景下理清技能的来源,在这种情况下,强劲的趋势提供了虚假的估计。本研究结合变分推理与变压器预测全球和区域的季节温度和降雨异常。该模型在CMIP6的输出上进行训练,并使用ERA5再分析数据进行测试。在一些海洋和陆地地区,温度预测显示出超出气候学和气候变化趋势的技术,甚至超过了最先进的数值系统SEAS5。降水预报显示出更有限的技能,表现优于气候学和优于季5的地区更少。此外,与第5季相比,远程连接和技能空间模式的一致性表明,这两个系统都建立在类似的可预测性来源上。
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引用次数: 0
Three generations of NARCliM: future projections of mean and extreme climate over the CORDEX Australasia domain NARCliM的三代:CORDEX澳大拉西亚地区平均和极端气候的未来预测
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-14 DOI: 10.1038/s41612-025-01280-w
Fei Ji, Moutassem El Rafei, Giovanni Di Virgilio, Jason P. Evans, Jatin Kala, Stephen White, Julia Andrys, Dipayan Choudhury, Eugene Tam, Yue Li, Rishav Goyal, Carlos Vieira Rocha, Matthew L. Riley
Regional climate simulations provide essential high-resolution information for climate services. This study evaluates future changes in mean climate and 10 extremes using three generations of the NARCliM (NSW and Australian Regional Climate Modelling) project, which downscale CMIP3, CMIP5, and CMIP6 models. Projections show statistically significant increases in maximum and minimum temperatures across all NARCliM generations, with consistent spatial patterns. The magnitude of warming is primarily influenced by driving GCMs and emissions scenarios. In contrast, precipitation projections exhibit greater variability between generations, reflecting model and scenario differences and underscoring the challenge of projecting future precipitation. Extreme heat indices are projected to increase across Australia, with consistent spatial patterns and stronger changes under higher emissions, indicating more frequent and severe extreme heat events. Precipitation extremes display more variability across regions, model generations, and scenarios, although certain trends are robust. The intensity of very extreme rainfall (above the 99th percentile) is projected to increase, as is the maximum length of dry spells. Conversely, the maximum length of wet spells and the number of heavy rain days are expected to decrease. NARCliM2.0 specifically suggests shorter wet periods and fewer heavy rain days, but more intense extreme rainfall. These findings demonstrate the relative robustness of temperature and its extremes compared to precipitation and emphasize the value of broader GCM ensembles in future downscaling efforts to improve confidence in regional projections.
区域气候模拟为气候服务提供必要的高分辨率信息。本研究利用NSW和澳大利亚区域气候模拟(NARCliM)项目的三代模型(CMIP3、CMIP5和CMIP6)对未来平均气候和10个极端事件的变化进行了评估。预估显示,NARCliM各代的最高和最低温度在统计上显著增加,且具有一致的空间格局。变暖的幅度主要受到驱动gcm和排放情景的影响。相比之下,降水预估在代际间表现出更大的变异性,反映了模式和情景的差异,并强调了预估未来降水的挑战。预计澳大利亚各地的极端高温指数将增加,在高排放下具有一致的空间格局和更强的变化,表明极端高温事件更加频繁和严重。尽管某些趋势是稳健的,但极端降水在不同地区、不同模式世代和不同情景之间表现出更多的可变性。极极端降雨的强度(高于99个百分位数)预计会增加,干旱期的最长时间也会增加。相反,最长降雨时间和大雨日数预计将减少。NARCliM2.0特别表明,湿润期缩短,暴雨日数减少,但极端降雨更加强烈。这些发现表明,与降水相比,温度及其极端值具有相对的鲁棒性,并强调了更广泛的GCM组合在未来降低尺度以提高区域预估可信度方面的价值。
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引用次数: 0
Parameterising the effect of human occupancy and kinetic energy on indoor air pollution 参数化人的占用和动能对室内空气污染的影响
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-14 DOI: 10.1038/s41612-025-01281-9
Dimitrios Bousiotis, Dylan S. Sanghera, Jenny Carrington, Glyn Hodgkiss, Farzaneh Jajarmi, Khalid Z. Rajab, Francis D. Pope
Indoor air quality (IAQ) is increasingly recognised as one of the most important aspects for public health, workplace safety and productivity. While indoor and outdoor factors both influence indoor pollutant levels, human presence and activity are key drivers of the emission of specific pollutants, including particulate matter (PM), total volatile organic compounds (TVOCs) and carbon dioxide (CO2). This study investigates the relationship between occupancy, physical activity measured by kinetic energy (KE), and air pollution concentrations in a real-world office setting, by combining data from air quality and radar motion sensors. Two exemplar office spaces were investigated, comprising an open-office area and a meeting room. PM, in the PM1 and PM2.5 size fractions, were found to be highly correlated with the outdoor conditions, whereas PM10 correlates more closely with indoor occupancy (up to r = 0.65). Even higher correlations, up to r = 0.74, were found between human activity, quantified as KE, and the PM10 concentrations. The TVOCs and CO2 showed even stronger correlations with KE (up to r = 0.83), suggesting that these metrics can be used as excellent proxies for estimating certain types of indoor air pollution. Notably, the impact of additional occupants varies depending on room characteristics and usage, underscoring the need for contextualised models of IAQ. By quantifying both outdoor infiltration and indoor emissions, this study offers a framework for disentangling pollutant sources and guiding interventions to optimise IAQ. These insights support evidence-based strategies to create healthier and more productive office environments.
室内空气质量(IAQ)越来越被认为是公共健康、工作场所安全和生产力的最重要方面之一。虽然室内和室外因素都会影响室内污染物水平,但人类的存在和活动是特定污染物排放的关键驱动因素,包括颗粒物(PM)、总挥发性有机化合物(TVOCs)和二氧化碳(CO2)。本研究通过结合空气质量和雷达运动传感器的数据,调查了现实世界办公室环境中占用率、动能(KE)测量的身体活动和空气污染浓度之间的关系。调查了两个典型的办公空间,包括一个开放式办公区和一个会议室。PM,在PM1和PM2.5的大小分数中,被发现与室外条件高度相关,而PM10与室内占用更密切相关(高达r = 0.65)。人类活动(量化为KE)与PM10浓度之间的相关性甚至更高,r = 0.74。TVOCs和CO2与KE表现出更强的相关性(r = 0.83),这表明这些指标可以作为估计某些类型室内空气污染的优秀代理。值得注意的是,额外居住者的影响因房间特征和使用情况而异,这强调了对室内空气质量情境模型的需求。通过对室外渗透和室内排放进行量化,本研究为理清污染源和指导干预措施以优化室内空气质量提供了一个框架。这些见解支持基于证据的策略,以创造更健康、更高效的办公环境。
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引用次数: 0
Projected changes in atmospheric pathways of Western North American heatwaves simulated from high-resolution coupled model simulations 高分辨率耦合模式模拟北美西部热浪大气路径的预估变化
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-13 DOI: 10.1038/s41612-025-01319-y
Mingyu Park, Nathaniel C. Johnson
Western North America (WNA) is a regional hotspot for summer heat extremes. However, our understanding of the atmospheric processes driving WNA heatwaves remains largely based on a few case studies. In this study, we investigate the general characteristics of atmospheric pathways associated with WNA heatwaves using a 30-member high-resolution coupled model simulation. Synthesizing the WNA heatwave events across the large ensemble, we reinforce the view that WNA heatwaves are systematically driven by: (1) a Rossby wave train originating from the western North Pacific, (2) poleward moisture transport toward the Gulf of Alaska, occasionally via atmospheric rivers, and (3) downstream ridge amplification over WNA. Although these features also appear in the late twenty-first-century projections, notable changes include farther poleward moisture transport and broader ridge development in the future. Under the anomaly-based heatwave definition used in this study, which removes the influence of mean temperature change, the frequency of WNA heatwaves is projected to decrease. Our findings suggest that mechanisms identified in case studies, including upstream Rossby wave packets and subsequent moist processes, are broadly applicable to understanding WNA heatwaves over recent decades and their projected changes.
北美西部(WNA)是夏季极端高温的区域热点。然而,我们对驱动WNA热浪的大气过程的理解仍然主要基于一些案例研究。在这项研究中,我们利用30个高分辨率耦合模式模拟研究了与WNA热浪相关的大气路径的一般特征。综合整个大集合的WNA热浪事件,我们加强了WNA热浪系统驱动的观点:(1)来自北太平洋西部的罗斯比波列,(2)向阿拉斯加湾的极地水汽输送,偶尔通过大气河流,以及(3)WNA下游脊放大。虽然这些特征也出现在21世纪后期的预估中,但值得注意的变化包括未来更向极地的水汽输送和更广泛的高压脊发展。在本研究采用的基于异常的热浪定义下,去除平均温度变化的影响,预估WNA热浪的频率会减少。我们的研究结果表明,在案例研究中确定的机制,包括上游Rossby波包和随后的潮湿过程,广泛适用于理解近几十年来的WNA热浪及其预测变化。
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引用次数: 0
The interdecadal variations of cross-month correlation feature of the NWPSH 西北副高跨月相关特征的年代际变化
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-13 DOI: 10.1038/s41612-025-01308-1
Shuai Li, Jie Yang, Fred Kucharski, ZhiQiang Gong, Ziyu Huang, Guolin Feng
The Northwest Pacific Subtropical High (NWPSH) presents a notable and even counterintuitive phenomenon: it shows a strong positive correlation between June and August (correlation coefficient: 0.55, significant at the 99.5% confidence level) during 1979–2005, while this correlation weakens sharply to -0.05 in 2006–2024. However, the relationships between June and July, and between July and August remain consistently weak throughout the entire period. Positive sea surface temperature (SST) anomalies in the tropical North Indian Ocean (TNIO) contribute to a persistent intensification of the NWPSH from June to August before 2005. Meanwhile, the Boreal Summer Intraseasonal Oscillation (BSISO) exhibits a stronger 60-day periodicity, which can cause opposite (similar) variations of NWPSH in adjacent month (cross-month). Under the combined effects of TNIO SST positive anomalies and BSISO, the NWPSH mainly exhibits the cross-month correlation feature, while the relationships between adjacent months are very weak. After 2005, the BSISO exhibits a marked shortening of its periodicity, and the key SST regions associated with the NWPSH in June, July, and August are also inconsistent, which induce the weakening of the cross-month correlation feature of the NWPSH. The shortening of the BSISO’s periodicity is attributed to warming over the Maritime Continent and the tropical western Indian Ocean, which intensify both the zonal Walker and meridional Hadley circulations. These changes enhance downward motions over the tropical eastern Indian Ocean and the northwestern Pacific, thereby suppressing the initiation of BSISO’ convection and accelerating its decay.
西北太平洋副热带高压(NWPSH)在1979-2005年期间与6月和8月之间存在显著的正相关关系(相关系数为0.55,在99.5%的置信水平上显著),而在2006-2024年期间,其相关性急剧减弱至-0.05。然而,6月和7月之间,以及7月和8月之间的关系在整个期间一直很弱。2005年6月至8月,热带北印度洋(TNIO)的海温正异常导致西北副热带气旋持续增强。同时,北方夏季季内振荡(BSISO)表现出更强的60 d周期性,这可能导致相邻月份(跨月)西北副高相反(相似)的变化。在TNIO海温正异常和BSISO的共同作用下,西北副高主要表现出跨月相关特征,而相邻月份之间的相关性很弱。2005年以后,BSISO的周期明显缩短,6月、7月和8月与西太平洋高压相关的关键海温区域也不一致,导致西太平洋高压的跨月相关特征减弱。BSISO周期缩短的原因是海洋大陆和热带西印度洋变暖,增强了纬向Walker环流和经向Hadley环流。这些变化增强了热带东印度洋和西北太平洋上空的下降运动,从而抑制了BSISO对流的产生并加速了其衰减。
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引用次数: 0
Identification and validation of marker compounds for fine particle emitted from sub-type biomass burning 亚类型生物质燃烧排放细颗粒物标志化合物的鉴定与验证
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-10 DOI: 10.1038/s41612-025-01309-0
Juan Cao, Shaofei Kong, Haoyu Dong, Yao Hu, Xuan Xiang, Weisi Jiang, Yingying Yan, Jian Wu, Junjun Deng, Pingqing Fu
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引用次数: 0
Decomposition of pacific decadal oscillation sheds light on its dominant modes and future response using linear inverse model 太平洋年代际振荡的分解揭示了其主导模态和线性逆模的未来响应
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-10 DOI: 10.1038/s41612-025-01315-2
Sheng Wu, Emanuele Di Lorenzo, Yingying Zhao, Matthew Newman, Zhengyu Liu, Antonietta Capotondi, Daoxun Sun, Samantha Stevenson, Yonggang Liu
{"title":"Decomposition of pacific decadal oscillation sheds light on its dominant modes and future response using linear inverse model","authors":"Sheng Wu, Emanuele Di Lorenzo, Yingying Zhao, Matthew Newman, Zhengyu Liu, Antonietta Capotondi, Daoxun Sun, Samantha Stevenson, Yonggang Liu","doi":"10.1038/s41612-025-01315-2","DOIUrl":"https://doi.org/10.1038/s41612-025-01315-2","url":null,"abstract":"","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"1 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2026-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strengthening of favorable environments for North Atlantic tropical cyclogenesis in midlatitudes in a warmer climate 在气候变暖的中纬度地区加强北大西洋热带气旋形成的有利环境
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-09 DOI: 10.1038/s41612-025-01317-0
A. Montoro-Mendoza, C. Calvo-Sancho, J. J. González-Alemán, J. Díaz-Fernández, P. Bolgiani, M. L. Martín
Anthropogenic climate change is intensifying tropical cyclones, and some studies suggest that they are now impacting regions farther from the equator, though uncertainties remain. This study examines the North Atlantic (NATL) basin’s autumn climatology, focusing on environments conducive to tropical transitions (TTs), as most cyclones affecting Europe that originate from TTs occur during this season. Ten CMIP6 climate models under the historical, SSP2-4.5 and SSP5-8.5 scenarios are used, covering the 1981–2100 period, with the ERA5 reanalysis employed as a reference to support the results. The study introduces the Tropical Transition Favorability Index (TTFI), which is a novel metric that integrates key parameters to quantify environmental favorability for TTs in the NATL. Findings indicate a progressive tropicalization of the NATL basin under both SSP2-4.5 and SSP5-8.5, with a more pronounced effect under the latter, driven by increased sea surface temperatures and humidity, while dynamic constraints weaken. Although in some cases the magnitude of projected future changes is comparable to existing CMIP6 models biases with respect to ERA5, the results suggest a higher likelihood of TTs, increasing the risk from these destructive systems.
人为的气候变化正在加剧热带气旋,一些研究表明,热带气旋正在影响远离赤道的地区,尽管仍存在不确定性。本研究考察了北大西洋(NATL)盆地的秋季气候学,重点关注有利于热带转变(tt)的环境,因为影响欧洲的大多数源自热带转变的气旋发生在这个季节。采用历史情景、SSP2-4.5情景和SSP5-8.5情景下的10个CMIP6气候模式,覆盖1981—2100年,并以ERA5再分析作为参考来支持结果。该研究引入了热带过渡有利度指数(TTFI),这是一个整合关键参数来量化NATL中热带过渡有利度的新指标。结果表明,在SSP2-4.5和SSP5-8.5条件下,NATL盆地均呈现渐进式热带化趋势,其中在SSP5-8.5条件下,受海面温度和湿度升高的驱动,影响更为明显,动力约束减弱。尽管在某些情况下,预测的未来变化幅度与现有CMIP6模型相对于ERA5的偏差相当,但结果表明,ttt的可能性更高,增加了这些破坏性系统的风险。
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引用次数: 0
Future extratropical cyclones with more moisture and fewer associated atmospheric rivers 未来的温带气旋有更多的水分和更少的相关大气河流
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-09 DOI: 10.1038/s41612-025-01307-2
Patricia Coll-Hidalgo, Luis Gimeno-Sotelo, José C. Fernández-Alvarez, Raquel Nieto, Luis Gimeno
Future changes in extratropical cyclones (ETCs), their moisture transport, and their connection to atmospheric rivers (ARs) remain uncertain. Here, using downscaled simulations from the Community Earth System Model version 2 under the high-emissions scenario SSP5-8.5, we show that moisture uptake associated with intense North Atlantic ETCs will increase by ~14.5%, or ~3.29% per Kelvin of global warming by the end of this century. Subregional analysis revealed greater increases during the most intense cyclone stages, with changes of 52.1% (11.8% K−1) in the eastern North Atlantic, 33.4% (7.6% K−1) in the western North Atlantic, and 29.1% (6.6% K−1) in the northern North Atlantic. Rather than a consistent increase within existing climatological source regions, the moisture origin exhibits a geographic shift, likely linked with changes in storm-track pathways and ocean circulation under warming. Using a novel method to couple ETC moisture sources with ARs, we demonstrate that while this coupling continues to be a defining characteristic at the basin scale, the strength of their association is projected to weaken. Historical differences between low- and fully associated ETCs, particularly in terms of moisture sources and proximity to the AR axis, diminish and lose significance in a warming climate.
温带气旋(ETCs)的未来变化、水汽输送及其与大气河流(ARs)的联系仍不确定。在此,利用社区地球系统模式2在SSP5-8.5高排放情景下的缩小比例模拟,我们表明,到本世纪末,与北大西洋强ETCs相关的水分吸收量将增加~14.5%,或每开尔文全球变暖增加~3.29%。分区域分析显示,在气旋最强烈的阶段,其变化幅度更大,北大西洋东部为52.1% (11.8% K−1),北大西洋西部为33.4% (7.6% K−1),北大西洋北部为29.1% (6.6% K−1)。在现有的气候源区内,水分的来源并没有持续增加,而是表现出地理上的变化,这可能与变暖下风暴路径和海洋环流的变化有关。利用一种新的方法将ETC水汽源与ARs耦合,我们证明,尽管这种耦合在流域尺度上仍然是一个决定性的特征,但它们的关联强度预计会减弱。低相关和完全相关的ETCs之间的历史差异,特别是在水汽来源和靠近AR轴方面的差异,在气候变暖中减弱并失去意义。
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引用次数: 0
Logarithmic CO2 warming reverses North Atlantic winter atmospheric circulation changes 二氧化碳的对数变暖逆转了北大西洋冬季大气环流的变化
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-09 DOI: 10.1038/s41612-025-01314-3
Rei Chemke, Ivan Mitevski
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引用次数: 0
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npj Climate and Atmospheric Science
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