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Sensitivity of Arctic sea ice recovery to stratospheric aerosol injection latitude 北极海冰恢复对平流层气溶胶注入纬度的敏感性
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-30 DOI: 10.1038/s41612-025-01298-0
Hyerim Kim, Hyemi Kim, Daniele Visioni, Ewa M. Bednarz
Under multiple anthropogenic global warming scenarios considered by the Coupled Model Intercomparison Project Phase 6 (CMIP6), Arctic sea ice is projected to disappear seasonally as early as 2035. Stratospheric Aerosol Injection (SAI) is a climate intervention strategy that has been proposed to mitigate some of the impacts of global warming. In this study, we evaluate the effectiveness of SAI in preserving Arctic sea ice, focusing on its sensitivity to the injection latitude of the aerosols. Using the 2nd version of the Community Earth System Model (CESM2) coupled with the Whole Atmosphere Community Climate Model (WACCM6), we analyze experiments with aerosol injection latitudes ranging from 45°S to 45°N. The results reveal that as the injection latitude shifts closer to the North Pole, Arctic sea ice rapidly recovers in both its extent and volume. This recovery is driven by coordinated shifts in clear-sky and cloud-related radiation, along with changes in surface reflectivity, that collectively reshape the surface energy balance in favor of ice growth. Importantly, we also find that, under fixed SAI injection rates, Arctic sea ice recovery varies substantially with injection latitude and does not scale directly with global mean surface temperature.
在耦合模式比较项目第6阶段(CMIP6)考虑的多种人为全球变暖情景下,预计北极海冰最早将在2035年季节性消失。平流层气溶胶注入(SAI)是一种气候干预策略,已被提出以减轻全球变暖的一些影响。在这项研究中,我们评估了SAI在保护北极海冰方面的有效性,重点关注了它对气溶胶注入纬度的敏感性。利用第二版群落地球系统模式(CESM2)和全大气群落气候模式(WACCM6),对45°S ~ 45°N纬度气溶胶注入试验进行了分析。结果表明,随着注入纬度向北极移动,北极海冰的范围和体积迅速恢复。这种恢复是由晴空和云相关辐射的协调变化以及地表反射率的变化驱动的,这些变化共同重塑了有利于冰生长的地表能量平衡。重要的是,我们还发现,在固定的SAI注入速率下,北极海冰恢复与注入纬度有很大的变化,并且与全球平均表面温度不直接成比例。
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引用次数: 0
Shrinking cold wakes accelerate tropical cyclone intensification in recent decades 近几十年来,收缩的冷尾流加速了热带气旋的增强
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-27 DOI: 10.1038/s41612-025-01300-9
Yufeng Zhou, Kaiyue Shan, Yanluan Lin
Tropical cyclones (TCs) have intensified more rapidly in recent decades, with both the frequency and magnitude of rapid intensification (RI) events increasing. While rising sea surface temperatures (SSTs) are widely recognized as the primary driver behind the intensification trend, the contribution of TC-induced cold wakes—localized ocean surface cooling generated by storms—remains poorly quantified. Using 42 years of global data (1982–2023), we identify a robust decline in cold wake size (~7% per decade), driven mainly by enhanced upper ocean stratification. This reduction weakens the oceanic negative feedback on TC intensification and explains about 13% of the observed global trend in intensification rates. The effect extends to RI events and is particularly pronounced in the western Pacific. These findings reveal a previously underappreciated oceanic process that accelerates TC intensification and facilitates more RI events under climate change.
近几十年来,热带气旋(tc)增强速度加快,快速强化(RI)事件的频率和强度都在增加。虽然海平面温度上升被广泛认为是加剧趋势背后的主要驱动因素,但tc诱导的冷尾流(由风暴引起的局部海洋表面冷却)的贡献仍然很少量化。利用42年的全球数据(1982-2023),我们确定了冷尾流大小的强劲下降(每十年约7%),主要是由上层海洋分层增强驱动的。这种减弱减弱了海洋对TC强化的负反馈,并解释了观测到的全球强化率趋势的13%。这种影响延伸到国际扶轮事件,在西太平洋尤其明显。这些发现揭示了一个以前未被重视的海洋过程,该过程加速了气候变化下的TC强化并促进了更多的RI事件。
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引用次数: 0
AI-Enabled conditional nonlinear optimal perturbation enhances ensemble prediction of extreme El Niño events 人工智能支持的条件非线性最优摄动增强了极端El Niño事件的集合预测
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-27 DOI: 10.1038/s41612-025-01303-6
Lu Zhou, Rong-Hua Zhang, Lingjiang Tao
Data-driven deep learning (DL) models often underestimate the intensity of extreme weather and climate events due to the scarcity of extreme samples in training datasets and the smoothing effects of gradient-based optimization. While ensemble prediction methods based on initial condition (IC) perturbations in traditional numerical models have improved extreme event predictions, they often fail in DL frameworks. This is primarily due to limited error growth characteristics and the implicit regularization in DL models, which dampens the amplification of IC perturbations. To overcome this limitation, we introduce a novel IC perturbation scheme based on orthogonal conditional nonlinear optimal perturbation (O-CNOP), integrated into a DL-based ensemble prediction system. The O-CNOP-derived perturbations are obtained through an iterative selection and optimization process, beginning with candidate samples from model simulations under uniform energy constraints. Perturbations are then selected to maximize forecast error growth, guided by ensemble averaging and convergence criteria. We evaluate this method based on four major El Niño events (1982/83, 1997/98, 2015/16, and 2023/24). Results show significant improvements in DL model predictions when initialized in spring, with over a 30% reduction in prediction error for Niño3.4 sea surface temperature anomalies. This AI-enabled O-CNOP framework offers a robust and generalizable approach to ensemble predicting, potentially improving the prediction skill of DL-based weather and climate models for extreme events.
由于训练数据集中极端样本的稀缺性和基于梯度优化的平滑效应,数据驱动的深度学习(DL)模型经常低估极端天气和气候事件的强度。虽然传统数值模型中基于初始条件摄动的集合预测方法改善了极端事件的预测,但它们在深度学习框架中往往失败。这主要是由于有限的误差增长特性和DL模型中的隐式正则化,这抑制了IC扰动的放大。为了克服这一限制,我们引入了一种新的基于正交条件非线性最优摄动(O-CNOP)的IC摄动方案,并将其集成到基于dl的集成预测系统中。从均匀能量约束下模型模拟的候选样本开始,通过迭代选择和优化过程获得o - cnop衍生的扰动。然后,在集合平均和收敛准则的指导下,选择扰动以使预测误差增长最大化。我们基于四个主要的El Niño事件(1982/83、1997/98、2015/16和2023/24)对该方法进行了评估。结果表明,春季初始化DL模式的预测结果有显著改善,对Niño3.4海面温度异常的预测误差降低了30%以上。这种基于ai的O-CNOP框架为集合预测提供了一种强大且可推广的方法,有可能提高基于dl的极端事件天气和气候模型的预测技能。
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引用次数: 0
Arctic cyclone activity changes under a warming climate 北极气旋活动在气候变暖下发生变化
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-26 DOI: 10.1038/s41612-025-01296-2
Yue Chen, Yu Liang, Xianyao Chen, Haibo Bi
Arctic cyclones play a crucial role in regional climate and have important linkages to mid-latitude processes. However, their future changes and driving mechanisms remain uncertain. By applying Lagrangian tracking to CMIP6 models under the SSP5-8.5 scenario, this study projects future Arctic cyclone activity changes and quantitatively investigates the relative contributions of local cyclogenesis and externally migrating systems. By the late 21st century, Arctic cyclone activity is projected to decline, with distinct seasonal and regional differences. Winter reductions stem from weakened local cyclogenesis, especially in the subpolar North Atlantic, while increased external migration intensifies cyclone activity in the Bering Sea and northeast Siberia. Summer declines result largely from reduced poleward intrusion of mid-latitude cyclones, particularly along continental margins. Yet increased cyclones around Greenland are driven by enhanced local cyclogenesis. These changes in local cyclogenesis and external migration are closely tied to variations in baroclinic instability and large-scale atmospheric flow patterns, respectively.
北极气旋在区域气候中起着至关重要的作用,并与中纬度过程有重要的联系。然而,它们未来的变化和驱动机制仍不确定。本研究将拉格朗日跟踪应用于SSP5-8.5情景下的CMIP6模式,预测了未来北极气旋活动的变化,并定量研究了局地气旋形成和外部迁移系统的相对贡献。到21世纪后期,北极气旋活动预计将下降,具有明显的季节和区域差异。冬季减少源于局地气旋形成减弱,特别是在亚极地北大西洋,而外部移民的增加则加剧了白令海和西伯利亚东北部的气旋活动。夏季气温下降主要是由于中纬度气旋向极地的入侵减少,特别是沿大陆边缘。然而,格陵兰岛周围的气旋增多是由当地气旋形成增强所驱动的。这些局部气旋形成和外部迁移的变化分别与斜压不稳定性和大尺度大气流动模式的变化密切相关。
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引用次数: 0
Reversal of the Tibetan snow-India Burma trough relationship 西藏雪印缅槽关系的逆转
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-26 DOI: 10.1038/s41612-025-01301-8
Chao Zhang, Anmin Duan
Variations in the winter India-Burma trough (IBT) are associated with local cyclonic anomalies over the Bay of Bengal and modulated by mid-latitude teleconnections. However, spring IBT variability remains poorly understand, despite trough-base precipitation being substantially greater than in winter. Here, we identify a reversal in the spring IBT-Tibetan Plateau snow cover (TPS) relationship around the year 2000. This shift corresponds to eastward displacement of the trough-base before 2000, followed by a retreat toward the Bay of Bengal. Snow-perturbation experiments and moist potential vorticity diagnostics show that during 1979–1999, high TPS enhances atmospheric disturbances ahead of the trough and weakens them near its base. This process hence triggers an eastward displacement of the IBT. During 2000–2020, high TPS exerts largely opposite effects. Furthermore, the Pacific Decadal Oscillation (PDO) modulates this IBT-TPS linkage reversal. In the coming decades, a projected shift to a positive PDO phase is expected to promote IBT eastward displacement, enhancing spring precipitation in East Asia while increasing drought risk over the Indochina Peninsula. Our results hence provide a basis for improving seasonal projections and assessing climate risks across monsoon Asia.
冬季印缅槽(IBT)的变化与孟加拉湾的局地气旋异常有关,并受到中纬度遥相关的调制。然而,春季IBT变异性仍然知之甚少,尽管槽基降水明显大于冬季。在这里,我们发现了2000年前后春季ibt -青藏高原积雪(TPS)关系的逆转。这种转移对应于2000年之前槽底向东移动,随后向孟加拉湾撤退。积雪扰动试验和湿位涡诊断结果表明,1979-1999年高TPS增强了低压槽前方的大气扰动,减弱了低压槽底部附近的大气扰动。因此,这一过程引发了IBT向东移动。在2000-2020年期间,高TPS产生了相反的影响。此外,太平洋年代际振荡(PDO)调节了IBT-TPS联动反转。在未来几十年,PDO正相位的预估转变预计将促进IBT向东移动,增加东亚春季降水,同时增加印度支那半岛的干旱风险。因此,我们的结果为改善季节性预测和评估季风亚洲的气候风险提供了基础。
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引用次数: 0
Shortened intensification duration offsets the increase of tropical cyclone lifetime maximum intensity 增强持续时间的缩短抵消了热带气旋一生最大强度的增加
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-24 DOI: 10.1038/s41612-025-01295-3
Yufeng Zhou, Yanluan Lin
The bimodal distribution of tropical cyclone (TC) lifetime maximum intensity (LMI) has strengthened in recent decades, yet the mechanisms underlying this distribution and its recent changes remain debated. Here, we introduce a rate-duration framework that decomposes LMI into two fundamental components: mean intensification rate and intensification duration. Using global observations, we show that intensification duration is closely tied to genesis locations, and has decreased by 1.4 h per decade (3.4%) during 1982–2023, primarily due to poleward and landward shifts in genesis. This shortening suppresses TC intensification, offsetting nearly half (48.7%) of the rate-induced increase in strong TCs. High-resolution climate models corroborate these findings, revealing that future warming further shortens intensification duration, partially counteracting the increase of LMI. Our results highlight the importance of timescale constraint on TC intensity, providing a quantitative attribution of the competing roles of rate versus duration in shaping LMI and its response to warming.
近几十年来,热带气旋(TC)寿命最大强度(LMI)的双峰分布有所加强,但这种分布的机制及其近期变化仍存在争议。在这里,我们引入了一个速率-持续时间框架,将LMI分解为两个基本组成部分:平均强化率和强化持续时间。利用全球观测资料,我们发现强化持续时间与成因位置密切相关,在1982-2023年期间,强化持续时间每10年减少1.4 h(3.4%),主要是由于成因向极地和陆地转移。这种缩短抑制了TC的增强,抵消了近一半(48.7%)的速率引起的强TC的增加。高分辨率气候模式证实了这些发现,表明未来变暖将进一步缩短强度持续时间,部分抵消了LMI的增加。我们的研究结果强调了时间尺度限制对TC强度的重要性,提供了速率与持续时间在形成LMI及其对变暖响应中的竞争作用的定量归因。
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引用次数: 0
Tracing South Asian monsoon variability through a late miocene record from the himalayan foreland basin 通过喜马拉雅前陆盆地晚中新世记录追踪南亚季风变化
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-23 DOI: 10.1038/s41612-025-01293-5
Mohd Munazir Chauhan, Sajid Ali, Ali M. Khan, Pankaj Kumar, Madhav K. Murari, Pujarini Samal, Birendra P. Singh, Vikas Adlakha, Leema Saikia, Binita Phartiyal, Anupam Sharma
The relative contributions of global cooling and tectonic forcing to the reorganization of the South Asian monsoon during the critical Late Miocene remain poorly constrained. By analyzing sedimentological and geochemical proxies from the Tanakpur-Sukhidang section in the Himalayan foreland basin, we reconstruct paleoclimatic conditions to infer South Asian monsoon variability during this period. The enrichment of LREEs, a flat HREEs pattern and a negative Eu anomaly, along with elemental ratios of La/Sc and Th/Co, suggest a persistent felsic source derived from the Himalaya since ~12 Ma. Clay mineral variations, particularly the shift in smectite content and smectite/(illite + chlorite) ratio, together with geochemical weathering indicators (CIA, WIP and Rb/Sr), document a relative increase in chemical weathering around 8 Ma. These mineralogical and geochemical transformations are synchronous with widespread indicators of South Asian monsoon weakening linked with change in exhumation rate of the Himalayan-Tibetan Plateau and Late Miocene global cooling. Where reduced physical erosion and enhanced sediment-water interaction under cooler and more seasonal conditions amplified chemical weathering feedbacks. Together, these processes reorganized regional hydrology and monsoon dynamics, underscoring the coupled influence of tectonics and global climate forcing in driving the Late Miocene weakening of the South Asian monsoon. However, the relative influence of climate versus tectonics still remains inherently very complex and higher resolution provenance data, thermochronology and climate model simulations will be crucial for fully understanding the mechanisms underlying the Late Miocene Change.
在关键的晚中新世期间,全球变冷和构造强迫对南亚季风重组的相对贡献仍然知之甚少。通过分析喜马拉雅前陆盆地Tanakpur-Sukhidang剖面的沉积学和地球化学指标,重建了该时期南亚季风的古气候条件。lree富集、hree模式平坦、Eu负异常,以及La/Sc和Th/Co元素比值表明,该地区自~12 Ma以来一直存在来自喜马拉雅地区的长英质烃源。粘土矿物的变化,特别是蒙脱石含量和蒙脱石/(伊利石+绿泥石)比值的变化,以及地球化学风化指标(CIA、WIP和Rb/Sr)表明,在8 Ma左右,化学风化作用相对增加。这些矿物学和地球化学转变与南亚季风减弱的广泛指标是同步的,这些指标与喜马拉雅-青藏高原的挖掘速率变化和晚中新世全球变冷有关。在更冷和更季节性的条件下,物理侵蚀的减少和沉积物-水相互作用的增强放大了化学风化反馈。总之,这些过程重新组织了区域水文和季风动力学,强调了构造和全球气候强迫在驱动晚中新世南亚季风减弱中的耦合影响。然而,气候与构造的相对影响本质上仍然非常复杂,高分辨率的物源数据、热年代学和气候模式模拟对于充分理解晚中新世变化的机制至关重要。
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引用次数: 0
Human influence on recent trends in extratropical low-level wind speed 人类活动对温带低层风速近期趋势的影响
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-20 DOI: 10.1038/s41612-025-01292-6
Hsing-Hung Chou, Tiffany A. Shaw, Gan Zhang
Trends in atmospheric circulation have begun to emerge in recent decades. Summertime mean circulation trends aloft have been attributed to human influence. For low-level extreme winds, the extent of human influence and climate model fidelity remains unclear. Here, we compare satellite-era trends in extratropical low-level mean and extreme (>90th percentile) winds defined using daily distribution in reanalyses and climate model simulations. In summer, Southern Hemisphere midlatitude winds have strengthened, driven by greenhouse gas and stratospheric ozone forcings. The summertime European wind stilling trend is dominated by aerosol and greenhouse gas forcings. In winter, models cannot capture the strengthening over the Southern Hemisphere and the weakening over Europe and the subtropical North Pacific. These discrepancies, particularly in the Pacific, are reduced but persist when observed sea surface temperatures are prescribed and affect the low-level baroclinicity. Our results highlight human influence on summertime low-level extreme wind trends and reveal regional wintertime discrepancies.
近几十年来,大气环流的趋势已经开始显现。夏季高空平均环流趋势归因于人类的影响。对于低层极端风,人类影响的程度和气候模式的保真度仍不清楚。在这里,我们比较了利用再分析和气候模式模拟中的日分布定义的温带低层平均风和极端风(bbb90百分位数)的卫星时代趋势。在夏季,受温室气体和平流层臭氧强迫的驱动,南半球中纬度风加强了。夏季欧洲风的静止趋势是由气溶胶和温室气体强迫主导的。在冬季,模式不能捕捉南半球的增强和欧洲和副热带北太平洋的减弱。这些差异,特别是在太平洋,在规定观测到的海面温度并影响低层斜压性时,会减少,但会持续存在。我们的研究结果强调了人类活动对夏季低层极端风趋势的影响,并揭示了冬季区域差异。
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引用次数: 0
Weaker absorption of Asian dust than previously estimated based on observation-constrained simulation 亚洲尘埃的吸收比先前基于观测约束的模拟估计的要弱
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-18 DOI: 10.1038/s41612-025-01290-8
Youjia Yuan, Hao Wang, Chenglai Wu, Tafeng Hu, Feng Wu, Daizhou Zhang, Junji Cao
Dust aerosols constitute a major component of shortwave-absorbing aerosols, with absorption uncertainties predominantly associated with mineral composition variations. To address this, we analyzed 22 East Asian dust (EAD) samples and derived a revised imaginary part of the complex refractive index ((k)), with a range spanning from (2.26times {10}^{-4})–(8.37times {10}^{-4}) in 0.3–1 μm, which is significantly lower than the Optical Properties of Aerosols and Clouds (OPAC) and the values commonly used in research on East Asian. The improved optical parameters applied to CAS-ESM2 for spring dust simulations have been shown to reduce single scattering albedo (SSA) bias from 15% to 2% and absorption aerosol optical depth (AAOD) overestimation from +5.2% to −1.7%. The modified scheme reduces atmospheric absorption by 79.5% (−7.61 W/m2) and reverses the top of atmospheric shortwave radiation effect to −3.80 W/m2. This outcome revealed that dust absorption in East Asia is weak and the climate impact is significantly different from previous assessments.
粉尘气溶胶是短波吸收气溶胶的主要组成部分,其吸收不确定性主要与矿物成分变化有关。为了解决这个问题,我们分析了22个东亚粉尘(EAD)样品,并得到了一个修正的复折射率虚部((k)),其范围为(2.26times {10}^{-4}) - (8.37times {10}^{-4}),范围为0.3-1 μm,明显低于气溶胶和云的光学性质(OPAC)和东亚研究中常用的值。改进后的光学参数应用于CAS-ESM2的春季尘埃模拟,表明单散射反照率(SSA)偏差从15减小% to 2% and absorption aerosol optical depth (AAOD) overestimation from +5.2% to −1.7%. The modified scheme reduces atmospheric absorption by 79.5% (−7.61 W/m2) and reverses the top of atmospheric shortwave radiation effect to −3.80 W/m2. This outcome revealed that dust absorption in East Asia is weak and the climate impact is significantly different from previous assessments.
{"title":"Weaker absorption of Asian dust than previously estimated based on observation-constrained simulation","authors":"Youjia Yuan, Hao Wang, Chenglai Wu, Tafeng Hu, Feng Wu, Daizhou Zhang, Junji Cao","doi":"10.1038/s41612-025-01290-8","DOIUrl":"https://doi.org/10.1038/s41612-025-01290-8","url":null,"abstract":"Dust aerosols constitute a major component of shortwave-absorbing aerosols, with absorption uncertainties predominantly associated with mineral composition variations. To address this, we analyzed 22 East Asian dust (EAD) samples and derived a revised imaginary part of the complex refractive index ((k)), with a range spanning from (2.26times {10}^{-4})–(8.37times {10}^{-4}) in 0.3–1 μm, which is significantly lower than the Optical Properties of Aerosols and Clouds (OPAC) and the values commonly used in research on East Asian. The improved optical parameters applied to CAS-ESM2 for spring dust simulations have been shown to reduce single scattering albedo (SSA) bias from 15% to 2% and absorption aerosol optical depth (AAOD) overestimation from +5.2% to −1.7%. The modified scheme reduces atmospheric absorption by 79.5% (−7.61 W/m2) and reverses the top of atmospheric shortwave radiation effect to −3.80 W/m2. This outcome revealed that dust absorption in East Asia is weak and the climate impact is significantly different from previous assessments.","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"5 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145771617","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
Aqueous photochemistry of neonicotinoids unveils a major source of atmospheric reactive nitrogen impacting global climate 新烟碱类的水光化学揭示了影响全球气候的大气活性氮的主要来源
IF 9 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-18 DOI: 10.1038/s41612-025-01286-4
Jiangping Liu, Zhu Ran, Yanan Hu, Dedong He, Can Ye, Keding Lu, Haichao Wang, Shuai Li, Xiao Lu, Jingwei Zhang, Zhijiong Huang, Junyu Zheng, Xinming Wang, Yongming Luo, Sasho Gligorovski
{"title":"Aqueous photochemistry of neonicotinoids unveils a major source of atmospheric reactive nitrogen impacting global climate","authors":"Jiangping Liu, Zhu Ran, Yanan Hu, Dedong He, Can Ye, Keding Lu, Haichao Wang, Shuai Li, Xiao Lu, Jingwei Zhang, Zhijiong Huang, Junyu Zheng, Xinming Wang, Yongming Luo, Sasho Gligorovski","doi":"10.1038/s41612-025-01286-4","DOIUrl":"https://doi.org/10.1038/s41612-025-01286-4","url":null,"abstract":"","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"5 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145771189","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
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npj Climate and Atmospheric Science
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