npj Climate and Atmospheric Science最新文献

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Land water availability altered by historical land use and land cover change 历史土地利用和土地覆盖变化对土地水分有效性的影响
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-18 DOI: 10.1038/s41612-025-01111-y
Tao Tang, Jun Ge, Junji Cao, Haiyun Shi
{"title":"Land water availability altered by historical land use and land cover change","authors":"Tao Tang, Jun Ge, Junji Cao, Haiyun Shi","doi":"10.1038/s41612-025-01111-y","DOIUrl":"https://doi.org/10.1038/s41612-025-01111-y","url":null,"abstract":"<p>Anthropogenic land use and land cover changes (LULCC) have profound impacts on land water availability, defined as precipitation (P) minus evapotranspiration (ET), through biophysical pathways. However, such impacts have long been debated mostly due to either the inadequate consideration of the atmospheric feedbacks arising from the changes in circulations and background climate in observation-based studies or unrealistic representation of historical LULCC in idealized-simulation-based studies. To overcome these limitations, we use the latest simulations from multiple Earth system models to investigate the impacts of historical (1850–2014) and future (2015–2100) LULCC on P–ET. Here we show that historical LULCC caused an insignificant reduction in global P–ET, mainly in wet regions. Locally, P–ET tends to decrease (increase) in deforestation (reforestation) regions mainly due to the dominant role of precipitation. Approximately 3.8% of the global land area (5.1 Mkm<sup>2</sup>) even has experienced opposite regime shifts, in which negative (positive) P–ET becomes positive (negative). Under a medium-to-high warming scenario, however, reforestation is projected to decrease P–ET even over reforested areas. This study not only elucidates the hydrological effects of realistic LULCC with atmospheric feedbacks being fully considered, but also highlights that the relative importance of the local effects and atmospheric feedbacks varies with background climate changes. We stress that background climate changes and feedbacks due to LULCC should be considered when planning reforestation and other land-use policies.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"21 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144320006","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
Exploration of a practical approach to providing RH corrections to low cost sensor networks 探索为低成本传感器网络提供RH校正的实用方法
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01115-8
Savinda Arambawatta Lekamge, Henry P. Oswin
{"title":"Exploration of a practical approach to providing RH corrections to low cost sensor networks","authors":"Savinda Arambawatta Lekamge, Henry P. Oswin","doi":"10.1038/s41612-025-01115-8","DOIUrl":"https://doi.org/10.1038/s41612-025-01115-8","url":null,"abstract":"<p>Low-cost PM<sub>2.5</sub> sensors have been deployed extensively for high spatio-temporal resolution air quality monitoring. However, environmental factors, especially relative humidity (RH), cause discrepancies for low-cost sensors when compared with regulatory-grade instruments. Developing methods of correcting or accounting for this RH discrepancy is therefore key to attaining data from low-cost air quality sensors, which can be used to monitor compliance with global air quality guidelines. Here, we developed a simple aerosol dryer and placed a pair of Plantower PMS7003 sensors before and after it, continuously monitoring the impact of drying on the reported particle mass concentrations. During the monitoring period, drying reduced the reported mass concentration for Brisbane’s PM<sub>2.5</sub> by 25–40%. This measured drying effect was then used to calculate a real-time RH correction factor, enabling adjustment of particle mass concentrations reported by a sensor network, accounting for fluctuations in RH and the contribution of hygroscopic sources to ambient PM<sub>2.5</sub>.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"14 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305254","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
Tropical cyclone response to ambitious decarbonization scenarios 热带气旋对雄心勃勃的脱碳情景的反应
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01122-9
Mincheol Moon, Seung-Ki Min, Jung-Eun Chu, Soon-Il An, Seok-Woo Son, Hamish Ramsay, Zhuo Wang
{"title":"Tropical cyclone response to ambitious decarbonization scenarios","authors":"Mincheol Moon, Seung-Ki Min, Jung-Eun Chu, Soon-Il An, Seok-Woo Son, Hamish Ramsay, Zhuo Wang","doi":"10.1038/s41612-025-01122-9","DOIUrl":"https://doi.org/10.1038/s41612-025-01122-9","url":null,"abstract":"<p>Numerous studies have explored global warming impact on tropical cyclones (TCs), but post-global warming TC activity remains poorly understood. This study analyzed 400-year evolution of TC characteristics in CO<sub>2</sub> emission-driven ensemble experiments performed with the CESM2 model under net-zero (ZeroE) and negative CO<sub>2</sub> emission (NegE) scenarios. Findings reveal a hemispheric asymmetry in TC track changes, with the Northern Hemisphere seeing a decrease and the Southern Hemisphere an increase. Under the ZeroE scenario, asymmetry persists for 300 years, while the NegE scenario mitigates it within 200 years. This asymmetry is influenced by changes in mid-level humidity, vertical wind shear, and sea surface temperature gradients. Unlike the TC frequency, maximum wind speeds and rainfall associated with landfalling TCs are enhanced globally in the ZeroE scenario, while alleviated in the NegE scenario. These results indicate that a carbon-neutral strategy is not sufficient and that more ambitious negative emission efforts are needed to mitigate TC impacts.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"12 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144311703","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
ENSO teleconnections with the NAE sector during December in CMIP5/CMIP6 models: impacts of the atmospheric mean state CMIP5/CMIP6模式中12月ENSO与NAE部门的遥相关:大气平均状态的影响
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01064-2
Davide Sabatani, Silvio Gualdi
{"title":"ENSO teleconnections with the NAE sector during December in CMIP5/CMIP6 models: impacts of the atmospheric mean state","authors":"Davide Sabatani, Silvio Gualdi","doi":"10.1038/s41612-025-01064-2","DOIUrl":"https://doi.org/10.1038/s41612-025-01064-2","url":null,"abstract":"<p>This study investigates how the atmospheric mean state influences the El Niño-Southern Oscillation (ENSO) teleconnections with the North Atlantic-European (NAE) region, using ERA5 and CMIP5/CMIP6 models. By isolating the contributions of heating anomalies in the Niño 3.4 and Tropical Western-Eastern Indian Ocean (TWEIO) regions, we find that in November, the Niño 3.4 teleconnection dominates, projecting onto the positive phase of the North Atlantic Oscillation (NAO). In December, the TWEIO teleconnection prevails, reinforcing the positive NAO via a zonal wavenumber-3 Rossby wave train originating from SouthEast Asia (SEA). Models that fail to simulate the December ENSO teleconnection with the NAE exhibit a weak Rossby wave source in SEA and overly strong subtropical Pacific and Atlantic jet streams, which trap Rossby waves at lower latitudes, affecting the remote atmospheric response over the NAE. This waveguide bias is likely driven by a cold bias in the northern Pacific and Atlantic, a common mean-state error in climate models.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"37 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305251","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
Understanding drivers and uncertainty in projected African precipitation 了解非洲预估降水的驱动因素和不确定性
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01123-8
Thierry N. Taguela, Akintomide A. Akinsanola, Tolulope E. Adeliyi, Alan Rhoades, Robert H. Nazarian
{"title":"Understanding drivers and uncertainty in projected African precipitation","authors":"Thierry N. Taguela, Akintomide A. Akinsanola, Tolulope E. Adeliyi, Alan Rhoades, Robert H. Nazarian","doi":"10.1038/s41612-025-01123-8","DOIUrl":"https://doi.org/10.1038/s41612-025-01123-8","url":null,"abstract":"<p>We investigate the drivers of projected summer precipitation changes and their uncertainties across Africa in the second half of the 21st century under the SSP2-4.5 and SSP5-8.5 scenarios using CMIP6 models. Our results reveal distinct regional precipitation changes, particularly under SSP5-8.5, with robust increases of 75%, 24%, and 17% over the Sahara, South Eastern Africa, and South Central Africa, respectively, and a decline of up to 5% over West Southern Africa (WSAF). In most regions, precipitation increases are driven by enhanced vertical thermodynamic processes associated with temperature-induced moisture increases and enhanced moisture convergence. In contrast, the WSAF decrease is associated with vertical dynamic processes driven by a weakening of the Hadley circulation’s ascending branch. Model uncertainty accounts for over 85% of total projection uncertainty across all regions and is largely due to subgrid-scale parameterizations. Overall, this study enhances our understanding of climate change impacts on African precipitation.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"8 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305256","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
Northward propagation of Hadley Cell in the South Asian monsoon region driven by active convection over the Qinghai–Tibet Plateau triggered by sea surface temperature warming of the North Atlantic 北大西洋海温变暖触发青藏高原活跃对流驱动南亚季风区Hadley单体向北传播
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01075-z
Wenyue Cai, Xiangde Xu, Yanju Liu, Yaoming Ma, Chunzhu Wang, Runze Zhao, Chan Sun, Na Dong, Ruibo Wang
{"title":"Northward propagation of Hadley Cell in the South Asian monsoon region driven by active convection over the Qinghai–Tibet Plateau triggered by sea surface temperature warming of the North Atlantic","authors":"Wenyue Cai, Xiangde Xu, Yanju Liu, Yaoming Ma, Chunzhu Wang, Runze Zhao, Chan Sun, Na Dong, Ruibo Wang","doi":"10.1038/s41612-025-01075-z","DOIUrl":"https://doi.org/10.1038/s41612-025-01075-z","url":null,"abstract":"<p>The sea surface temperature (SST) warming in the high-impact area of the North Atlantic prompts active convection over the Qinghai–Tibet Plateau (QTP), which consequently drives the Hadley Cell (HC) in the South Asian monsoon region to shift northward. This interaction mechanism stresses the “hub” effect of the QTP in the atmospheric energy and water cycle of the low- to mid–high latitude systems during the convergence of westerly and monsoon winds. The Rossby source, also famous as the “oscillation source,” formed in the upper troposphere by the SST variations in the high-impact area of the North Atlantic, is an essential “thermal driving source” for the interannual shifts in convection over the QTP. The meridional teleconnection wave train structure triggered by the warming (1991–2020)/cooling (1961–1990) of the SST in the high-impact area of the mid–high latitudes of the North Atlantic displays a reversed phase. The Rossby wave train, which spreads from the North Atlantic to the QTP during the high-impact sea surface warming phase in the North Atlantic, indicates a remarkable anticyclonic structure (strong divergence) in the high altitude (200 hPa) of the QTP, which favors the generation of active convective activity in the latter 30 years. By contrast, convective activity is blocked. During the two stages of 1961–1990 and 1991–2020, despite a significant interdecadal positive and negative phase reversal in the North Atlantic Multiyear Oscillation (AMO), the variance in the definition range between the AMO and the high-impact area of the North Atlantic led to substantial differences in the meridional teleconnection wave train structures and the corresponding effects. In addition, the latent heat emitted by the enhanced convective activity on the QTP during the sea surface warming phase in the high-impact area of the North Atlantic can strengthen the “heat pump” effect of the QTP, cause the northward shift of HC in the South Asian monsoon region, and spark the mutual feedback mechanism between the plateau convection and the HC in the South Asian monsoon region. According to these interdecadal response characteristics, this paper offers a comprehensive physical image that exhibits the mutual feedback between the convection over the QTP and the HC in the South Asian monsoon region, where the active convection is initiated by the SST warming in the high-impact area of the North Atlantic.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"92 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305252","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
Toward a unified parameterization of three dimensional turbulent transport in high resolution numerical weather prediction models 高分辨率数值天气预报模式中三维湍流输送的统一参数化研究
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01117-6
Ping Zhu, Kwun Yip. Fung, Xuejin Zhang, Jun A. Zhang, Jian-Wen Bao, Chuan-Kai Wang, Bin Liu, Zhan Zhang, Lucas Harris, Kun Gao, Fanglin Yang, Jongil Han, Weiguo Wang
{"title":"Toward a unified parameterization of three dimensional turbulent transport in high resolution numerical weather prediction models","authors":"Ping Zhu, Kwun Yip. Fung, Xuejin Zhang, Jun A. Zhang, Jian-Wen Bao, Chuan-Kai Wang, Bin Liu, Zhan Zhang, Lucas Harris, Kun Gao, Fanglin Yang, Jongil Han, Weiguo Wang","doi":"10.1038/s41612-025-01117-6","DOIUrl":"https://doi.org/10.1038/s41612-025-01117-6","url":null,"abstract":"<p>In numerical weather prediction (NWP) models, horizontal and vertical turbulent mixing is parameterized separately within the dynamic solver of a model and by a one-dimensional standalone module outside the dynamic core. This method becomes problematic as model resolution increases to the gray zone of turbulence parameterization where three-dimensional (3D) anisotropic turbulence tends to generate inter-connected horizontal and vertical mixing that cannot be artificially separated. To remediate the problem, a 3D scale-aware (SA) turbulence scheme based on a generalized turbulence closure applicable across scales has been developed and implemented in the Hurricane Analysis and Forecast System (HAFS). Simulations of 11 Atlantic basin storms of 2024 show that the new scheme substantially improves HAFS’s forecasting skill for storms with hurricane strength, suggesting that an appropriate account for 3D anisotropic turbulent transport is important for track and intensity forecast of tropical cyclones and provides a venue for realistically representing sub-grid-scale turbulence in NWP.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"51 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305305","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
Link of the Warm Arctic Cold Eurasian pattern to the Southern Annular Mode variability 暖北极-冷欧亚模式与南环模变率的联系
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-17 DOI: 10.1038/s41612-025-01102-z
Hai Lin, Bin Yu, Nicholas M. J. Hall
{"title":"Link of the Warm Arctic Cold Eurasian pattern to the Southern Annular Mode variability","authors":"Hai Lin, Bin Yu, Nicholas M. J. Hall","doi":"10.1038/s41612-025-01102-z","DOIUrl":"https://doi.org/10.1038/s41612-025-01102-z","url":null,"abstract":"<p>The Warm Arctic–Cold Eurasian pattern (WACE) is a pair of opposing surface air temperature anomalies over the polar region and the midlatitude Eurasian continent, which is usually associated with Arctic Sea ice melt and midlatitude extreme weather. The Southern Annular Mode (SAM) is the leading mode of atmospheric variability in the Southern Hemisphere. Here we show evidence of an inter-hemispheric connection between SAM and WACE during boreal winter. A positive SAM leads to a negative WACE (and vice versa) 30–40 days later. This lagged remote influence of SAM is transmitted via a Rossby wave that crosses the equator in the eastern Pacific and tropical Atlantic. The ensuing WACE temperature pattern is then amplified by the greenhouse effect associated with the local humidity response. SAM also leads to a convection anomaly in the equatorial Atlantic which generates a Northern Hemisphere Rossby wave that reinforces WACE. The link between SAM and WACE revealed here indicates a dynamical origin for WACE. This long-distance teleconnection, and the lagged association between SAM and WACE may be relevant for subseasonal-to-seasonal predictions.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"100 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305311","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
Organics in the stratosphere: new insights from weather balloon flights conducted in France 平流层中的有机物:在法国进行的气象气球飞行的新见解
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-16 DOI: 10.1038/s41612-025-01106-9
Roland Benoit, Hazel Vernier, Jean-Paul Vernier, Lilian Joly, Nicolas Dumelié, Gisèle Krysztofiak, Loïc Vieille, Sandrine Delpeux, Cyril Crevoisier, Philippe Dagaut, Gwenaël Berthet
{"title":"Organics in the stratosphere: new insights from weather balloon flights conducted in France","authors":"Roland Benoit, Hazel Vernier, Jean-Paul Vernier, Lilian Joly, Nicolas Dumelié, Gisèle Krysztofiak, Loïc Vieille, Sandrine Delpeux, Cyril Crevoisier, Philippe Dagaut, Gwenaël Berthet","doi":"10.1038/s41612-025-01106-9","DOIUrl":"https://doi.org/10.1038/s41612-025-01106-9","url":null,"abstract":"<p>Atmospheric aerosols significantly influence the Earth’s climate, yet they remain a major source of uncertainty in climate projections. Here, we present a set of unique offline analysis of organics collected from the ground to the stratosphere with ultimate sensitivity using a new balloon-borne sampling technique deployed on simple weather balloons. Activated and functionalized carbon fabrics were used to target chemical compounds in the gaseous and aerosol forms during three flights over France. Ultra-high-resolution mass spectrometry, enabling the detection of thousands of organic compounds, and highlighted high-carbon-number organics, indicating oligomerization in long-lived tropical stratospheric air masses. Our measurements suggest that large stratospheric sulfate aerosols from volcanic eruptions could play a role in the formation of secondary aerosols in internally mixed particles and may explain the presence of organics with higher carbon numbers. These measurements revealed a drop in the number of unsaturated carbons at higher altitudes.</p><figure></figure>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"4 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144296064","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
Global spatio-temporal ERA5 precipitation downscaling to km and sub-hourly scale using generative AI 基于生成式人工智能的全球时空ERA5降水降尺度至公里和亚时尺度
IF 9 1区 地球科学
npj Climate and Atmospheric Science Pub Date : 2025-06-15 DOI: 10.1038/s41612-025-01103-y
Luca Glawion, Julius Polz, Harald Kunstmann, Benjamin Fersch, Christian Chwala
{"title":"Global spatio-temporal ERA5 precipitation downscaling to km and sub-hourly scale using generative AI","authors":"Luca Glawion, Julius Polz, Harald Kunstmann, Benjamin Fersch, Christian Chwala","doi":"10.1038/s41612-025-01103-y","DOIUrl":"https://doi.org/10.1038/s41612-025-01103-y","url":null,"abstract":"<p>The spatial and temporal distribution of precipitation significantly impacts human lives. While reanalysis datasets provide consistent long-term global precipitation information that allows investigations of rainfall-driven hazards like larger-scale flooding, they lack the resolution to capture the high spatio-temporal variability of precipitation and miss intense local rainfall events. Here, we introduce spateGAN-ERA5, the first deep learning-based spatio-temporal downscaling of precipitation data on a global scale. SpateGAN-ERA5 enhances ERA5 precipitation data from 24 km and 1 h to 2 km and 10 min, delivering high-resolution rainfall fields with realistic spatio-temporal patterns and accurate rain rate distribution, including extremes. Its computational efficiency enables the generation of a large ensemble of solutions, addressing uncertainties inherent to downscaling challenges and supports practical applicability for generating high-resolution precipitation data for arbitrary ERA5 time periods and regions on demand. Trained solely on data from Germany and validated in the US and Australia, considering diverse climates, including tropical rainfall regimes, spateGAN-ERA5 demonstrates strong generalization, indicating robust global applicability. It fulfills critical needs for high-resolution precipitation data in hydrological and meteorological research.</p>","PeriodicalId":19438,"journal":{"name":"npj Climate and Atmospheric Science","volume":"104 1","pages":""},"PeriodicalIF":9.0,"publicationDate":"2025-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144290230","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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