Atmospheric Science Letters最新文献_第3页

The ensemble transform Schmidt–Kalman filter: A novel method to compensate for observation uncertainty due to unresolved scales 集合变换施密特-卡尔曼滤波：一种补偿未解析尺度引起的观测不确定性的新方法

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-05-05 DOI: 10.1002/asl.1296

Zackary Bell, Sarah L. Dance, Joanne A. Waller

{"title":"The ensemble transform Schmidt–Kalman filter: A novel method to compensate for observation uncertainty due to unresolved scales","authors":"Zackary Bell, Sarah L. Dance, Joanne A. Waller","doi":"10.1002/asl.1296","DOIUrl":"10.1002/asl.1296","url":null,"abstract":"Data assimilation is a mathematical technique that uses observations to improve model predictions through consideration of their respective uncertainties. Observation error due to unresolved scales occurs when there is a difference in scales observed and modeled. To obtain an optimal estimate through data assimilation, the error due to unresolved scales must be accounted for in the algorithm. In this work, we derive a novel ensemble transform formulation of the Schmidt–Kalman filter (ETSKF) to compensate for observation uncertainty due to unresolved scales in nonlinear dynamical systems. The ETSKF represents the small-scale variability through an ensemble sampled from the representation error covariance. This small-scale ensemble is added to the large-scale forecast ensemble to obtain an ensemble representative of all scales resolved by the observations. We illustrate our new method using a simple nonlinear system of ordinary differential equations with two timescales known as the swinging spring (or elastic pendulum). In this simple system, our novel method performs similarly to another method of compensating for uncertainty due to unresolved scales. Indeed, the use of small-scale ensemble statistics has potential as a new approach to compensate for uncertainty due to unresolved scales in nonlinear dynamical systems but will need further testing using more complicated systems.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1296","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143909094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Environmental fields of moderate clear air turbulence above 400 hPa around Japan 日本周围400 hPa以上的中晴空乱流环境场

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-05-02 DOI: 10.1002/asl.1292

Soshi Ito, Yoshiaki Miyamoto, Yoshiyuki Kajikawa

{"title":"Environmental fields of moderate clear air turbulence above 400 hPa around Japan","authors":"Soshi Ito, Yoshiaki Miyamoto, Yoshiyuki Kajikawa","doi":"10.1002/asl.1292","DOIUrl":"10.1002/asl.1292","url":null,"abstract":"We analyzed environmental fields for moderate clear air turbulence (CAT) reported above 400 hPa over Japan between 2010 and 2017. We divided the year into five periods, with June separate from summer. In June, a stagnant front called the Baiu front is often present over Japan, making meteorological conditions different from summer. Using reanalysis data, we analyzed environmental fields for each period. It is shown that the environmental fields of aviation turbulence around Japan differ depending on altitude and period. In winter, CAT tends to occur on the west side of the trough of the jet stream axis. The jet stream is often weak when CAT occurred. CAT is likely to occur around trough in spring and fall, suggesting that the trough-enhanced deformation and strengthened vertical wind shear caused the CAT. CAT likely occurs in a field with cyclonic circulation and active convection in the lower levels in summer. In June, it is suggested that it tends to occur north of the Baiu front and around troughs associated with the jet stream. The jet stream to the north of the Baiu front suggests that the Baiu front is related to the onset of CAT.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1292","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143900991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A New Insight on El Niño Diversity: Decadal Variability in Westerly Wind Bursts El Niño多样性的新认识：西风爆发的年代际变化

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-05-02 DOI: 10.1002/asl.1301

Anqi Li, Chaopeng Ji, Xianghui Fang

{"title":"A New Insight on El Niño Diversity: Decadal Variability in Westerly Wind Bursts","authors":"Anqi Li, Chaopeng Ji, Xianghui Fang","doi":"10.1002/asl.1301","DOIUrl":"10.1002/asl.1301","url":null,"abstract":"El Niño-Southern Oscillation (ENSO) is the strongest mode of interannual climate variability, characterized by fluctuations in sea surface temperature (SST) with diverse spatial structures. Recent research has identified two main flavors of El Niño events: Eastern Pacific (EP) and Central Pacific (CP) types, each associated with different physical processes and climatic impacts. However, the causes of El Niño diversity remain widely debated, with westerly wind bursts (WWBs) recognized as a major contributing factor. This study investigates the relationship between WWBs and El Niño diversity, focusing on decadal variations in the cumulative intensity (CWI) and longitudinal center (LonCen) of WWBs. Analyses of CWI and LonCen throughout the year and in spring show that CWI exhibits significant decadal variations corresponding to changes in El Niño diversity, with stronger CWI favoring the occurrence of EP El Niño events. While LonCen exhibits a trend of shifting gradually toward the Western Pacific, which aligns with an increased frequency of CP El Niño events. These results further highlight the importance of WWBs, emphasizing not only their intensity but also their spatial pattern, in influencing El Niño evolution and diversity.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1301","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143900992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Seasonal Prediction of Atmospheric Rivers in the Western North Pacific Using a Seasonal Prediction Model 利用季节预报模式对北太平洋西部大气河流的季节预报

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-05-01 DOI: 10.1002/asl.1299

Yuya Baba

{"title":"Seasonal Prediction of Atmospheric Rivers in the Western North Pacific Using a Seasonal Prediction Model","authors":"Yuya Baba","doi":"10.1002/asl.1299","DOIUrl":"10.1002/asl.1299","url":null,"abstract":"Seasonal prediction of atmospheric rivers (ARs) in the western north Pacific (WNP) is examined using a seasonal prediction model with and without atmospheric initialisation. A 20-year seasonal prediction was conducted to evaluate the model's prediction skill, particularly focusing over the Japan area. The prediction skill of the present model indicated that the seasonal AR frequency is predictable with a lead time of up to 7–10 months, and the atmospheric initialisation further improved the skill. An additional investigation was conducted to identify the source of predictability for seasonal ARs. One significant source is the predictability of the Pacific-Japan (PJ) pattern, which is influenced by the model's skill in predicting tropical sea surface temperature (SST) variability. The anticyclonic circulation southeast of Japan is well predicted when the tropical SST variability and PJ pattern are accurately predicted. Another source of predictability difference originated from the subsurface sea temperature (SBT) beneath the subtropical high in the North Pacific. When the SBT prediction is improved with atmospheric initialisation, it enhances the air-sea interactions over the subtropical high in the WNP and southeast of Japan, leading to better predictability of seasonal ARs.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1299","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143897187","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Unprecedented September Heatwave in the Yangtze River Basin in 2024 and the Great Exposure Risk to School Students 2024年长江流域前所未有的9月热浪及其对在校学生的巨大暴露风险

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-04-22 DOI: 10.1002/asl.1300

Xie Tiejun, Ding Ting, Gao Hui, Wang Ji

{"title":"Unprecedented September Heatwave in the Yangtze River Basin in 2024 and the Great Exposure Risk to School Students","authors":"Xie Tiejun, Ding Ting, Gao Hui, Wang Ji","doi":"10.1002/asl.1300","DOIUrl":"10.1002/asl.1300","url":null,"abstract":"In September 2024, the Yangtze River basin experienced a supremely extreme heatwave that broke historical records from at least 1961 and could have a severe impact on outdoor health of school children. This paper provides a timely analysis of the characteristics of the extreme heatwave in the Yangtze River basin in September 2024, its exposure to the population aged 14 years and below, and the causes that led to its occurrence, as well as its future projections. In September 2024, the regional average heatwave days in the Yangtze River basin reached 7.57 days, and the average daily maximum temperature (Tmax) reached 31.53°C, both of which are much higher than the climatology and exceed the historical records. This supremely heatwave resulted in high exposure of the population aged 14 years and under, with the provinces of Sichuan, Chongqing, Hunan, and Jiangxi exposed to more than 100 million person-days. The extreme expansion of the South Asian High (SAH) and the Western Pacific Subtropical High (WPSH) may have directly contributed to this supremely heatwave. The CMIP6 projections show that the frequency of extreme heatwaves in September similar to that in 2024 will increase in the future.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 4","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1300","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143861640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The Two Arctic Wintertime Boundary Layer States: Disentangling the Role of Cloud and Wind Regimes in Reanalysis and Observations During MOSAiC 北极冬季边界层的两种状态：云和风在再分析和马赛克观测中的作用

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-04-21 DOI: 10.1002/asl.1298

Sandro Dahlke, Annette Rinke, Matthew D. Shupe, Christopher J. Cox

{"title":"The Two Arctic Wintertime Boundary Layer States: Disentangling the Role of Cloud and Wind Regimes in Reanalysis and Observations During MOSAiC","authors":"Sandro Dahlke, Annette Rinke, Matthew D. Shupe, Christopher J. Cox","doi":"10.1002/asl.1298","DOIUrl":"10.1002/asl.1298","url":null,"abstract":"The wintertime central Arctic atmosphere comprises a radiatively clear and a radiatively opaque state, which are linked to synoptic forcing and mixed-phase clouds. Weather and climate models often lack process representations surrounding these states, but prior work mostly treated the problem as an aggregate of synoptic conditions, resulting in partially overlapping biases. Here, we disaggregate the Arctic states and confront ERA5 reanalysis with observations from the MOSAiC campaign over the central Arctic sea ice during winter 2019/2020. Low-level winds and liquid water path (LWP) are combined to derive different synoptic classes. Results show that the clear state is primarily formed by weak/moderate winds and the absence of liquid-bearing clouds, while strong winds and enhanced LWP primarily form the radiatively opaque state. ERA5 struggles to reproduce these basic statistics, shows too weak sensitivity of thermal radiation to synoptic forcing, and overestimates thermal radiation for similar LWP amounts. The latter is caused by a warm bias, which has a pronounced inversion structure and is largest in clear and calm conditions. Under strong synoptic forcing, the warm bias is constant with height and discrepancies in mixed-phase cloud altitude appear. Separating synoptic conditions is regarded as useful for process-oriented evaluation of the Arctic troposphere in models.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 4","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1298","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143856767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

One-kilometer resolution forecasts of hourly precipitation over China using machine learning models 利用机器学习模型对中国每小时降水进行千米分辨率预报

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-03-19 DOI: 10.1002/asl.1297

Bo Li, Zijian Zhu, Xiaohui Zhong, Ruxin Tan, Yegui Wang, Weiren Lan, Hao Li

{"title":"One-kilometer resolution forecasts of hourly precipitation over China using machine learning models","authors":"Bo Li, Zijian Zhu, Xiaohui Zhong, Ruxin Tan, Yegui Wang, Weiren Lan, Hao Li","doi":"10.1002/asl.1297","DOIUrl":"10.1002/asl.1297","url":null,"abstract":"Global numerical weather prediction (NWP) models often face challenges in providing the fine spatial resolution required for accurate prediction of localized phenomena and extreme precipitation events due to computational constraints and the chaotic nature of atmospheric dynamics. Downscaling models address this limitation by refining forecasts to higher resolutions for specific regions. Recently, machine learning (ML) based weather forecasting models demonstrate superior efficiency and accuracy compared to traditional NWP models. However, these ML models generally operate with a temporal resolution of 6 h and a spatial resolution of 0.25°. Furthermore, they predominantly rely on the fifth generation of the European Center for Medium-Range Weather Forecasts Reanalysis (ERA5) data, which is notorious for its precipitation biases. In this study, we utilize the High-Resolution China Meteorological Administration Land Data Assimilation System dataset, which provides more accurate precipitation data, as the target for downscaling and bias correction. This study pioneers the application of a transformer-based super-resolution model, SwinIR, to downscale and correct biases in precipitation forecasts generated by FuXi-2.0, a state-of-the-art ML weather forecasting model trained on ERA5 with a temporal resolution of 1 h. Our results demonstrate that the downscaled forecasts outperform the high-resolution forecasts from the ECMWF in terms of both accuracy and computational efficiency. However, the study also underscores the persistent challenge of underestimating high-intensity rainfall and extreme weather events, which remain critical areas for future improvement.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1297","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143689154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Sensitivity of European blocking to physical parameters in a large ensemble climate model experiment 大型集合气候模式试验中欧洲阻塞对物理参数的敏感性

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-03-05 DOI: 10.1002/asl.1295

Tim Woollings, Marie Drouard, David M. H. Sexton, Carol F. McSweeney

{"title":"Sensitivity of European blocking to physical parameters in a large ensemble climate model experiment","authors":"Tim Woollings, Marie Drouard, David M. H. Sexton, Carol F. McSweeney","doi":"10.1002/asl.1295","DOIUrl":"10.1002/asl.1295","url":null,"abstract":"The occurrence of blocking weather patterns over Europe is analysed in a large ensemble of simulations of a climate model with perturbed physical parameters. The experiments were performed with HadGEM3-GC3 for the UK Climate Change Projections, and comprise a set of 15 coupled simulations supported by a larger suite of 505 atmosphere-only simulations. Despite the systematic perturbation of 47 different physical constants in the atmosphere-only experiments, only three were found to have any impact on European blocking frequencies. These reveal the sensitivity of European blocking to orographic drag in winter and to convective entrainment in summer. However, these sensitivities cannot be traced through to the coupled simulations, due to the smaller and more realistic range of perturbations used and likely also to coupled dynamical effects. Overall, we find that although physical sensitivity to the parameterisations exists, adjustment of the parameters is no replacement for further structural improvement in the representation of these processes in the model.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1295","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143554456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Spatial structure of local winds “Rokko-oroshi”: A case study using Doppler lidar observation and WRF simulation 局地风的空间结构：基于多普勒激光雷达观测和WRF模拟的案例研究

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-02-19 DOI: 10.1002/asl.1294

Hirotaka Abe, Hiroyuki Kusaka, Yasuhiko Azegami, Hideyuki Tanaka

{"title":"Spatial structure of local winds “Rokko-oroshi”: A case study using Doppler lidar observation and WRF simulation","authors":"Hirotaka Abe, Hiroyuki Kusaka, Yasuhiko Azegami, Hideyuki Tanaka","doi":"10.1002/asl.1294","DOIUrl":"10.1002/asl.1294","url":null,"abstract":"Rokko-oroshi is a northerly local wind blowing in the mega-city Kobe, Japan. This wind blows from the Rokko Mountains. This study analyzed the three-dimensional structure of Rokko-oroshi observed with a near-surface anemometer and Doppler lidar on January 16, 2023. Furthermore, numerical simulations using the Weather Research and Forecasting (WRF) model revealed the factors responsible for the strong winds. The results showed that Rokko-oroshi on January 16, 2023 was a bora-type downslope windstorm. The Doppler lidar observed the strong winds of Rokko-oroshi and a stagnant layer immediately above them. Numerical simulation results indicated the stagnant layer was formed by mountain-wave breaking. Under this stagnant layer, the airflow transitioned from subcritical to supercritical, resulting in the strong winds of Rokko-oroshi. This Rokko-oroshi was accompanied by a hydraulic jump. The occurrence of the Rokko-oroshi was supported by an upper-level critical layer and a lower-level strong stable layer on the windward side of the Rokko Mountains.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 2","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1294","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143447062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

How compound wind and precipitation extremes change over Southeast Asia: A comprehensive assessment from CMIP6 models 复合极端风和降水在东南亚如何变化：来自CMIP6模式的综合评估

IF 2 4区地球科学

Atmospheric Science Letters Pub Date : 2025-02-13 DOI: 10.1002/asl.1293

Yifei Jiang, Fei Ge, Quanliang Chen, Zhiye Lin, Klaus Fraedrich, Zhang Chen

{"title":"How compound wind and precipitation extremes change over Southeast Asia: A comprehensive assessment from CMIP6 models","authors":"Yifei Jiang, Fei Ge, Quanliang Chen, Zhiye Lin, Klaus Fraedrich, Zhang Chen","doi":"10.1002/asl.1293","DOIUrl":"10.1002/asl.1293","url":null,"abstract":"Observational evidence has shown that Compound Wind and Precipitation Extremes (CWPEs) can cause substantial disruptions to natural and economic systems under climate change. This study conducts a historical assessment and future projection of CWPEs characteristics in the climate vulnerable region of Southeast Asia (SEA) based on two Shared Socioeconomic Pathways (SSPs) from Scenario Model Intercomparison Project (ScenarioMIP) in Coupled Model Intercomparison Project Phase 6 (CMIP6). Results reveal that the northern Philippines, the eastern and northwestern coastal areas of the Indochina Peninsula have experienced the most frequent, strongest CWPEs during the period of 1985–2014. SEA is projected to experience a frequency increase of 14.4% (22.5%) and intensity increase of 9.4% (19.5%) under the SSP2-4.5 (SSP5-8.5) scenario at the end of 21st century (2070–2099). Kalimantan appears to replace the Philippines as the most affected area, particularly under high emission scenario. In addition, the changes in CWPEs are primarily driven by the changes in precipitation, with the average contribution of precipitation changes across the whole region is 62.8% (70.4%) under the SSP2-4.5 (SSP5-8.5) scenario. For precipitation uncertainties, the contribution from model uncertainty decreases over time (from 73.9% to 42.7%), while scenario uncertainty increases (from 20.3% to 55.0%). In contrast, for wind projections, model uncertainty remains the dominant factor (from 81.3% to 87.6%) with little change. The present study reveals the high sensitivity of the CWPEs over SEA under global warming and highlighting the risks of future disaster impact in such vulnerable regions.","PeriodicalId":50734,"journal":{"name":"Atmospheric Science Letters","volume":"26 2","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/asl.1293","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143404608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0