Asia-Pacific Journal of Atmospheric Sciences最新文献

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Forecast accuracy and physics sensitivity in high-resolution simulations of precipitation events in summer 2022 by the Korean Integrated Model 韩国综合模式对 2022 年夏季降水事件高分辨率模拟的预测精度和物理敏感性
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-21 DOI: 10.1007/s13143-024-00358-4
Eun-Hee Lee, Sujeong Cho, Keon-Hee Cho, Ji-Young Han, Youngsu Lee, Junghan Kim
{"title":"Forecast accuracy and physics sensitivity in high-resolution simulations of precipitation events in summer 2022 by the Korean Integrated Model","authors":"Eun-Hee Lee,&nbsp;Sujeong Cho,&nbsp;Keon-Hee Cho,&nbsp;Ji-Young Han,&nbsp;Youngsu Lee,&nbsp;Junghan Kim","doi":"10.1007/s13143-024-00358-4","DOIUrl":"10.1007/s13143-024-00358-4","url":null,"abstract":"<div><p>The precipitation prediction of the Korean Integrated Model (KIM) is evaluated over South Korea for the summer season of July–August 2022, and key factors for accurate predictions are examined using various approaches, including case studies under distinct synoptic patterns and physics sensitivity experiments. In this study, a five-day prediction experiment was conducted using the latest version of KIM in a near real-time full cycle configuration with 8-km grid spacing, while additional case simulations and prediction tests were conducted on low-resolution or cold-run testbeds. For verification, a newly designed synoptic pattern verification was introduced to assist to the conventional dichotomous verification for daily precipitation. It was found that heavy rainfall events over South Korea are determined by two dominant patterns: frontal and cyclonic. KIM can successfully discriminate between synoptic patterns with a detection rate of approximately 85% for these two types within a short-range prediction. However, it is evident that the precise prediction of precipitation requires an accurate location of the precipitation system within a specified timeframe, wherein KIM shows weakness in delaying the movement of extratropical cyclones with forecast lead times. The significance of moist physics is also highlighted by sensitivity experiments that control convective trigger conditions. This demonstrates that large-scale precipitation from a microphysics scheme must be enhanced to properly represent the strong development of inland rain systems over South Korea, which are highly sensitive to convective precipitation activity in the numerical model, especially in upwind ocean regions.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 4","pages":"1 - 20"},"PeriodicalIF":2.2,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140203691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Observation of Ice Pellets and its Association with Meteorological Conditions in the Yeongdong Region of Korea 韩国灵洞地区的冰粒观测及其与气象条件的关系
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-19 DOI: 10.1007/s13143-024-00361-9
Yu-Jin Chae, Byung-Gon Kim, Young-Gil Choi, Ji-Hoon Jung, Ji-Yun Kim, Byung-Hwan Lim, Ki-Ho Chang
{"title":"Observation of Ice Pellets and its Association with Meteorological Conditions in the Yeongdong Region of Korea","authors":"Yu-Jin Chae,&nbsp;Byung-Gon Kim,&nbsp;Young-Gil Choi,&nbsp;Ji-Hoon Jung,&nbsp;Ji-Yun Kim,&nbsp;Byung-Hwan Lim,&nbsp;Ki-Ho Chang","doi":"10.1007/s13143-024-00361-9","DOIUrl":"10.1007/s13143-024-00361-9","url":null,"abstract":"<div><p>The microphysical properties of ice pellets (IP) are analyzed, and associated relevant thermodynamic conditions are investigated using rawinsonde soundings and model reanalysis data in the Yeongdong region of Korea. During the intensive observation campaign of snowfall, two distinctive IP events of 1 March 2021 (IP1) and 15 March 2018 (IP2) were observed when strong cold advection was prevalent below about 2 km as accompanied by distinctive inversion strength (4.7 ~ 9.3 ℃) above the cold layers. Cold air intrusion along the eastern side of Taebaek mountains appeared to abruptly decrease low level (850 hPa) temperature up to -4.7 ~ -3.4 ℃, but warmer than 8-year average (-9.5 ℃), respectively. Both episodes had smaller maximum size (1.8 mm in average) of ice pellets with greater fallspeed (4.2 m s<sup>−1</sup>) in comparison to general snow crystals. Ice pellets occurred in the synoptic condition of the High in the north and the Low passing by the south, which resulted in cold northeasterly over the Yeongdong region. Rawinsonde soundings show a melting layer between 800 and 700 hPa just above the freezing layer of 900 ~ 800 hPa existed, such as a reversed S temperature profile, which is also consistent with the model reanalysis. The IPs’ life time was short within a couple of hours since it occurred along with low-level strong cold advection (IP1) or rapidly-moving squall line (IP2).</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"329 - 343"},"PeriodicalIF":2.2,"publicationDate":"2024-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13143-024-00361-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140165776","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
Reassessing the Climate Change Narrative 重新评估气候变化论述
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-15 DOI: 10.1007/s13143-024-00353-9
Richard S. Lindzen, John R. Christy
{"title":"Reassessing the Climate Change Narrative","authors":"Richard S. Lindzen,&nbsp;John R. Christy","doi":"10.1007/s13143-024-00353-9","DOIUrl":"10.1007/s13143-024-00353-9","url":null,"abstract":"<div><p>We note that the atmosphere has distinct tropical and extratropical regimes. The tropical regime is significantly dependent on the greenhouse effect and is characterized by temperatures that are largely horizontally homogenized. The extratropical regime is dominated by large scale unstable convective eddies that transport heat between the tropics and the poles (leaving the poles warmer than they otherwise would be) and serve to determine the temperature difference between the tropics and the poles. Changes in tropical temperature and in the tropics-to-pole temperature difference both contribute to changes in global mean temperature. It turns out that changes in global mean temperature associated with major climate change (i.e., the last glacial maximum and the warm period of the Eocene about 50 million years ago) were associated primarily with changes in the tropics-to-pole temperature differences. By contrast, changes in global mean temperature over the past 150 years or so are almost entirely associated with changes in tropical temperature. Thus, there is no intrinsic amplification associated with a change in the tropics-to-pole temperature difference. However, model simulations of climate behave differently from both observations and from each other. In particular, they all show more significant contributions for the tropics-to-pole temperature difference – sometimes much more significant. They also show excessive tropical warming.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"319 - 327"},"PeriodicalIF":2.2,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13143-024-00353-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140149468","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
Understanding the 2022 Extreme Dragon-Boat Rainfall in South China from the Combined Land and Oceanic Forcing 从陆地和海洋综合作用理解 2022 年华南极端龙舟降雨
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-14 DOI: 10.1007/s13143-024-00356-6
Ziqian Wang, Juan Xu, Zhuoyu Zeng, Minling Ke, Xinhua Feng
{"title":"Understanding the 2022 Extreme Dragon-Boat Rainfall in South China from the Combined Land and Oceanic Forcing","authors":"Ziqian Wang,&nbsp;Juan Xu,&nbsp;Zhuoyu Zeng,&nbsp;Minling Ke,&nbsp;Xinhua Feng","doi":"10.1007/s13143-024-00356-6","DOIUrl":"10.1007/s13143-024-00356-6","url":null,"abstract":"<div><p>The most frequent and concentrated rainfall in the pre-flood season in South China usually occurs around the Dragon Boat Festival every year, locally known as ‘Dragon-boat Rainfall (DBR)’. In 2022, a record-breaking DBR attacked South China, causing disastrous flooding. We suggest that this extreme DBR was jointly regulated by the tropical convective forcing and Tibetan Plateau (TP) heating. Distinctly strong low-level southwesterlies and ascending motions over South China were the key atmospheric conditions. And the abnormal low-level southwesterlies were contributed by both the anomalous anticyclone over the western North Pacific and the anomalous westerlies at the southern side of the TP. On the one hand, during the period of 2022 DBR, stronger-than-normal convective forcing over the Maritime Continent induced the low-level anomalous anticyclone over the western North Pacific through triggering the meridional vertical circulation and further promoted the upward motions over South China. On the other hand, positive diabatic heating over the TP forced abnormal warm anticyclone in the mid-upper troposphere, more warm air advected downstream by the background westerlies, intensifying the upward motions over South China. Meanwhile, the TP heating could induce the anomalous low-level westerlies at the southern side of the TP, which further merged into and intensified the southwesterlies over South China and greatly enhanced the moisture transport and convergence there. Therefore, we highlight the strong thermal forcing over the TP, exerting a combined and amplified effect with the convective forcing over the Maritime Continent, dominated the record-breaking DBR in 2022.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 4","pages":"1 - 14"},"PeriodicalIF":2.2,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140149467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Publisher Correction to: Assessment and Projection of Compound Wind and Precipitation Extremes in EC-Earth3 of CMIP6 Simulations 出版者 更正:CMIP6 模拟的 EC-Earth3 中复合极端风力和降水的评估与预测
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-12 DOI: 10.1007/s13143-024-00360-w
Xiaoyu Zhu, Jianping Tang, Yi Yang
{"title":"Publisher Correction to: Assessment and Projection of Compound Wind and Precipitation Extremes in EC-Earth3 of CMIP6 Simulations","authors":"Xiaoyu Zhu,&nbsp;Jianping Tang,&nbsp;Yi Yang","doi":"10.1007/s13143-024-00360-w","DOIUrl":"10.1007/s13143-024-00360-w","url":null,"abstract":"","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 4","pages":"605 - 605"},"PeriodicalIF":2.2,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142411480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Formation Mechanisms of the Extreme Rainfall and Mesoscale Convective Systems over South China during the Dragon Boat Rainy Season of 2022 2022 年端午雨季华南地区极端降雨和中尺度对流系统的形成机制
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-12 DOI: 10.1007/s13143-024-00357-5
Yanan Fu, Jianhua Sun, Zhifang Wu, Tao Chen, Xiaodong Song, Shijun Sun, Shenming Fu
{"title":"Formation Mechanisms of the Extreme Rainfall and Mesoscale Convective Systems over South China during the Dragon Boat Rainy Season of 2022","authors":"Yanan Fu,&nbsp;Jianhua Sun,&nbsp;Zhifang Wu,&nbsp;Tao Chen,&nbsp;Xiaodong Song,&nbsp;Shijun Sun,&nbsp;Shenming Fu","doi":"10.1007/s13143-024-00357-5","DOIUrl":"10.1007/s13143-024-00357-5","url":null,"abstract":"<div><p>The formation mechanisms of the record-breaking rainfall event during the Dragon Boat Rainy Season (DBRS) of 2022 are comprehensively analyzed from the synoptic scale and the mesoscale perspectives. The extreme rainfall event is characterized by the highest rainfall amount since 1981, and an abnormal spatial distribution with much higher (lower) rainfall amount in the northern (southern) part of South China. The abnormal circulation and thermodynamic conditions are mainly responsible for the extreme rainfall. The favorite synoptic condition for rainfall is the combination of warm advection, frontal forcing, orographic lifting and low-level jet favor the convection development. The similar configurations repeatedly impact South China during the DBRS of 2022, causing multiple heavy rainfall events, leading to the extreme rainfall of the whole period. The abnormal moisture convergence together with the frontal zone, which is stronger than the climatology, results in the rainfall centers over the northern part of South China. 54.35% of the rainfall amount is related to mesoscale convective systems (MCSs) which mainly originate from four regions. The MCSs from the four regions are characterized by different formation peaks, spatial scales, lifetimes and propagations. The large-scale warm and moist air mass, the moistening caused by synoptic advection and the local diabatic heating are responsible for the increasing instability for the MCSs. The low-level jets play an important role in the formation of MCSs by providing moisture. The thermodynamic (dynamic) environmental conditions control the formation of MCSs in the afternoon (night).</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 4","pages":"1 - 18"},"PeriodicalIF":2.2,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140117196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Multiscale Variability of Autumn Precipitation in Eastern Taiwan Modulated by ENSO, ISO, and TC Activity 受厄尔尼诺/南方涛动、国际标准化组织和热带气旋活动影响的台湾东部秋季降水多尺度变异性
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-03-11 DOI: 10.1007/s13143-024-00359-3
Ching-Hsuan Wu, Wei-Ting Chen, Chien-Ming Wu
{"title":"Multiscale Variability of Autumn\u0000 Precipitation in Eastern Taiwan Modulated by ENSO, ISO, and TC Activity","authors":"Ching-Hsuan Wu,&nbsp;Wei-Ting Chen,&nbsp;Chien-Ming Wu","doi":"10.1007/s13143-024-00359-3","DOIUrl":"10.1007/s13143-024-00359-3","url":null,"abstract":"<div><p>This study investigates the multiscale variability of rainfall over\u0000 eastern Taiwan during October–November, focusing on the companion effect of tropical\u0000 cyclone (TC) activity in the South China Sea (SCS) and northeasterly monsoon flow.\u0000 The interannual variation of autumn rainfall is significantly influenced by the ENSO\u0000 Phase. During La Niña years, the moisture transport from the SCS-Philippine Sea to\u0000 eastern Taiwan is enhanced by the anomalous southeasterly winds owing to the\u0000 cyclonic flow over the SCS. The response of autumn rainfall to ENSO is contributed\u0000 by intraseasonal variability and the associated TC activity in SCS. During La Niña\u0000 years, the Madden–Julian Oscillation (MJO) convective areas during phases 4–7 shift\u0000 into the SCS-Philippine Sea, and the quasi bi-weekly oscillation (QBWO) convective\u0000 activity is enhanced around the north of Luzon Island. We categorize TCs moving\u0000 westward into or forming within the SCS into the groups causing significant rainfall\u0000 in eastern Taiwan or not (the rainfall and non-rainfall groups). The rainfall group\u0000 predominantly occurs during La Niña years in MJO phases 5. Both groups have similar\u0000 average TC intensities, but the rainfall group’s path and the associated cyclonic\u0000 circulation are placed more northward. Both groups of TCs coincide with QBWO’s\u0000 cyclonic circulation, but the cyclonic circulation associated with the rainfall\u0000 group stretched from the SCS to the Ryukyu Islands, favoring the moisture transport\u0000 from the Philippine Sea to eastern Taiwan. We concluded that, excluding direct TC\u0000 influences, the most favorable conditions for heavy rainfall in eastern Taiwan in\u0000 Autumn are La Niña years during MJO phases 4–5, when the coinciding of TCs with\u0000 appropriately structured QBWOs passing through the Bashi Channel or the Northern\u0000 Philippines into the SCS. A regression model is developed based on the diagnostics\u0000 in this study using vertically integrated moisture transport and divergence from\u0000 1000–700 hPa, which provide the basis of the storyline approach to estimate autumn\u0000 rainfall over eastern Taiwan from the future projection of global climate\u0000 models.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"303 - 317"},"PeriodicalIF":2.2,"publicationDate":"2024-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140117210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Mechanisms Accounting for the Formation of the Strong Winds that Caused the Tripping Incident of Transmission Line in Eastern Inner Mongolia 导致内蒙古东部输电线路跳闸事故的强风形成机制分析
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-02-21 DOI: 10.1007/s13143-024-00352-w
Shuanglong Jin, Xiaolin Liu, Wang Bo, Zongpeng Song
{"title":"Mechanisms Accounting for the Formation of the Strong Winds that Caused the Tripping Incident of Transmission Line in Eastern Inner Mongolia","authors":"Shuanglong Jin,&nbsp;Xiaolin Liu,&nbsp;Wang Bo,&nbsp;Zongpeng Song","doi":"10.1007/s13143-024-00352-w","DOIUrl":"10.1007/s13143-024-00352-w","url":null,"abstract":"<div><p>Meteorological disasters pose a serious threat to the State Grid Corporation of China, which covers ~ 88% of Chinese national territory. Of these, strong winds deserve a special attention, as they often induce windage yaw discharge of transmission lines and even toppling of transmission towers, resulting in serious economic losses. On 28 June 2023, a severe tripping incident of transmission line appears in Eastern Inner Mongolia due to strong winds. In this study, we conduct comprehensive analyses to clarify the favorable background conditions and governing mechanisms for producing the strong winds. Main results are shown as follows. Synoptic analysis indicates that, the favorable background environments for the event are characterized by a strong upper-level jet associated upper tropospheric divergence; an intense middle-level warm advection ahead of a shortwave trough; and a long-lived lower-tropospheric mesoscale vortex. The strong winds that cause the tripping incident mainly occur in the southeastern quadrant of the vortex. Vorticity budget presents that the period from the mesoscale-vortex’s formation to 4 h before is crucial to the mesoscale vortex, as cyclonic vorticity increases rapidly mainly due to the lower-level convergence-related vertical stretching. In contrast, the horizontal transport mainly results in a net export of cyclonic vorticity, which is the most detrimental factor. Kinetic energy (KE) budget shows that, after the mesoscale vortex forms, the strong winds within its southeastern quadrant enhance rapidly. Overall, the positive work done by the pressure gradient force associated with the mesoscale vortex dominates the enhancement of strong winds; the horizontal transport of KE is the second dominant factor, and the vertical transport of KE (i.e., the downward momentum transportation) shows the least contribution.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"289 - 302"},"PeriodicalIF":2.2,"publicationDate":"2024-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13143-024-00352-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139927891","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
Estimating Wind Shear Magnitude Near Runways at Hong Kong International Airport Using an Interpretable Local Cascade Ensemble Strategy 利用可解释的本地级联集合策略估算香港国际机场跑道附近的风切变幅度
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-02-20 DOI: 10.1007/s13143-024-00351-x
Afaq Khattak, Jianping Zhang, Pak-wai Chan, Feng Chen, Hamad Almujibah
{"title":"Estimating Wind Shear Magnitude Near Runways at Hong Kong International Airport Using an Interpretable Local Cascade Ensemble Strategy","authors":"Afaq Khattak,&nbsp;Jianping Zhang,&nbsp;Pak-wai Chan,&nbsp;Feng Chen,&nbsp;Hamad Almujibah","doi":"10.1007/s13143-024-00351-x","DOIUrl":"10.1007/s13143-024-00351-x","url":null,"abstract":"<div><p>The elevated occurrence rate of wind shear (WS) events near airport runways presents one of the major hazards to the safe and efficient operation of landing and takeoff procedures. As a consequence of this, aircraft are more likely to experience the possibility of losing control or encountering hindrances. Hence, it is crucial to assess the factors influencing wind shear occurrence. Previous studies extensively reported the susceptibility of the runways at Hong Kong International Airport (HKIA) to significant wind shear events. Therefore, in order to estimate WS magnitude near runways at HKIA and assess various contributing factors, this study presents a novel Local Cascade Ensemble (LCE) model with its hyperparameters optimized via a Tree-Structured Parzen Estimator (TPE) to estimate the wind shear magnitude. The pilot report data obtained from HKIA between 2017 and 2021 was employed for the training and evaluation of the TPE-tuned LCE model. The outcomes of the TPE-tuned LCE model were also compared to those of other contemporary machine learning (ML) models. The findings indicated that the TPE-tuned LCE model exhibited better predictive performance in comparison to other models, as assessed by a mean absolute error (MAE) of 4.38 knots, a mean squared error (MSE) of 70.28 knots, a root mean squared error (RMSE) of 8.38 knots, and coefficient of determination (<i>R</i><sup>2</sup>) value of 0.79. Subsequently, model interpretation via SHapley Additive exPlanations (SHAP) technique was performed on the outcomes of TPE-tuned LCE. It indicated that that certain runways at HKIA, such as runway 07 C, 07 L, 25 C, and 25R, had a higher likelihood of experiencing elevated wind shear conditions within 1000 ft above the runway level.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"271 - 287"},"PeriodicalIF":2.2,"publicationDate":"2024-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139927797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Characteristic Changes in the Strengthening Western Disturbances over Karakoram in Recent Decades 近几十年喀喇昆仑上空不断加强的西部扰动的特征变化
IF 2.2 4区 地球科学
Asia-Pacific Journal of Atmospheric Sciences Pub Date : 2024-02-14 DOI: 10.1007/s13143-024-00354-8
Aaquib Javed, Pankaj Kumar
{"title":"Characteristic Changes in the Strengthening Western Disturbances over Karakoram in Recent Decades","authors":"Aaquib Javed,&nbsp;Pankaj Kumar","doi":"10.1007/s13143-024-00354-8","DOIUrl":"10.1007/s13143-024-00354-8","url":null,"abstract":"<div><p>Western disturbances (WDs) are upper-tropospheric mid-latitude synoptic systems propagating eastward along the subtropical westerly jet stream. They are capable of causing extreme precipitation events and have strengthened their impact over the Karakoram part of the Himalayas in recent decades. They play a crucial role in the sustenance of the “Karakoram Anomaly,” which refers to the anomalous stability/surge of a few Karakoram glaciers in contrast to the other glaciers of the Himalayas. Using the existing WD-catalog derived from ERA5 and MERRA2 reanalysis datasets, we observed that the core genesis zone for Karakoram WDs had undergone a statistically significant shift of ~ 9.7<sup>o</sup>E, migrating towards more favourable conditions for cyclogenesis. The study proposes a new parameter to identify regions of potential extratropical cyclogenesis. The shift can be attributed to an enhanced genesis potential, convergence, and higher moisture availability along the WD path. Composite analysis suggests that moisture availability has risen significantly over the shifted zone. Moreover, the propagation speeds of these systems have significantly declined, which explains the recent intensification of precipitation events related to WDs over the Karakoram and hints toward a crucial synoptic influence on the anomalous regional mass-balance phenomenon.</p></div>","PeriodicalId":8556,"journal":{"name":"Asia-Pacific Journal of Atmospheric Sciences","volume":"60 3","pages":"255 - 270"},"PeriodicalIF":2.2,"publicationDate":"2024-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139772188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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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