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Spatiotemporal Variability of Extreme Rainfall in Southern Benin in the Context of Global Warming 全球变暖背景下贝宁南部极端降雨的时空变异性
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-03-08 DOI: 10.1155/2023/9902326
S. F. Hounvou, K. F. Guedje, H. Kougbéagbédé, J. Adéchinan, E. Houngninou, A. Houéto
Changes in the frequency and timing of extreme precipitation in southern Benin are assessed in the context of global warming. The peak-over-threshold (POT) is used for this purpose, with the six (06) year return period daily rainfall as the threshold over seventeen (17) weather stations between 1960 and 2018. The results show that the South Benin experienced extreme rainfall on many occasions between 1960 and 2018 with a nonuniform spatiotemporal distribution of this category of rainfall. No statistically significant trend in the frequency and variation of extreme rainfall intensities is revealed over the study period. Despite the low rate of extreme rainfall, the monthly trend is consistent with the bimodal rainfall regime in southern Benin. The global warming highlighted in its last decades in southern Benin is accompanied by a slightly upward trend in extreme rainfall compared to the period before 1990.
在全球变暖的背景下评估了贝宁南部极端降水频率和时间的变化。峰值超阈值(POT)用于此目的,1960年至2018年间,六(06)年重现期日降雨量为十七(17)个气象站的阈值。结果表明,在1960年至2018年间,南贝宁多次出现极端降雨,这类降雨的时空分布不均匀。在研究期间,极端降雨强度的频率和变化没有显示出统计上显著的趋势。尽管极端降雨率较低,但每月的趋势与贝宁南部的双峰降雨情况一致。与1990年之前相比,过去几十年在贝宁南部突出的全球变暖伴随着极端降雨量略有上升的趋势。
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引用次数: 1
Study on the Impact of Future Climate Change on Extreme Meteorological and Hydrological Elements in the Upper Reaches of the Minjiang River 未来气候变化对岷江上游极端气象水文要素的影响研究
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-02-09 DOI: 10.1155/2023/9458678
Ting Chen, Yao Ye, Kebi Yang, Xu Zhang, T. Ao
Global warming increases global average precipitation and evaporation, causing extreme climate and hydrological events to occur frequently. Future changes in temperature, precipitation, and runoff from 2021 to 2050 in the upper reaches of the Minjiang River were analyzed using a distributed hydrological model, the SWAT (Soil and Water Assessment Tool), under a future climate scenario. Simultaneously, future variation characteristics of extreme climate hydrological elements in the upper reaches of the Minjiang River were analyzed using extreme climate and runoff indicators. The research shows that the frequency and intensity of the extreme temperature warming index will increase, while those of the extreme temperature cooling index will increase and then weaken in the upper reaches of the Minjiang River under a future climate scenario. The duration of precipitation, the intensity of continuous heavy precipitation, and the frequency of heavy precipitation will increase, whereas the intensity of short-term heavy precipitation and the frequency of heavy precipitation will decrease. However, spatial distribution of flood in the upper reaches is different, and thus flood risk in the upstream source area will still tend to increase. Particular attention should be given to the increase in autumn flood risk in the upper reaches of the Minjiang River.
全球变暖增加了全球平均降水量和蒸发量,导致极端气候和水文事件频繁发生。利用分布式水文模型SWAT (Soil and Water Assessment Tool)对未来气候情景下岷江上游2021 - 2050年的温度、降水和径流变化进行了分析。同时,利用极端气候和径流指标分析了岷江上游极端气候水文要素的未来变化特征。研究表明,未来气候情景下,岷江上游极端温度增温指数的频率和强度将增加,而极端温度降温指数的频率和强度将先增加后减弱。降水持续时间、连续强降水强度、强降水频次增加,短期强降水强度、强降水频次减少。但由于上游洪水的空间分布不同,上游源区洪水风险仍有增加的趋势。尤其要注意岷江上游秋季洪涝风险的增加。
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引用次数: 1
Climatology Definition of the Myanmar Southwest Monsoon (MSwM): Change Point Index (CPI) 缅甸西南季风的气候学定义:变化点指数(CPI)
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-01-25 DOI: 10.1155/2023/2346975
Kyaw Than Oo
Myanmar’s climate is heavily influenced by its geographic location and relief. Located between the Indian summer monsoon (ISM) and the East Asian summer monsoon (EASM), Myanmar’s climate is distinguished by the alternation of seasons known as the monsoon. The north-south direction of peaks and valleys creates a pattern of alternate zones of heavy and scanty precipitation during both the northeast and southwest monsoons. The majority of the rainfall has come from Myanmar’s southwest monsoon (MSwM), which is Myanmar’s rainy season (summer in global terms, June–September). This study explained both threshold-based and nonthreshold-based objective definitions of the onset and withdrawal of large-scale MSwM. The seasonal transitions in MSwM circulation and precipitation are convincingly represented by the new index, which is based on change point detection of the atmospheric moisture flow converging in the MSwM region (10–28 N, 92–102 E). A transition in vertically integrated moisture transport (VIMT), the reversal of surface winds, and an increase in precipitation may also be considered when defining MSwM onset objectively. We also define a change point of the MSwM (CPI) index for MSwM onset and withdrawal dates. The climatological mean onset of MSwM is day 135 (May 14), withdrawal is day 278 (October 4), and the total season length is 144 days. We are investigating spatial patterns of rainfall progression at and after the start of the monsoon, rather than transitions within a single region of the MSwM. The local southwest monsoon duration is well correlated with the CPI duration on interannual timescales, particularly in the peak rainfall regions, with a delay (advance) in large-scale onset or withdrawal associated with a delay (advance) of onset or withdrawal by local index. Hence, the next phase of this research is to study the maintenance and break of the monsoon to understand the underlying physical processes governing the monsoon circulation. The results of this study provide a possibility to reconstruct Myanmar’s monsoon climate dynamics, and the findings of this study can help unravel many remaining questions regarding the greater Asian monsoon system’s variability.
缅甸的气候在很大程度上受到其地理位置和地形的影响。缅甸位于印度夏季风(ISM)和东亚夏季风(EASM)之间,气候以季风季节交替而闻名。在东北和西南季风期间,山峰和山谷的南北方向形成了一种交替的强降水和少降水区模式。大部分降雨来自缅甸西南季风(MSwM),这是缅甸的雨季(全球夏季,6月至9月)。本研究解释了大规模MSwM发作和消退的基于阈值和非阈值的客观定义。新指数令人信服地代表了MSwM环流和降水的季节性转变,该指数基于对汇聚在MSwM区域的大气湿气流的变化点检测(10-28 N、 92–102 E) 。在客观定义MSwM发作时,还可以考虑垂直综合湿气输送(VIMT)的转变、表面风的逆转和降水量的增加。我们还定义了MSwM(CPI)指数的变化点,用于MSwM的发病日期和停药日期。MSwM的气候平均发病时间为第135天(5月14日),停药时间为第278天(10月4日),总季节长度为144 天。我们正在调查季风开始时和之后降雨进程的空间模式,而不是MSwM单个区域内的转变。在年际尺度上,当地西南季风持续时间与CPI持续时间密切相关,特别是在降雨量峰值地区,大规模爆发或消退的延迟(推进)与当地指数的爆发或消退延迟(提前)相关。因此,本研究的下一阶段是研究季风的维持和中断,以了解控制季风环流的潜在物理过程。这项研究的结果为重建缅甸的季风气候动力学提供了可能性,这项研究结果有助于解开关于更大的亚洲季风系统可变性的许多遗留问题。
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引用次数: 2
Potential Impacts of Future Climate Changes on Crop Productivity of Cereals and Legumes in Tamil Nadu, India: A Mid-Century Time Slice Approach 未来气候变化对印度泰米尔纳德邦谷物和豆类作物生产力的潜在影响:世纪中期时间片方法
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-01-16 DOI: 10.1155/2023/4540454
V. Geethalakshmi, R. Gowtham, Radhakrishnan Gopinath, Shanmugavel Priyanka, Marimuthu Rajavel, K. Senthilraja, M. Dhasarathan, R. Rengalakshmi, K. Bhuvaneswari
Climate change is a terrible global concern and one of the greatest future threats to societal development as a whole. The accelerating pace of climate change is becoming a major challenge for agricultural production and food security everywhere. The present study uses the midcentury climate derived from the ensemble of 29 general circulation models (GCMs) on a spatial grid to quantify the anticipated climate change impacts on rice, maize, black gram, and red gram productivity over Tamil Nadu state in India under RCP 4.5 and RCP 8.5 scenarios. The future climate projections show an unequivocal increase of annual maximum temperature varying from 0.9 to 2.2°C for RCP 4.5 and 1.4 to 2.7°C in RCP 8.5 scenario by midcentury, centered around 2055 compared to baseline (1981–2020). The projected rise in minimum temperature ranges from 1.0 to 2.2°C with RCP 4.5 and 1.8 to 2.7°C under RCP 8.5 scenario. Among the monsoons, the southwest monsoon (SWM) is expected to be warmer than the northeast monsoon (NEM). Annual rainfall is predicted to increase up to 20% under RCP 4.5 scenario in two-third of the area over Tamil Nadu. Similarly, RCP 8.5 scenario indicates the possibility of an increase in rainfall in the midcentury with higher magnitude than RCP 4.5. Both SWM and NEM seasons are expected to receive higher rainfall during midcentury under RCP 4.5 and RCP 8.5 than the baseline. In the midcentury, climate change is likely to pose a negative impact on the productivity of rice, maize, black gram, and red gram with both RCP 4.5 and RCP 8.5 scenarios in most places of Tamil Nadu. The magnitude of the decline in yield of all four crops would be more with RCP 8.5 over RCP 4.5 scenario in Tamil Nadu. Future climate projections made through multi-climate model ensemble could increase the plausibility of future climate change impact assessment on crop productivity. The adverse effects of climate change on cereal and legume crop productivity entail the potential adaptation options to ensure food security.
气候变化是一个可怕的全球问题,也是未来对整个社会发展的最大威胁之一。气候变化的加速正在成为世界各地农业生产和粮食安全面临的重大挑战。本研究使用从空间网格上的29个总环流模型(GCM)集合中得出的世纪中期气候,量化了在RCP 4.5和RCP 8.5情景下,气候变化对印度泰米尔纳德邦水稻、玉米、黑克和红克生产力的预期影响。未来气候预测显示,到本世纪中叶,RCP 4.5的年最高温度将明显上升,从0.9°C上升到2.2°C,RCP 8.5的年最高气温将上升到1.4°C,与基线(1981–2020)相比,以2055年左右为中心。RCP 4.5的最低温度预计上升范围为1.0至2.2°C,RCP 8.5的最低温度预期上升范围为1.8至2.7°C。在季风中,西南季风(SWM)预计将比东北季风(NEM)温暖。据预测,在RCP 4.5情景下,泰米尔纳德邦三分之二地区的年降雨量将增加20%。同样,RCP 8.5情景表明,本世纪中叶降雨量增加的可能性高于RCP 4.5。在RCP 4.5和RCP 8.5的情况下,雨水管理季节和NEM季节预计在本世纪中叶的降雨量都将高于基线。在本世纪中叶,气候变化可能会对泰米尔纳德邦大部分地区的水稻、玉米、黑克和红克的生产力产生负面影响,RCP 4.5和RCP 8.5都是如此。在泰米尔纳德邦,RCP 8.5比RCP 4.5的情况下,所有四种作物的产量下降幅度都会更大。通过多气候模型集合进行的未来气候预测可以提高未来气候变化对作物生产力影响评估的合理性。气候变化对谷物和豆类作物生产力的不利影响,带来了确保粮食安全的潜在适应选择。
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引用次数: 0
Long-Term (2007 to 2018) Energy and CO2 Fluxes over an Agriculture Ecosystem in the Southeastern Margin of the Tibetan Plateau 青藏高原东南缘农业生态系统长期(2007 - 2018)能量和CO2通量
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-23 DOI: 10.1155/2022/4329199
Anlun Xu, Jian Li, Qun Du, Baoju Dong
Long-term eddy covariance flux observations over complex topography are crucial for improving the understanding of the turbulent exchanges between the land and atmosphere. Based on a 12-year (2007–2018) record dataset measured with the eddy covariance technique over the Dali agriculture ecosystem in the southeastern margin of the Tibetan Plateau, we investigated the diurnal, seasonal, and interannual variations of the sensible heat flux (Hs), latent heat flux (LE), and carbon dioxide flux (Fc), and their controlling variables. The results showed that Hs and LE exhibited similar diurnal and seasonal variations, while the amplitude of LE was clearly larger than that of Hs throughout the year. The turbulent fluxes showed remarkable fluctuation on the annual scale. The annual average Hs (LE) increases (decreases) from approximately 8 (110) W·m−2 during 2007–2013 to 20 (79) W·m−2 during 2014–2018. The annual cumulative net CO2 ecosystem exchange (NEE) increases significantly from approximately −739 g·C·m−2·yr−1 during 2007–2013 to −218 g·C·m−2·yr−1 during 2014–2018. The relationship between turbulent fluxes and meteorological variables was also examined. Wind speed (WS) is found to be the dominant controlling factor for the Hs on different temporal scales and their correlation coefficients increase when the timescales vary from daily to annual scale; whereas the product of WS and vapor pressure deficit (VPD) is the major meteorological variable controlling the LE over all temporal scales. The net radiation (Rn) is the dominating factor for Fc on daily and monthly timescales, while WS becomes the most controlling factor for Fc on an annual scale. Notably, surface energy and CO2 fluxes are also greatly influenced by the vegetation cover surrounding the measurement site.
复杂地形上的长期涡旋相关方差通量观测对于提高对陆地和大气之间湍流交换的认识至关重要。利用涡旋相关方差技术对青藏高原东南缘大理农业生态系统12年(2007-2018年)记录数据,研究了感热通量(Hs)、潜热通量(LE)和二氧化碳通量(Fc)的日、季节和年际变化及其控制变量。结果表明,Hs和LE表现出相似的日变化和季节变化,但全年LE的振幅明显大于Hs。湍流通量在年尺度上表现出显著的波动。年平均Hs (LE)从2007-2013年的约8 (110)W·m−2增加(减少)到2014-2018年的20 (79)W·m−2。年累积净CO2生态系统交换(NEE)从2007-2013年的约−739 g·C·m−2·yr−1显著增加到2014-2018年的−218 g·C·m−2·yr−1。本文还研究了湍流通量与气象变量之间的关系。在不同的时间尺度上,风速是h的主要控制因子,其相关系数随时间尺度的变化而增大;而WS和水汽压差(VPD)的乘积是控制各时间尺度LE的主要气象变量。在日和月时间尺度上,净辐射(Rn)是影响Fc的主要因素,而在年尺度上,WS是影响Fc的最主要因素。值得注意的是,地表能和CO2通量也受到测点周围植被覆盖的很大影响。
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引用次数: 0
Influence of Underlying Surface on Distribution of Hourly Heavy Rainfall over the Middle Yangtze River Valley 下垫面对长江中游小时强降水分布的影响
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-21 DOI: 10.1155/2022/9696174
Yinglian Guo, Jisong Sun, Guirong Xu, Zhiming Zhou, Jizhu Wang
The variation of boundary layer circulation caused by the influence of complex underlying surface is one of the reasons why it is difficult to forecast hourly heavy rainfall (HHR) in the middle Yangtze River Valley (YRV). Based on the statistics of high-resolution observation data, it is found that the low resolution data underestimate the frequency of HHR in the mountain that are between the twain-lake basins in the middle YRV (TLB-YRV). The HHR frequency of mountainous area in the TLB-YRV is much higher than that of Dongting Lake on its left and is equivalent to the HHR frequency of Poyang Lake on its right. The hourly reanalysis data of ERA5 were used to study the variation of boundary layer circulation when HHR occurred. It can be found that the boundary layer circulation corresponding to different underlying surfaces changed under the influence of the weather system. Firstly, the strengthening of the weather system in the early morning resulted in the strengthening of the southwest low-level air flow, which intensified the uplift of the windward slope air flow on the west and south slopes of the mountainous areas in the TLB-YRV. As a result, the sunrise HHR gradually increases from the foot of the mountain. The high-frequency HHR period of sunrise occurs when the supergeostrophic effect is weakened, the low-level vorticity and frontal forcing are strengthened, and the water vapor flux convergence begins to weaken. Secondly, the high-frequency HHR period of the sunset is caused by stronger local uplift and more unstable atmospheric stratification, but the enhanced local uplift is caused by the coupling of the terrain forcing of the underlying surface and the enhanced northern subgeostrophic flow, which causes the HHR to start closer to the mountain top at sunset than at sunrise.
复杂下垫面影响引起的边界层环流变化是长江中游小时强降水预报困难的原因之一。通过对高分辨率观测资料的统计,发现低分辨率资料低估了长江中游两湖流域之间山区的HHR频率。TLB-YRV中山区的HHR频率远高于其左侧的洞庭湖,相当于其右侧的鄱阳湖的HHR。利用ERA5逐小时再分析资料研究了HHR发生时边界层环流的变化。可以发现,不同下垫面对应的边界层环流在天气系统的影响下发生了变化。首先,清晨天气系统的增强导致西南低层气流的增强,这加剧了TLB-YRV山区西、南坡向风坡气流的抬升。因此,日出HHR从山脚开始逐渐增加。日出的高频HHR期发生在超地转效应减弱、低层涡度和锋面强迫增强、水汽通量辐合开始减弱的时候。其次,日落的高频HHR周期是由更强的局部隆起和更不稳定的大气分层引起的,但局部隆起的增强是由下垫面的地形强迫和增强的北部亚地营养流的耦合引起的,这导致HHR在日落时比在日出时更靠近山顶。
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引用次数: 0
Seasonal Variability of Air Pollutants and Their Relationships to Meteorological Parameters in an Urban Environment 城市环境中大气污染物的季节变化及其与气象参数的关系
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-17 DOI: 10.1155/2022/5628911
S. Shelton, G. Liyanage, Sanduni Jayasekara, B. Pushpawela, Upaka S. Rathnayake, Akila Jayasundara, Lesty Dias Jayasooriya
Air quality in urban areas is deteriorating over time with the increased pollutant distribution levels mainly caused due to anthropogenic activities. In addition, these pollutant distribution levels may relate to changing meteorological conditions. However, the relationships were not researched in-depth in the context of Sri Lanka, a country with a significant impact on climate change. The main objective of this study was to provide a broader perspective on the seasonal variation of tiny particles in air (PM2.5 and PM10), nitrogen dioxide (NO2), carbon monoxide (CO), ozone (O3), and sulfur dioxide (SO2) in two urban cities (Colombo and Kandy) in Sri Lanka over 3 years period (2018–2021) and the possible relationships between air pollution and meteorological variables. Results show that all the aforementioned pollutants except O3 consistently depict two peaks during the day, one in the morning (∼07:00–09:00 local time) and the other in the evening (∼18:00–20:00 local time). These peaks coincided with the traffic jams observed in both cities. The results further revealed that the concentration of all pollutants has significant seasonal variations. Compared to two monsoon seasons, the highest daily average PM2.5 (31.2 μg/m3), PM10 (49.5 μg/m3), NO2 (18.9 ppb), CO (717.5 ppb), O3 (18.5 ppb), and SO2 (9.4 ppb) concentrations in Colombo are recorded during northeast monsoon (NEM) seasons while contrast pattern is observed in Kandy. In addition, it was found that wind speed with its direction is the most influencing factor for the pollutant concentration except for SO2 and O3 in two cities, and this is irrespective of the season. This study’s findings contribute to understanding the seasonality of ambient air quality and the relationship between meteorological factors and air pollutants. These findings ultimately lead to designing and implementing season-specific control strategies to achieve air pollution reduction at a regional scale.
城市地区的空气质量随着时间的推移而恶化,污染物分布水平的增加主要是由人为活动引起的。此外,这些污染物分布水平可能与不断变化的气象条件有关。然而,这些关系并没有在斯里兰卡这个对气候变化有重大影响的国家的背景下进行深入研究。本研究的主要目的是为斯里兰卡两个城市(科伦坡和康提)3年(2018-2021)空气中微小颗粒物(PM2.5和PM10)、二氧化氮(NO2)、一氧化碳(CO)、臭氧(O3)和二氧化硫(SO2)的季节变化以及空气污染与气象变量之间的可能关系提供更广泛的视角。结果表明,除O3外,上述所有污染物在白天都有两个峰值,一个在早上(当地时间~07:00~09:00),另一个在晚上(当地时间约18:00~20:00)。这些高峰与这两个城市的交通堵塞相吻合。结果进一步表明,各污染物浓度均存在显著的季节变化。与两个季风季节相比,最高的日均PM2.5(31.2 μg/m3)、PM10(49.5 μg/m3)、NO2(18.9 ppb),CO(717.5 ppb),O3(18.5 ppb)和SO2(9.4 ppb)在科伦坡的浓度记录在东北季风(NEM)季节,而在康提观察到对比模式。此外,研究发现,除SO2和O3外,风速及其方向是两个城市污染物浓度的最大影响因素,这与季节无关。这项研究的发现有助于理解环境空气质量的季节性以及气象因素与空气污染物之间的关系。这些发现最终导致设计和实施特定季节的控制策略,以实现区域范围内的空气污染减少。
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引用次数: 6
The Relationship between the Atmospheric Heat Source over Tibetan Plateau and the Westerly-Monsoon Evolution in August and Its Physical Mechanism 青藏高原大气热源与8月西风演变的关系及其物理机制
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-14 DOI: 10.1155/2022/2762292
Chunxue Wang, Yueqing Li
In this study, the relationship between the East Asian subtropical westerly jet (EASWJ) and the East Asian summer monsoon (EASM) (westerly monsoon) and the correlation with the atmospheric heat source (AHS) on the Tibetan plateau (TP), especially the possible connection of the sudden enhancement of the correlation in August were analyzed. The results show that there is a significant correlation between the EASWJ and the EASM from June to October in terms of both intra-annual variability and interannual fluctuations, and the correlation between the AHS over TP and the EASWJ and the EASM during the same period is significantly enhanced in August. The synthetic analysis indicated that when the AHS was strong, a positive anomaly of a horizontal temperature gradient appeared over TP, which was conducive to the southward shift of the high-altitude temperature gradient center, resulting in the southward position of the axis of the 200 hPa westerly jet, and an upward and downward inclined westerly anomaly zone appeared from the south slope of TP to the main body and its north slope. Meanwhile, the East Asia–Pacific (EAP) teleconnection pattern with a negative phase appeared at 500 hPa, and TP to western Japan was located in the negative value area of the wave train. The AHS was conducive to the enhancement of the EAP negative phase, which was not conducive to the further northward transportation of water vapor by the EASM. On the contrary, when the AHS on TP was weak, the position of the westerly jet was northward and the EAP positive phase enhanced, contributing to the further northward transport of water vapor from the EASM.
本文分析了东亚副热带西风急流(EASWJ)与东亚夏季风(EASM)的关系,以及与青藏高原大气热源(AHS)的相关性,特别是与8月相关性突然增强的可能联系。结果表明,从年内变化和年际波动来看,6月至10月的EASWJ与EASM之间存在显著的相关性,8月同期TP上的AHS与EASWJ和EASM之间的相关性显著增强。综合分析表明,当AHS较强时,TP上空出现水平温度梯度的正异常,这有利于高空温度梯度中心的南移,导致200 hPa西风急流,从TP南坡到主体及其北坡出现一个上下倾斜的西风异常带。同时,东亚-太平洋(EAP)遥相关模式出现在500 hPa和TP向日本西部的移动位于波列的负值区域。AHS有利于EAP负相的增强,不利于EASM进一步向北输送水蒸气。相反,当TP上的AHS较弱时,西风急流的位置向北,EAP正相增强,有助于EASM的水蒸气进一步向北输送。
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引用次数: 0
LiDAR-Based Windshear Detection via Statistical Features 基于统计特征的激光雷达风切变检测
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-12-13 DOI: 10.1155/2022/3039797
J. Zhang, P. Chan, M. Ng
Windshear is a kind of microscale meteorological phenomenon which can cause danger to the landing and takeoff of aircrafts. Accurate windshear detection plays a crucial role in aviation safety. With the development of machine learning, several learning-based methods are proposed for windshear detection, i.e., windshear and non-windshear classification. To obtain accurate detection results, it is significant to extract features that can distinguish windshear and non-windshear properly from the obtained wind velocity data. In this paper, we mainly introduce two statistical indicators derived from the Doppler Light Detection and Ranging (LiDAR) observational wind velocity data by plan position illustrate (PPI) scans for windshear features construction. Besides the indicators directly derived from the wind velocity data, we also study the visual information from the corresponding conical images of wind velocity. Based on the proposed indicators, we construct three feature vectors for windshear and non-windshear classification. Inspired by the idea of multiple instance learning, the wind velocity data collected in the 4 minutes within the reported time spot are considered in the procedure of feature vector construction, which can reduce the possibility of windshear features missing. Both statistical methods and clustering methods are applied to evaluate the effectiveness of the proposed feature vectors. Numerical results show that the proposed feature vectors have good effect on windshear and non-windshear classification and can be used to provide more accurate windshear alerting to pilots in practice.
风切变是一种微小尺度的气象现象,会对飞机的降落和起飞造成危险。准确的风切变探测在航空安全中起着至关重要的作用。随着机器学习的发展,人们提出了几种基于学习的风切变检测方法,即风切变和非风切变分类。为了获得准确的探测结果,从获得的风速数据中提取能够正确区分风切变和非风切变的特征具有重要意义。在本文中,我们主要介绍了利用多普勒光探测和测距(LiDAR)观测风速数据,通过平面位置图示(PPI)扫描获得的两个统计指标,用于风切变特征的构建。除了直接从风速数据中得出的指标外,我们还研究了相应的风速圆锥形图像中的视觉信息。基于所提出的指标,我们构建了风切变和非风切变分类的三个特征向量。受多实例学习思想的启发,在特征向量构建过程中考虑了报告时间点内4分钟内收集的风速数据,可以降低风切变特征缺失的可能性。将统计方法和聚类方法都用于评估所提出的特征向量的有效性。数值结果表明,所提出的特征向量对风切变和非风切变的分类有很好的效果,可以在实际中为飞行员提供更准确的风切变告警。
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引用次数: 0
Hydrological and Meteorological Drought Monitoring and Trend Analysis in Abbay River Basin, Ethiopia 埃塞俄比亚阿贝河流域水文气象干旱监测及趋势分析
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-11-28 DOI: 10.1155/2022/2048077
Kassa Abera Tareke, Admasu Gebeyehu Awoke
The definition of drought is very controversial due to its multi-dimensional impact and slow propagation in onset and end. Predicting the accurate occurrence of drought remains a challenging task for researchers. The study focused on hydrological and meteorological drought monitoring and trend analysis in the Abbay river basin, using the streamflow drought index (SDI), standardized precipitation index (SPI), and reconnaissance drought index (RDI), respectively, to fill this research gap. The study also looked into the interrelationships between the two drought indicators. The SDI, SPI, and RDI were calculated using long-term streamflow, precipitation, and temperature data collected from 1973 to 2014. The data were collected from eight streamflow stations and fifteen meteorological gauge stations. DrinC software (Drought Indices Calculator) was used to calculate the SDI, SPI, and RDI values. The result from meteorological drought using SPI12 and RDI12 shows that 1975, 1981, 1984, 1986, 1991, 1994, and 2010 were extreme drought years, whereas 1983, 1984, 2001, and 2010 were the most extreme hydrological drought years based on the SDI12 result. Except for Bahir Dar and Gondar, a severe drought occurs at least once a decade in all stations considered in this study. In general, the SPI, RDI, and SDI results indicated that the study area was exposed to the most prolonged severe and extreme drought from 1981 to 1991. The findings of this study also demonstrated that the occurrence of hydrometeorological droughts in the Abbay river basin has a positive correlation at long time scales of 6 and 12 months. The trend analysis using the Mann–Kendall test implied that there was a significant meteorological drought trend in two stations (Debre Berhan and Fiche) at SPI12 and RDI12 time scale, but for the remaining thirteen stations, there is no trend in all time scales. The hydrological drought trend analysis in the basin on a seasonal (SDI3) and yearly (SDI12) time scale also revealed that three streamflow stations have a positive trend (Kessie, Gummera, and Border). This implies that water resource management is still a vital tool for the sustainable development of the Abbay river basin in the future.
干旱的定义非常有争议,因为它具有多维度的影响,并且在开始和结束时传播缓慢。预测干旱的准确发生对研究人员来说仍然是一项具有挑战性的任务。本研究重点研究了阿贝河流域的水文气象干旱监测和趋势分析,分别使用径流干旱指数(SDI)、标准化降水指数(SPI)和勘测干旱指数(RDI)来填补这一研究空白。该研究还调查了这两个干旱指标之间的相互关系。SDI、SPI和RDI是使用1973年至2014年收集的长期流量、降水和温度数据计算的。这些数据是从8个流量站和15个气象测量站收集的。DrinC软件(干旱指数计算器)用于计算SDI、SPI和RDI值。SPI12和RDI12的气象干旱结果表明,1975年、1981年、1984年、1986年、1991年、1994年和2010年是极端干旱年份,而基于SDI12的结果,1983年、1984、2001和2010年则是最极端的水文干旱年份。除Bahir Dar和Gondar外,本研究中考虑的所有站点至少每十年发生一次严重干旱。总的来说,SPI、RDI和SDI结果表明,研究地区在1981年至1991年期间遭受了最长时间的严重和极端干旱。该研究结果还表明,阿贝河流域水文气象干旱的发生在6个月和12个月的长时间尺度上具有正相关关系。使用Mann–Kendall检验的趋势分析表明,在SPI12和RDI12时间尺度上,两个站点(Debre Berhan和Fiche)存在显著的气象干旱趋势,但对于其余13个站点,在所有时间尺度上都没有趋势。在季节(SDI3)和年度(SDI12)时间尺度上对流域的水文干旱趋势分析也表明,三个径流站(Kessie、Gummera和Border)具有积极的趋势。这意味着水资源管理仍然是阿贝河流域未来可持续发展的重要工具。
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引用次数: 2
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Advances in Meteorology
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