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Three-dimensional lightning channel structure reconstruction: An efficient matching TOA algorithm for VHF pulses 三维闪电信道结构重建:一种有效的VHF脉冲匹配TOA算法
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-07 DOI: 10.1016/j.jastp.2025.106702
Yueyang Wang, Yun Li, Shi Qiu, Shuangjiang Du, Zheng Sun, Lihua Shi
To address the underutilization of pulse signals in existing time-of-arrival (TOA) algorithms for lightning radiation source localization, this study proposes a three-dimensional (3-D) lightning TOA localization algorithm based on efficient VHF pulse matching. In the signal segment matching stage, a rotating reference station mechanism is introduced to overcome the bottleneck of single-reference station matching, ensuring full utilization of pulse signals from each detection substation. In the precise time delay alignment stage, the maximum possible time delay of 10 μs caused by the fast development of lightning is determined through Monte Carlo simulation. Overlapping time windows are set via the sliding window method to avoid omissions in pulse matching. During the pulse matching stage, the Density-Based Spatial Clustering of Applications with Noise (DBSCAN) temporal clustering method is employed to traverse and match pulse signals within the same time window, and time-amplitude consistency verification is used to filter pulse matching results. Finally, the effectiveness of the novel optimized algorithm is verified through intracloud and cloud-to-ground flash cases. Compared with the existing algorithm, the novel optimized algorithm identifies 2.9 times more radiation sources. Meanwhile, it significantly improves the continuity and length of lightning channels, enabling more detailed reconstruction of complex lightning structures, and provides new technical tools for in-depth research on lightning processes and physical mechanisms.
针对雷电辐射源定位中现有到达时间(TOA)算法对脉冲信号利用不足的问题,提出了一种基于高效VHF脉冲匹配的三维雷电到达时间定位算法。在信号段匹配阶段,引入了旋转参考站机构,克服了单参考站匹配的瓶颈,保证了各检测站脉冲信号的充分利用。在精确时延对准阶段,通过蒙特卡罗模拟确定了闪电快速发展可能造成的最大时延10 μs。通过滑动窗法设置重叠时间窗,避免了脉冲匹配中的遗漏。在脉冲匹配阶段,采用基于密度的带噪声应用空间聚类(DBSCAN)时间聚类方法对同一时间窗内的脉冲信号进行遍历匹配,并采用时幅一致性验证对脉冲匹配结果进行滤波。最后,通过云内和云对地闪光案例验证了新优化算法的有效性。与现有算法相比,优化后的算法识别辐射源的能力提高了2.9倍。同时,显著提高了闪电通道的连续性和长度,使复杂闪电结构的重建更加精细,为深入研究闪电过程和物理机制提供了新的技术工具。
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引用次数: 0
Climatological analysis in identification of hotspot regions of pre-monsoon convective conditions for the occurrence of disastrous thunderstorms over West Bengal 西孟加拉邦灾难性雷暴发生的季风前对流条件热点区识别的气候学分析
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-05 DOI: 10.1016/j.jastp.2025.106700
Anup Mahato, A.N.V. Satyanarayana
This study investigates the climatological variations of convective parameters over West Bengal, India, during the pre-monsoon season (March–May) from 1980 to 2020 using high (0.25° × 0.25°) horizontal resolution of ECMWF reanalysis (ERA-5) and hourly time interval data. Based on the analysis of spatial patterns of inter-annual variability and spatial patterns of trends employing the Mann-Kendall test of Convective Available Potential Energy (CAPE), Convective Inhibition (CIN), CAPE/CIN ratio, and K-index, an attempt has been made to identify potential convective zones for the occurrence of disastrous thunderstorms. The climatological analysis reveals the existence of three distinct zones with unique convective potential over West Bengal. The Coastal zone-1 (21.5°N-23°N, 87°E−89°E) exhibits a consistently favourable environment for convection with high values of positive energy and instability, low convective inhibition, and low spatial variability. The Central zone-2 (23°N-26°N, 86°E−89°E) shows an inconsistent convective environment with moderate spatial patterns of inter-annual variability of CAPE and CIN. The northern zone-3 (26°N-27°N, 88°E−90°E), presents less favourable but occasional convective conditions with generally lower magnitude of CAPE and CIN with highly varying spatial patterns of inter-annual variability. The K-index is sufficient to produce a convective environment in zone-1 than in the other two zones. Accordingly, the observed disastrous thunderstorm events are in alignment with the identified zones. The overall trend shows a clear reduction in storm activity moving from zone-1 to zone-3. The analysis reveals that the number of the observed disastrous thunderstorm events has shown a sudden increase from the year 2000 onwards.
In the present study, the proposed threshold value of the CAPE/CIN ratio is a useful indicator to identify potential convective zones. The temporal trend analysis of convective parameters over West Bengal during the last four decades reveals a spatial variability of convective potential of the atmosphere. The K-index demonstrated a gradual rise, particularly in the last decade, further supporting increased atmospheric instability. This study provides an important insight into changes in the conducive nature of the convective conditions over West Bengal, susceptible to the occurrences of disastrous thunderstorm activities in the context of global warming and climate change.
本文利用ECMWF再分析(ERA-5)的高(0.25°× 0.25°)水平分辨率和逐时间隔资料,研究了1980 - 2020年季风前季节(3 -5月)印度西孟加拉邦对流参数的气候变化。利用对流有效势能(CAPE)、对流抑制(CIN)、CAPE/CIN比值和k指数的Mann-Kendall检验,分析年际变异的空间格局和趋势的空间格局,试图识别灾害性雷暴发生的潜在对流区。气候学分析显示,西孟加拉邦上空存在三个具有独特对流势的不同区域。海岸带-1(21.5°N-23°N, 87°E - 89°E)具有高正能量和高不稳定性、低对流抑制和低空间变异的对流环境。中部-2区(23°N-26°N, 86°E - 89°E)为不一致对流环境,CAPE和CIN年际变化空间格局中等。北部3区(26°N-27°N, 88°E - 90°E)对流条件不太有利,但偶有对流条件,CAPE和CIN大小普遍较低,年际变异空间格局变化很大。k指数在1区比在其他两个区更足以产生对流环境。因此,观测到的灾难性雷暴事件与确定的区域一致。总体趋势显示,从1区向3区移动的风暴活动明显减少。分析表明,自2000年以来,观测到的灾难性雷暴事件的数量呈突然增加的趋势。在本研究中,提出的CAPE/CIN比值阈值是识别潜在对流区的有用指标。西孟加拉邦近40年对流参数的时间趋势分析揭示了大气对流势的空间变异性。k指数呈逐渐上升趋势,特别是在最近十年,这进一步支持了大气不稳定性的增加。这项研究对西孟加拉邦对流条件的有利性质的变化提供了重要的见解,在全球变暖和气候变化的背景下,西孟加拉邦容易受到灾难性雷暴活动的影响。
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引用次数: 0
Source attribution and temporal patterns of surface ozone in a semi-arid region of southern India via GAM and trajectory models 基于GAM和轨迹模式的印度南部半干旱区地表臭氧来源归属和时间格局
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-04 DOI: 10.1016/j.jastp.2025.106699
Ramanjula Reddy Annareddy, Fasiha Begum Shaik, Bhavana Thatapi, Chandrasekhar Reddy Chukkaluri, Nazeer Ahammed Yadiki
Surface Ozone (O3) is a secondary air pollutant of major concern owing to its impacts on human health, vegetation, materials, and regional climate. This study presents a year-long (March 2021–February 2022) investigation of O3 variability and its driving factors in Kadapa, a semi-arid region of southern India. Continuous ground-based measurements using a UV photometric analyzer, complemented by Particulate-Matter (PM2.5) data, ERA5 meteorological reanalysis, and satellite inputs, were analyzed through a combination of Generalized Additive Model (GAM) and air-mass trajectory approaches (WPSCF and WCWT). Pronounced diurnal and seasonal O3 patterns revealed a pronounced afternoon peak driven by photochemical activity, with maximum concentrations observed in summer and minimum levels during the monsoon. GAM analysis highlighted strong seasonal dependencies, with relative humidity and temperature emerging as dominant nonlinear drivers of O3, while trajectory models revealed seasonal shifts in source regions—from the Bay of Bengal and Arabian Sea to continental and northeastern inflows. The observed nonlinear O3–PM2.5 interactions indicated photochemical enhancement under moderate aerosol loading and suppression under high aerosol concentrations due to reduced photolysis. These results provide the first integrated assessment of O3 behaviour in this semi-arid environment, improving understanding of O3–aerosol–meteorology couplings and supporting mitigation strategies for tropical India.
表面臭氧(O3)是一种主要关注的二次空气污染物,因为它对人类健康、植被、材料和区域气候产生影响。本研究对印度南部半干旱地区Kadapa的O3变化及其驱动因素进行了为期一年(2021年3月至2022年2月)的调查。利用紫外光度分析仪、颗粒物(PM2.5)数据、ERA5气象再分析和卫星输入的连续地面测量数据,通过广义加性模型(GAM)和气团轨迹方法(WPSCF和WCWT)的组合进行了分析。明显的日和季节O3模式显示出由光化学活动驱动的明显的下午峰值,在夏季观测到最高浓度,在季风期间观测到最低浓度。GAM分析强调了强烈的季节依赖性,相对湿度和温度成为O3的主要非线性驱动因素,而轨迹模型揭示了从孟加拉湾和阿拉伯海到大陆和东北部流入的源区的季节变化。观测到的非线性O3-PM2.5相互作用表明,在中等气溶胶负荷下,臭氧- pm2.5的光化学作用增强,而在高浓度气溶胶下,由于光解作用减少,臭氧- pm2.5的光化学作用受到抑制。这些结果首次对这种半干旱环境中的臭氧行为进行了综合评估,提高了对臭氧-气溶胶-气象耦合的认识,并为热带印度的减缓战略提供了支持。
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引用次数: 0
Characterizing microphysical transitions in southwest monsoon onset precipitation: An observational insight from southern peninsular India 表征西南季风开始降水的微物理转变:来自印度半岛南部的观测见解
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-03 DOI: 10.1016/j.jastp.2025.106701
R.K. Sumesh , E.A. Resmi , M.G. Manoj , T.S. Sreekanth , Nita Sukumar , Charan Teja Tejavath , C.K. Unnikrishnan , Dharmadas Jash , K. Mohankumar
This study aims to characterize the diurnal variability of raindrop size distribution (DSD) and associated cloud layers during the transition from pre-monsoon to monsoon onset over southern peninsular India. In-situ observations from the Advanced Centre for Atmospheric Radar Research (ACARR) at Cochin (40 m above msl) and the High-Altitude Cloud Physics Observatory (HACPO) (1820m above msl) at Munnar in Kerala, during 2017–2019, were used to analyse the microphysical process and cloud layers governing rainfall formation. DSDs and their gamma parameters were derived from disdrometer measurements, while cloud base heights were obtained from ceilometer data, and thermodynamical parameters from re-analysis datasets. At ACARR, the onset phase (±5 days from the monsoon onset day) is characterised by frequent, short-duration, intense rain events with broader DSDs. While HACPO exhibits enhanced concentrations of small to medium drops (0.31–2.12 mm) across rain categories. Diurnal analysis reveals convective DSD dominance in the pre-onset phase (−10 days before the onset phase) at ACARR, whereas transition-type DSDs appear earlier at HACPO, indicating orographic influence. Analysis of Gamma DSD parameters and Nw–Dm relationships reveals strong convective signatures at ACARR compared to HACPO during the onset phase and evolving toward stratiform-dominant rainfall with the progression of the monsoon. Rainfall is mainly driven by low-level clouds at ACARR, whereas sustained stratiform rain over HACPO is linked to multilayered cloud systems. These results underscore the contrasting microphysical and thermodynamic controls on rainfall development across terrains, enhancing understanding of regional variability during monsoon onset and aiding improved rainfall prediction in models.
本研究旨在描述印度半岛南部从季风前到季风开始过渡期间雨滴大小分布(DSD)和相关云层的日变化特征。2017-2019年,利用科钦(海拔40米)大气雷达研究高级中心(ACARR)和喀拉拉邦慕那尔(海拔1820米)高空云物理观测站(HACPO)的现场观测数据,分析了控制降雨形成的微物理过程和云层。DSDs及其伽玛参数来自disdrometer测量,云底高度来自ceilometer数据,热力学参数来自再分析数据集。在ACARR,开始阶段(从季风开始日起±5天)的特点是频繁、短时间、强降雨事件和更广泛的DSDs。而HACPO在降雨类别中显示出小到中等雨滴(0.31-2.12 mm)的浓度增强。日分析显示,在ACARR,对流型DSD在发病前(发病前- 10天)占优势,而在HACPO,过渡型DSD出现得更早,表明地形影响。伽玛DSD参数和Nw-Dm关系分析显示,与HACPO相比,ACARR在开始阶段具有强对流特征,并随着季风的进展向层状优势降水演变。ACARR的降雨主要由低层云驱动,而HACPO的持续层状雨则与多层云系统有关。这些结果强调了不同地形对降雨发展的不同微物理和热力学控制,增强了对季风发生期间区域变化的理解,并有助于改进模式中的降雨预测。
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引用次数: 0
The impact of PM2.5 sources on the single scattering albedo at a rural site in the south-western Mediterranean region PM2.5源对地中海西南部农村地区单次散射反照率的影响
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-02 DOI: 10.1016/j.jastp.2025.106698
J.F. Nicolás, J. Crespo, E. Yubero, M. Alfosea-Simón, A. Clemente, N. Gómez-Sanchez, N. Galindo
In the present work, the contribution of PM2.5 sources to light absorption (σap,520) and scattering (σsp,525), as well as their impact on SSA values, was analysed. For this, measurements of aerosol optical properties and PM2.5 chemical composition were conducted at a rural site in southeastern Spain. The sources that significantly contributed to light extinction were: road traffic (TR), biomass burning (BB), mineral dust (MD), and a secondary aerosol source (SA). BB accounted for nearly 50 % of the absorption coefficient (λ = 520 nm), while the SA source exhibited the largest contribution to the scattering process (∼47 % at 525 nm). MD showed the smallest contribution to σap,520 and σsp,525, although its contribution significantly increased during Saharan dust events (SDEs). SSA daily values showed a clear dependence on the contribution of individual sources to PM2.5 concentrations. SSA values (λ = 525 nm) exceeding 0.90 were observed when contributions from secondary aerosols were greater than 50 %, while the SSA decreased with the increase in the contribution from road traffic. The contribution from BB was fairly constant for almost all SSA values, although high SSA values (>0.90) were observed when the contribution from this source was very low. The SSA showed a clear spectral dependence that varied according to the aerosol type. So, for BB aerosols the SSA decreased with wavelength, while for mineral dust the opposite trend was observed.
本文分析了PM2.5源对光吸收(σap,520)和散射(σsp,525)的贡献及其对SSA值的影响。为此,在西班牙东南部的一个农村地区进行了气溶胶光学特性和PM2.5化学成分的测量。造成光消失的主要来源是:道路交通(TR)、生物质燃烧(BB)、矿物粉尘(MD)和二次气溶胶源(SA)。BB占吸收系数的近50% (λ = 520 nm),而SA源对散射过程的贡献最大(525 nm处约47%)。MD对σap(520)和σsp(525)的贡献最小,但在沙尘事件期间MD的贡献显著增加。SSA日值明显依赖于单个源对PM2.5浓度的贡献。当二次气溶胶的贡献大于50%时,SSA值(λ = 525 nm)大于0.90,而随着道路交通贡献的增加,SSA值减小。BB对几乎所有SSA值的贡献是相当恒定的,尽管当该源的贡献非常低时观察到高SSA值(>0.90)。SSA表现出明显的光谱依赖性,随气溶胶类型的不同而变化。因此,BB气溶胶的SSA随波长的增加而减小,而矿物粉尘的SSA则相反。
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引用次数: 0
Mitigation of laser beam fluctuation and performance of probability of fade in weak ocean turbulence 弱海洋湍流中激光束波动的减缓和衰减概率的性能
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-12-01 DOI: 10.1016/j.jastp.2025.106695
Hamza Gerçekcioğlu , Yahya Baykal
Utilizing the Rytov method in weakly turbulent oceanic medium, minimum scintillation index of sinusoidal Gaussian (SG) laser beams, named as the optimum beam (OB), is investigated for the underwater wireless optical communication (UWOC). Horizontal link between any underwater vehicles is considered. The formulation of the on-axis scintillation index of these beams is derived analytically, and the minimum scintillation index is determined with suitable adjustment of the complex displacement parameters. The complex displacement parameters are identified and tabulated for the selected propagation distance and source size. Obtained scintillation index results are drawn against the propagation length and source size. When compared with the plane, spherical, collimated, focused Gaussian, cos-Gaussian and cosh-Gaussian beams, OB is found to possess essential advantage. Additionally, with the obtained scintillation index values, probabilities of fade of these beams are calculated and their behaviors are also presented. OB also has a significant advantage when considering the fade probability.
利用弱湍流海洋介质中的Rytov方法,研究了用于水下无线光通信(UWOC)的正弦高斯(SG)激光束的最小闪烁指数,即最佳光束(OB)。考虑任何水下航行器之间的水平连接。解析导出了这些梁的轴上闪烁指数的表达式,并在适当调整复合位移参数的情况下确定了最小闪烁指数。根据所选择的传播距离和震源大小,确定并列出了复杂位移参数。根据传播长度和源尺寸绘制了得到的闪烁指数结果。与平面光束、球面光束、准直高斯光束、聚焦高斯光束、高斯高斯光束和高斯高斯光束相比,OB具有本质的优势。此外,根据得到的闪烁指数值,计算了这些光束的衰落概率,并给出了它们的特性。在考虑衰落概率时,OB也具有显著的优势。
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引用次数: 0
Temperature-sensitive changes in precipitation phases over two distinct glacierized basins of the North-Western Himalayas 喜马拉雅山脉西北部两个不同冰川化盆地降水阶段的温度敏感变化
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-11-26 DOI: 10.1016/j.jastp.2025.106691
Shanta Kumar , Ashish Dogra , Chander Prakash , Anurag Linda
The influence of warming on mountain precipitation is a pressing concern, yet the link between rising surface temperatures and changes in precipitation phases i.e., liquid (rainfall) and solid (snowfall) precipitation in the North-western Himalayas (NWH) remains poorly understood. The present study aims to make a maiden attempt of exploring the temperature-sensitive variations in precipitation phases over the two distinct glacierized basins of NWH (Ravi and Bhaga basins) by utilizing data from ERA5 product. For this purpose, we first examined the monthly, inter-annual, and inter-decadal variations in near-surface temperature (T), total precipitation (TP) and precipitation phase separately, as snow fraction (SF) and rain fraction (RF) intensity for the period 1940–2022. Second, we examined the long-term (1940–2022) and bifurcated (based on significance level) temporal variations in T, TP, SF, and RF. Lastly, to provide insights on how rise in T has induced changes in TP, SF, and RF, the percent of changes in respective precipitation patterns were normalized by degree of warming and presented in percent change per Kelvin (%/K) for each basin. During summer months, Bhaga basin showed higher variability in RF and SF than in Ravi basin. Interestingly, in comparison to the inter-annual, inter-decadal oscillations provided better picture of temporal variations in precipitation patterns over these basins. The long-term variations in TP revealed non-significant trend, while opposite significant trends were observed during bifurcated time periods. With respect to the long-term trends in precipitation phases i.e., in RF and SF, significant increasing trend in RF (+0.04 %/year) and an opposite significant decreasing trend in SF (−0.04 %/year) were observed in both basins. Despite the long-term significant trends in precipitation phases, significant opposing trends within each precipitation phase were observed during bifurcated periods. The percent change per Kelvin in TP over Ravi basin was −6.48 %/K, while for Bhaga basin it was +3.28 %/K. Furthermore, the changes in TP over Ravi was mainly contributed by the changes observed in SF (−6.36 %/K), while for Bhaga it was mainly contributed by RF (+8.02 %/K). The findings suggest that warming has shifted the precipitation phase from solid to liquid, indicating an escalation of rain-on-snow events over the glacierized basins in NWH.
变暖对山区降水的影响是一个紧迫的问题,然而,地表温度上升与降水阶段变化之间的联系,即西北喜马拉雅地区(NWH)的液体(降雨)和固体(降雪)降水之间的联系仍然知之甚少。本研究旨在利用ERA5产品数据,首次探索NWH两个不同冰川盆地(Ravi和Bhaga盆地)降水阶段的温度敏感变化。为此,我们首先分别分析了1940-2022年期间近地表温度(T)、总降水量(TP)和降水阶段(雪分数(SF)和雨分数(RF)强度)的月、年际和年代际变化。其次,我们检查了长期(1940-2022)和分岔(基于显著性水平)时间变化的T, TP, SF和RF。最后,为了深入了解气温升高是如何引起TP、SF和RF的变化的,我们将各流域降水模式的变化百分比按变暖程度归一化,并以每开尔文变化百分比(%/K)表示。夏季,Bhaga盆地的RF和SF变异性高于Ravi盆地。有趣的是,与年际、年代际振荡相比,这些盆地降水模式的时间变化提供了更好的图景。TP的长期变化呈现不显著趋势,而在分岔时段则呈现相反的显著趋势。在降水阶段(RF和SF)的长期趋势上,两个流域的RF呈显著增加趋势(+ 0.04% /年),SF呈显著减少趋势(- 0.04% /年)。尽管各降水阶段具有长期显著趋势,但在分岔期各降水阶段均存在显著相反趋势。拉维盆地的TP每开尔文变化百分比为- 6.48% /K,而巴嘎盆地的TP每开尔文变化百分比为+ 3.28% /K。此外,拉维地区TP的变化主要是由于SF的变化(- 6.36% /K),而巴加地区TP的变化主要是由于RF的变化(+ 8.02% /K)。研究结果表明,气候变暖使降水阶段从固态转变为液态,这表明在西北大陆架冰川盆地上雨雪事件的增加。
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引用次数: 0
Improved sparrow search algorithm optimized extreme learning machine for ultra-short-term wind speed prediction 改进麻雀搜索算法优化极值学习机的超短期风速预测
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-11-26 DOI: 10.1016/j.jastp.2025.106693
Lian Lian
Accurate ultra-short-term wind speed prediction is of decisive significance for improving the grid connection efficiency of wind power generation, reducing the operation and maintenance costs of wind farms and maintaining the stable operation of wind power systems. This paper presents a prediction model based on improved sparrow search algorithm optimized extreme learning machine. Based on the standard sparrow search algorithm, three improved strategies including population initialization based on Piecewise chaotic map, improved position update of the discover and optimal value search are introduced to make the initial population evenly distributed and improve the global search performance and anti local minimum ability of the algorithm. The comparison of eight CEC2017 benchmark functions shows that the proposed improved sparrow search algorithm achieved the best optimization performance (mean and standard deviation) in six of them. The improved sparrow search algorithm is used to optimize the input weights and biases of hidden nodes in extreme learning machine model, which greatly improves the prediction accuracy of model. The performance of the model is evaluated by using the actual ultra-short-term wind speed dataset. In the experiment, autoregressive integrated moving average model in the statistical model, least squares support vector machine and extreme learning machine in the machine learning model, and Transformer, temporal convolutional network, graph neural network, bidirectional long short-term memory and convolutional neural network-long short-term memory in the deep learning model are selected as comparison models. The effectiveness of the proposed prediction model is verified by prediction error, performance indicators comparison, box plot, statistical index and Taylor chart. Compared with these ten comparison models, root mean square error decreased by 26.82 %–60.32 %, mean absolute error decreased by 27.21 %–60.12 %, mean absolute percentage error decreased by 24.60 %–59.84 %, relative root mean square error decreased by 29.00 %–147.16 %, square sum error decreased by 46.45 %–84.25 %, Theil Inequality coefficient decreased by 26.40 %–59.41 %, R square increased by 10.49 %–141.28 %, the index of agreement increased by 0.43 %–2.67 % and Pearson correlation coefficient increased by 3.14 %–20.49 %. At the same time, the training time of the proposed model is 372.0942 s, which can meet the requirements of the most common 15 min scheduling cycle in the actual wind farm management system, and provides an effective solution strategy for ultra-short-term wind speed prediction.
准确的超短期风速预测对于提高风电并网效率,降低风电场运行维护成本,维护风电系统稳定运行具有决定性意义。提出了一种基于改进麻雀搜索算法优化的极限学习机的预测模型。在标准麻雀搜索算法的基础上,引入了基于分段混沌映射的种群初始化、改进的发现位置更新和最优值搜索三种改进策略,使初始种群分布均匀,提高了算法的全局搜索性能和抗局部最小值能力。对8个CEC2017基准函数的比较表明,本文提出的改进麻雀搜索算法在其中6个函数中均获得了最佳的优化性能(均值和标准差)。利用改进的麻雀搜索算法对极端学习机模型中隐藏节点的输入权值和偏差进行优化,极大地提高了模型的预测精度。利用实际的超短期风速数据对模型的性能进行了评价。实验中选择统计模型中的自回归积分移动平均模型,机器学习模型中的最小二乘支持向量机和极值学习机,深度学习模型中的Transformer、时间卷积网络、图神经网络、双向长短期记忆和卷积神经网络-长短期记忆作为比较模型。通过预测误差、绩效指标对比、箱形图、统计指标和泰勒图验证了预测模型的有效性。与10个比较模型相比,均方根误差减小26.82% ~ 60.32%,平均绝对误差减小27.21% ~ 60.12%,平均绝对百分比误差减小24.60% ~ 59.84%,相对均方根误差减小29.00% ~ 147.16%,平方和误差减小46.45% ~ 84.25%,泰尔不平等系数减小26.40% ~ 59.41%,R方增大10.49% ~ 141.28%,一致性指数提高0.43% ~ 2.67%,Pearson相关系数提高3.14% ~ 20.49%。同时,所提模型的训练时间为372.0942 s,能够满足实际风电场管理系统中最常见的15 min调度周期要求,为超短期风速预测提供了有效的解决策略。
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引用次数: 0
Ionospheric response to lightning activity during cyclone Tauktae over the Arabian Sea 阿拉伯海托克泰气旋期间电离层对闪电活动的响应
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-11-26 DOI: 10.1016/j.jastp.2025.106692
Akshay S. Patil , Aditi D. Yadav , Bhushan Vibhute , Dada P. Nade , T. Dharmaraj , Sambhaji M. Pawar , Sunil D. Pawar
Severe convective systems such as tropical cyclones and thunderstorms play a vital role in vertically coupling the Earth's atmosphere, often driving perturbations from the lower troposphere to the upper ionosphere. During the passage of Extremely Severe Cyclonic Storm (ESCS) Tauktae over the Arabian Sea in May 2021, this study examines the interactions between the atmosphere and ionosphere. We employ a multi-instrumental strategy that combines GNSS-based Total Electron Content (TEC) observations from the Indian Institute of Science (IISc) Bangalore, mesospheric temperature profiles from the SABER instrument onboard the TIMED satellite, and lightning data from the Indian Lightning Location Network (ILLN). Strong thermal disturbances and gravity wave signatures were observed in the mesosphere-lower thermosphere area on May 15–16, coinciding with a noticeable increase in lightning activity. Concurrently, short-period TEC fluctuations with peak power in the 1–2 mHz band were observed, indicating travelling ionospheric disturbances (TIDs). The temporal alignment of lightning peaks, gravity wave signatures, and TEC anomalies suggests efficient coupling between the troposphere and ionosphere during the cyclone. These findings support the concept of gravity wave-mediated coupling between the troposphere and ionosphere during extreme weather events.
像热带气旋和雷暴这样的强对流系统在地球大气的垂直耦合中起着至关重要的作用,经常导致从对流层下层到电离层上层的扰动。在2021年5月阿拉伯海极端强烈气旋风暴(ESCS)托克泰通过期间,本研究考察了大气和电离层之间的相互作用。我们采用了一种多仪器策略,结合了来自班加罗尔印度科学研究所(IISc)基于gnss的总电子含量(TEC)观测数据,TIMED卫星上的SABER仪器的中间层温度曲线,以及来自印度闪电定位网络(ILLN)的闪电数据。5月15-16日,在中低层热层观测到强烈的热扰动和重力波特征,同时闪电活动明显增加。同时,观测到1 ~ 2 mHz波段的短周期TEC峰值波动,表明电离层扰动(TIDs)。闪电峰值、重力波特征和TEC异常的时间排列表明,气旋期间对流层和电离层之间存在有效耦合。这些发现支持在极端天气事件中对流层和电离层之间重力波介导耦合的概念。
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引用次数: 0
On the geospace conditions in relation to the IntelSat-33e satellite fatal failure in October 2024 关于与2024年10月IntelSat-33e卫星致命故障有关的地球空间条件
IF 1.9 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-11-26 DOI: 10.1016/j.jastp.2025.106694
Renato Gomes da Silva , José Henrique Fernandez , Giuliani Paulineli Garbi
The geostationary satellite IntelSat-33e experienced a catastrophic failure on October 19, 2024, resulting in the generation of approximately 500 debris fragments. This study examines the satellite anomaly in light of intense space weather conditions observed in the preceding days. A multi-parameter analysis was performed using geomagnetic indices (Dst, Kp and Ap), solar wind data from the OMNI database (IMF Bz, solar wind speed, and dynamic pressure), and high-energy electron fluxes (> 2 MeV) from GOES-16. The results indicate that spatial conditions began to change significantly after the arrival of solar wind shock fronts, evolving into a geomagnetic storm that began on October 6. A new, even more intense storm occurred on October 10. These events were driven by compound solar wind disturbances composed of coronal mass ejections followed by high-speed solar wind stream. Such combined drivers are known to enhance magnetospheric convection, substorm activity, and chorus/ULF wave generation, which in turn accelerateelectrons to relativistic energies within the outer radiation belt. This sustained high-radiation environment likely caused internal charging processes in the satellite, culminating in its fatal failure. These findings emphasize the need for real-time space weather monitoring, improved coronal mass ejections impact prediction, and resilient satellite designs for geosynchronous orbit missions.
地球同步卫星IntelSat-33e在2024年10月19日经历了一次灾难性的故障,导致大约500个碎片的产生。本研究根据前几天观测到的强烈空间天气条件来分析卫星异常。利用地磁指数(Dst、Kp和Ap)、OMNI数据库的太阳风数据(IMF Bz、太阳风速度和动压)和GOES-16的高能电子通量(> 2 MeV)进行多参数分析。结果表明,空间条件在太阳风激波锋到达后开始发生明显变化,演变为10月6日开始的地磁风暴。10月10日又发生了一场更猛烈的风暴。这些事件是由日冕物质抛射和高速太阳风流组成的复合太阳风扰动驱动的。众所周知,这些组合的驱动因素会增强磁层对流、亚风暴活动和合唱/超高频波的产生,这反过来又会将电子加速到外层辐射带内的相对论能量。这种持续的高辐射环境可能导致卫星内部充电过程,最终导致其致命故障。这些发现强调了实时空间天气监测、改进日冕物质抛射影响预测以及为地球同步轨道任务设计弹性卫星的必要性。
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引用次数: 0
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Journal of Atmospheric and Solar-Terrestrial Physics
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