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Models for Short-Term Forecast of Maximum X-ray Class of Solar Flares Based on Magnetic Energy of Active Regions 基于活动区磁能的太阳耀斑最大 X 射线等级短期预测模型
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600541
I. V. Zimovets, I. N. Sharykin

The accuracy of the M. Aschwanden’s (2020) model for short-term (24 h) prediction of the maximum X-ray class of solar flares based on the power-law dependence on the energy of the potential magnetic field of active regions is checked and assessed. For this purpose, a sample of 275 flares (253 M-class and 22 X-class) in isolated active regions on the solar disk in 2010−2023 is analyzed. Magnetic field extrapolations are made in the nonlinear force-free and potential approximations using the GX Simulator based on photospheric vector magnetograms from the Helioseismic and Magnetic Imager (HMI) instrument onboard the Solar Dynamics Observatory (SDO). It is found that in 6% of cases, Aschwanden’s model underestimates the predicted maximum flare class with respect to the observed one (maximal underestimation by 4.4 times). The accuracy of this model (the average ratio of the observed to predicted maximum flare class) is 0.31 ± 0.47. Four other statistical models are proposed, two of which, like Aschwanden’s model, are based on the power-law dependence of the maximum flare class on the energy of potential magnetic field, and the other two are based on the power-law dependence on the free magnetic energy of active regions. These models give fewer (or no) underestimations of the maximum flare class, but two to three times lower forecast accuracy, ranging from 0.11 to 0.17. Additionally, based on the obtained statistical sample, estimates of the limiting X-ray class of solar flares are made. The five models give different limits ranging from ~X14 to ~X250. The realism of these values and the possibility of refining the models by expanding the sample of events is briefly discussed.

M.Aschwanden(2020 年)根据活动区潜在磁场能量的幂律依赖关系对太阳耀斑最大 X 射线等级进行短期(24 小时)预测的模型的准确性进行了检查和评估。为此,分析了 2010-2023 年太阳圆盘上孤立活动区的 275 个耀斑样本(253 个 M 级和 22 个 X 级)。根据太阳动力学观测台(SDO)搭载的日震和磁成像仪(HMI)的光层矢量磁图,使用 GX 模拟器按照非线性无作用力近似和电势近似进行了磁场外推。研究发现,在 6% 的情况下,Aschwanden 的模型低估了预测的最大耀斑等级(最大低估 4.4 倍)。该模型的准确度(观测值与预测值的平均比值)为 0.31 ± 0.47。还提出了其他四个统计模型,其中两个与阿施万登的模型一样,都是基于最大耀斑等级与潜在磁场能量的幂律依赖关系,另外两个是基于活动区自由磁能的幂律依赖关系。这些模型对最大耀斑等级的低估较少(或没有),但预报精度却低两到三倍,从 0.11 到 0.17 不等。此外,根据获得的统计样本,还对太阳耀斑的极限 X 射线等级进行了估计。五个模型给出了从 ~X14 到 ~X250 的不同限值。简要讨论了这些数值的现实性以及通过扩大事件样本来完善模型的可能性。
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引用次数: 0
Predicting the Unpredictable: Advancements in Earthquake Forecasting Using Artificial Intelligence and LSTM Networks 预测不可预测:利用人工智能和 LSTM 网络进行地震预测的进展
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600693
Sevim Bilici, Fatih Külahcı, Ahmet Bilici

Earthquakes, representing some of the most devastating natural phenomena, pose a persistent challenge in prediction due to their unpredictable nature. Despite significant insights offered by traditional methods, their lack of precision often leaves communities at risk. This research explores a cutting-edge approach in earthquake prediction using artificial intelligence (AI), with a particular emphasis on the attention encoder–decoder long short-term memory (LSTM) model. Focused on modeling seismic events of varied scales that occurred from 2007 to 2010 in the North Anatolian Fault Zone (NAFZ), Turkey, this study compares the efficacy of various AI models including multi-layer perceptron (MLP) and LSTM. The research reveals that the attention encoder–decoder LSTM model surpasses its counterparts in performance. It demonstrates a remarkable capability in forecasting earthquakes by effectively deciphering complex patterns within the data, underscoring its viability as a powerful tool in seismic prediction. The attention encoder–decoder LSTM model, utilizing AI’s latest advancements, offers a nuanced approach by selectively concentrating on relevant data segments, a method particularly beneficial in analyzing complex seismic patterns. This study endeavors to advance the field of earthquake prediction, proposing a model that combines sophisticated AI techniques with in-depth seismic data analysis for more accurate forecasting.

地震是最具破坏性的自然现象之一,由于其不可预知的特性,给预测工作带来了长期的挑战。尽管传统方法提供了重要的洞察力,但其缺乏精确性往往使社区处于危险之中。这项研究探索了一种利用人工智能(AI)进行地震预测的前沿方法,尤其侧重于注意力编码器-解码器长短期记忆(LSTM)模型。本研究以 2007 年至 2010 年在土耳其北安纳托利亚断裂带(NAFZ)发生的不同规模的地震事件建模为重点,比较了包括多层感知器(MLP)和 LSTM 在内的各种人工智能模型的功效。研究结果表明,注意力编码器-解码器 LSTM 模型的性能超越了同类模型。该模型能有效破译数据中的复杂模式,在地震预报方面表现出卓越的能力,凸显了其作为地震预报强大工具的可行性。注意力编码器-解码器 LSTM 模型利用人工智能的最新进展,通过选择性地集中于相关数据片段,提供了一种细致入微的方法,这种方法尤其有利于分析复杂的地震模式。这项研究致力于推动地震预测领域的发展,提出了一种将复杂的人工智能技术与深入的地震数据分析相结合的模型,以实现更准确的预测。
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引用次数: 0
Ionospheric Whispers of the Earth’s Tremors: Decoding TEC Mysteries in the East Anatolian Fault Zone 地球震颤的电离层低语:解密东安纳托利亚断裂带的 TEC 之谜
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793223600960
Marjan Mohammed Ghafar, Dawar Hama Khalid Mohammed, Hemn Salh, Sarkhel Dleer, Sebar Mukhtar, Fatih Külahcı

In the evolving field of seismo-ionospheric studies, understanding the variations in the Total Electron Content (TEC) and their implications for seismic forecasting stands paramount. This investigation presents an exhaustive scrutiny of TEC deviations and their prospective role as leading indicators for seismic activities, with a concentrated focus on the tectonically significant East Anatolian Fault Zone. Through the methodical analysis of a 26-day temporal window encapsulating the advent of a notable seismic event, we harnessed advanced statistical approaches to discern and typify TEC aberrations. One of the standout revelations from our research was the unambiguous identification of marked ionospheric TEC irregularities preceding the seismic event. Remarkably, these deviations manifest discernible configurations that, when juxtaposed with geomagnetic storm indices and solar dynamics, suggest their potential utility as seismic harbingers, particularly during epochs typified by serene geomagnetic ambiances. By penetrating these configurations, our inquiry illuminates the complex dynamism intertwining TEC modulations, seismic episodes, and geomagnetic perturbations. Consequently, this exploration augments the contemporary discourse on earthquake-ionosphere dynamics, offering pivotal perspectives that could shape future research trajectories in the domain.

在不断发展的地震电离层研究领域,了解总电子含量(TEC)的变化及其对地震预报的影响至关重要。本研究对总电子含量偏差及其作为地震活动前兆指标的预期作用进行了详尽的审查,重点关注具有重要构造意义的东安纳托利亚断裂带。通过有条不紊地分析 26 天的时间窗口(包含一次显著地震事件的来临),我们利用先进的统计方法对 TEC 偏差进行了判别和分类。我们研究的一个突出发现是,在地震事件发生之前,电离层 TEC 出现了明显的不规则现象。值得注意的是,这些偏差表现出明显的构型,与地磁暴指数和太阳动力学并列时,表明它们具有地震预兆的潜在作用,特别是在地磁环境宁静的时代。通过深入研究这些配置,我们的研究揭示了交织在 TEC 调节、地震事件和地磁扰动之间的复杂动态。因此,这一探索增强了当代关于地震-电离层动力学的讨论,提供了可塑造该领域未来研究轨迹的关键视角。
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引用次数: 0
Changes with Time in the Relation between the Critical Frequency and Height of the F 2 Layer 临界频率与 F 2 层高度之间的关系随时间的变化
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600590
A. D. Danilov, A. V. Konstantinova, N. A. Berbeneva

The change with time in parameter S, which characterizes the relation of the critical frequency foF2 to the height hmF2 of the ionospheric F 2 layer is considered. The results of measurements by the vertical sounding method at two stations (Moscow and Juliusruh) are analyzed. The dependence of foF2 on hmF2 is plotted for three intervals: 1957–1980, 1996–2023, and 2011–2023. Five near-noon LT moments and two seasons (winter (January and February) and summer (June and July)) are considered. It is found for both stations and both seasons that the S value has been increasing systematically from the earlier to later periods. At the same time, the winter S values are approximately by a factor of 3 higher than the summer ones for all periods. It is suggested that the found changes in parameter S could provide valuable information on long-term variations (trends) in thermospheric parameters with the help of current theoretical models of the TIEGCM or WACCM-X type.

参数 S 表征了临界频率 foF2 与电离层 F 2 层高度 hmF2 的关系,考虑了参数 S 随时间的变化。分析了在两个台站(莫斯科和朱利叶斯鲁)采用垂直探测法测量的结果。绘制了 1957-1980 年、1996-2023 年和 2011-2023 年三个时间段内 foF2 对 hmF2 的依赖关系。考虑了五个近午 LT 时刻和两个季节(冬季(1 月和 2 月)和夏季(6 月和 7 月))。结果发现,两个站点和两个季节的 S 值从早期到后期都在系统地增加。同时,在所有时段,冬季的 S 值都比夏季高出约 3 倍。据认为,在当前 TIEGCM 或 WACCM-X 类型理论模型的帮助下,所发现的参数 S 变化可为热层参数的长期变化(趋势)提供有价值的信息。
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引用次数: 0
Influence of Large-Scale Auroral Inhomogeneities on the Passage of Radio Waves under Moderate Geomagnetic Storm Conditions 中度地磁暴条件下大规模极光不均匀性对无线电波通过的影响
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600607
I. V. Krasheninnikov, V. N. Shubin

We analyze the experimental results of multifrequency oblique radio sounding of the ionosphere on the Norilsk–Irkutsk meridional transauroral radio path during the moderate geomagnetic storm on September 22, 2018, with a maximum value of the disturbance index Kp ~ 5. The Global Dynamic Model of the Ionosphere (GDMI), which takes into account the dynamic state of the basic large-scale structures of the polar ionosphere—the main ionospheric trough (MIT), polar oval, and auroral E layer—is used to demonstrate the overall correspondence of maximum observed frequencies (MOF 1F2) and calculated maximum usable frequencies (MUF 1F2) with variations in the geomagnetic disturbance dynamics. A physical explanation is given for the recorded phenomenon of complete blocking of radio waves transmission in local nighttime conditions (“blackout”). The main factor of this effect is the presence of the auroral E-layer in the ionosphere, generated by precipitating charged particles, which are highly inhomogeneous in the longitudinal section of the radio path. Under daytime conditions, the presence of the auroral component in the E layer leads to a weaker effect of degradation of multiple reflections traces on oblique radio sounding ionograms.

我们分析了2018年9月22日中度地磁暴期间诺里尔斯克-伊尔库茨克经向跨日珥射电路径上电离层多频斜射无线电探测的实验结果,扰动指数Kp ~ 5为最大值。电离层全球动态模型(GDMI)考虑了极地电离层基本大尺度结构--主电离层槽(MIT)、极地椭圆和极光E层--的动态状态,用于证明最大观测频率(MOF 1F2)和计算最大可用频率(MUF 1F2)与地磁扰动动态变化的总体对应关系。对当地夜间无线电波传输完全受阻("停电")的记录现象给出了物理解释。造成这种效应的主要因素是电离层中存在极光 E 层,它是由带电粒子沉淀产生的,在无线电路径的纵截面上高度不均匀。在白天条件下,E 层中极光成分的存在导致斜射无线电探测电离图上多重反射轨迹的衰减效应较弱。
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引用次数: 0
Spatiotemporal Characteristics of Geomagnetic Variations in the Range of Jerks 震荡范围内地磁变化的时空特征
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600371
V. V. Dymov-Ivanov, T. N. Bondar

The authors performed wavelet analysis of the average monthly changes in the values of the time series of the geomagnetic field, as well as correlation analysis of the wavelet coefficients with fixed values of the scale factor for three European, Asian and North American magnetic observatories. The results suggest that the processes related to the phenomenon of jerks have a morphologically complex character and dynamics that differ significantly for different time scales and probably represent the consequences of a set of phenomena that are similar in nature, but different.

作者对欧洲、亚洲和北美三个磁场观测站的地磁场时间序列值的月平均变化进行了小波分析,并对小波系数进行了相关性分析,其尺度因子为固定值。结果表明,与抽动现象有关的过程具有形态上的复杂性和动态性,在不同的时间尺度上差别很大,可能是一系列性质相似但又不同的现象的结果。
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引用次数: 0
Study of Pc5 Geomagnetic Pulsations on a 2D Network of Stations 二维台站网络上的 Pc5 地磁脉冲研究
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600656
Yu. A. Kopytenko, V. S. Ismagilov

Using data from the 2D IMAGE network and magnetic stations located in Russia, Pc5 geomagnetic pulsations with a frequency of ~2.8 mHz, which occurred in the afternoon sector against the background of the magnetic storm of August 27, 2014, preceded by a 5-day period with low magnetic activity, are studied in detail. In two time intervals, at the beginning of the storm and during the period of maximum magnetic activity, instantaneous 2D distributions of Pc5 magnetic field amplitudes on Earth’s surface are plotted. It has been found that the ionospheric sources of Pc5 (vortex Hall currents) have an elliptical shape with a larger axis in the south–north direction. At the beginning of the magnetic storm, a single burst of Pc5 pulsations was detected, the center of the source of which was located at the geomagnetic latitude ~67.5° (L ~ 6.8 RE) and moved westward with a velocity of ~0.7 km/s. The estimated size of this ionospheric source is ~150 km in the west–east direction and ~330 km in the south–north direction. During the maximum of the magnetic storm, Pc5 pulsations are produced by two ionospheric sources following each other. These ionospheric sources have a more elongated elliptical shape with axes of ~250 km in the west–east direction and ~670 km in the south–north direction. The centers of these sources were shifted by 4° to a more southern geomagnetic latitude ~63.5° (L ~ 5 RE) and moved westward with a velocity of ~1.7 km/s. Estimates of the size of the two-time magnetic field tube in which the resonance MHD waves have been generated and its velocity in the equatorial plane of the magnetosphere are presented.

利用位于俄罗斯的二维 IMAGE 网络和磁站的数据,详细研究了 2014 年 8 月 27 日下午扇区发生的频率为 ~2.8 mHz 的 Pc5 地磁脉动,当时的背景是磁暴,之前有 5 天的低磁活动期。在两个时间段,即磁暴开始时和磁活动最强时,绘制了地球表面 Pc5 磁场幅值的瞬时二维分布图。研究发现,Pc5 的电离层源(涡旋霍尔电流)呈椭圆形,南北方向的轴线较大。在磁暴开始时,探测到了一次 Pc5 脉动,其源中心位于地磁纬度 ~67.5° (L ~ 6.8 RE),以 ~0.7 km/s 的速度向西移动。该电离层源的大小估计为东西方向约 150 千米,南北方向约 330 千米。在磁暴最大期间,Pc5 脉冲是由两个电离层源相继产生的。这些电离层源呈更长的椭圆形,其轴线在东西方向约为 250 公里,在南北方向约为 670 公里。这些电离层源的中心向更南的地磁纬度 ~63.5° 移动了 4°(L ~ 5 RE),并以 ~1.7 km/s 的速度向西移动。对产生共振 MHD 波的双时磁场管的大小及其在磁层赤道平面上的速度进行了估算。
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引用次数: 0
On the Possible Relationship of a Set of Statistically Revealed Quasi-Linear Local Trends of Variations in the Magnetic Field Parameters Prior to Earthquakes in Seismically Active Zones of the Black Sea, Caucasus, and Western Asia 关于黑海、高加索和西亚地震活跃区地震前磁场参数变化的一组统计意义上的准线性局部趋势的可能关系
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600681
A. E. Volvach, L. P. Kogan, K. H. Kanonidi, L. I. Nadezhka, I. T. Bubukin, O. V. Boborykina, V. B. Shtenberg, L. N. Volvach, D. T. Biazitov

The article examines the properties of a statistical functional constructed from a set of measurements of the H-component of magnetic field measurements. A set of quasilinear objects with very similar parameters has been identified. Based on the hypothesis of the correspondence of these structures to seismic processes, authors estimate the characteristic time intervals for the phases of increase and decrease in the level of compression of lithospheric plates in probable preparation zones for impending earthquakes. It is shown that the statistical approach in geophysical problems can be used to assess seismic hazard in a given region in near real time.

文章研究了根据磁场测量 H 分量的一组测量数据构建的统计函数的特性。文章确定了一组参数非常相似的准线性对象。根据这些结构与地震过程相对应的假设,作者估算了即将发生地震的可能准备区岩石圈板块压缩水平上升和下降阶段的特征时间间隔。研究表明,地球物理问题中的统计方法可用于近乎实时地评估特定区域的地震危害。
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引用次数: 0
Calculation of Geomagnetic Cutoff Rigidity Using Tracing Based on the Buneman–Boris Method 利用基于布尼曼-博里斯法的跟踪计算地磁截止刚度
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-27 DOI: 10.1134/S0016793224600668
P. A. Kruchinin, V. V. Malakhov, V. S. Golubkov, A. G. Mayorov

The article develops a method for determining the geomagnetic cutoff rigidity based on tracing of charged particles in Earth’s magnetic field using the particle-in-cell method implemented in the Buneman–Boris scheme. In order to test the method, the geomagnetic cutoff rigidity in the field of an ideal dipole and in the field given by the IGRF model are calculated. In the first case, the obtained data are compared with analytical values. The calculation accuracy in this case is 3 MV. In the second case, the penumbra pattern is reproduced in different geographical locations, for different periods, and the stability of the method to small perturbations of the initial parameters is investigated. As the main results, the article constructs and analyzes geomagnetic cutoff rigidity maps at low-orbit satellite altitudes for different directions in space as well as their variations from 1900 to 2015.

文章利用在布尼曼-博里斯方案中实施的粒子入室法,根据带电粒子在地球磁场中的轨迹,开发了一种确定地磁截止刚度的方法。为了测试该方法,计算了理想偶极子磁场和 IGRF 模型给出的磁场中的地磁截止刚度。在第一种情况下,获得的数据与分析值进行了比较。这种情况下的计算精度为 3 MV。在第二种情况下,再现了不同地理位置、不同时期的半影模式,并研究了该方法对初始参数微小扰动的稳定性。作为主要成果,文章构建并分析了空间不同方向低轨道卫星高度的地磁截止刚度图,以及它们从 1900 年到 2015 年的变化情况。
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引用次数: 0
Irregularities in the Shift of Earth’s Geographical Pole and Jerks in the Geomagnetic Field 地球地理极移动的不规则性和地磁场的颠簸
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-13 DOI: 10.1134/S0016793224600395
G. S. Kurbasova, A. E. Volvach

The results of an analysis of some irregularities in a series of coordinates of the shift in the geographic North Pole along Earth’s surface are presented in order to establish a temporal relationship between their appearance and some global jerks in the geomagnetic field. The calculations used average daily data from the IERS service on movement of the North Pole from 1962 to 2021, as well as information on global jerks in the geomagnetic field at all magnetic observatories on the globe. To identify and analyze irregularities in the movement of the pole along the Earth’s surface, the following methods were used: Fourier methods and wavelet analysis of time series, methods for determining the threshold of a fixed shape and minimax in the procedure for analyzing non-Gaussian noise, methods of phase and pseudophase space, as well as the stroboscopic method of constructing the Poincaré map. Analysis of local Fourier spectra and wavelet spectra reveal irregularities in the shift of the North Pole along the Earth’s surface in the following time intervals: 1967.04.09–1967.11.30, 1974.03.29–1974.09.12, 2005.11.03–2006.03.07, comparable to the appearance of global jerks in 1969, 1978 and local jerks in 2005. It is believed that the changes in energy that caused short-term deviations of the shift in the pole’s trajectory and return to the previous trajectory at cusp points are associated with singularities in the interaction of oscillations in Earth’s rotational and translational motion in the Solar System. The time of the appearance of irregularities on the graphs of the polar shift along the Earth’s surface in 1967 and 1974 is ahead of the time of the appearance of global jerks in the geomagnetic field.

摘要 介绍了对地球表面地理北极移动的一系列坐标中的一些不规则现象的分析结果,以确定这些现象的出现与地磁场中的一些全球偏移之间的时间关系。计算中使用了国际地球资源卫星(IERS)提供的 1962 年至 2021 年北极移动的日均数据,以及全球所有磁性观测站的地磁场全球偏移信息。为了识别和分析北极沿地球表面运动的不规则性,使用了以下方法:时间序列的傅立叶方法和小波分析、确定固定形状阈值的方法和分析非高斯噪声程序中的最小值、相位和伪相位空间方法以及构建波恩卡莱图的频闪方法。对局部傅里叶频谱和小波频谱的分析表明,在以下时间间隔内,北极沿地球表面的移动存在不规则性:1967.04.09-1967.11.30、1974.03.29-1974.09.12、2005.11.03-2006.03.07,这与 1969 年、1978 年出现的全球抽动和 2005 年出现的局部抽动相当。据认为,造成极点轨迹短期偏移并在尖点处恢复到先前轨迹的能量变化,与太阳系中地球自转和平移运动振荡相互作用的奇点有关。1967 年和 1974 年沿地球表面的极移曲线图上出现不规则现象的时间,要早于地磁场中出现全球抽动的时间。
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引用次数: 0
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Geomagnetism and Aeronomy
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