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Predicting Equatorial Ionospheric Convective Instability Using Machine Learning 利用机器学习预测赤道电离层对流不稳定性
IF 3.7 2区 地球科学 Pub Date : 2023-12-06 DOI: 10.1029/2023sw003505
D. Garcia, E. L. Rojas, D. L. Hysell
The numerical forecast methods used to predict ionospheric convective plasma instabilities associated with Equatorial Spread-F (ESF) have limited accuracy and are often computationally expensive. We test whether it is possible to bypass first-principle numeric simulations and forecast irregularities using machine learning models. The data are obtained from the incoherent scatter radar at the Jicamarca Radio Observatory located in Lima, Peru. Our models map vertical plasma drifts, time, and solar activity to the occurrence and location of clusters of echoes telltale of ionospheric irregularities. Our results show that these models are capable of identifying the predictive power of the tested inputs, obtaining accuracies around 75%.
用于预测电离层对流等离子体不稳定性与赤道扩散f (ESF)相关的数值预报方法精度有限,而且通常计算成本高。我们测试是否有可能绕过第一性原理数值模拟,并使用机器学习模型预测不规则性。数据来自秘鲁利马Jicamarca射电天文台的非相干散射雷达。我们的模型将垂直等离子体漂移、时间和太阳活动映射到表明电离层不规则的回声簇的发生和位置。我们的结果表明,这些模型能够识别测试输入的预测能力,获得75%左右的准确率。
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引用次数: 0
Topside Electron Density Modeling Using Neural Network and Empirical Model Predictions 利用神经网络和经验模型预测进行顶层电子密度建模
IF 3.7 2区 地球科学 Pub Date : 2023-12-01 DOI: 10.1029/2023sw003501
S. Dutta, M. Cohen
We model the electron density in the topside of the ionosphere with an improved machine learning (ML) model and compare it to existing empirical models, specifically the International Reference Ionosphere (IRI) and the Empirical‐Canadian High Arctic Ionospheric Model (E‐CHAIM). In prior work, an artificial neural network (NN) was developed and trained on two solar cycles worth of Defense Meteorological Satellite Program data (113 satellite‐years), along with global drivers and indices to predict topside electron density. In this paper, we highlight improvements made to this NN, and present a detailed comparison of the new model to E‐CHAIM and IRI as a function of location, geomagnetic condition, time of year, and solar local time. We discuss precision and accuracy metrics to better understand model strengths and weaknesses. The updated neural network shows improved mid‐latitude performance with absolute errors lower than the IRI by 2.5 × 109 to 2.5 × 1010 e−/m3, modestly improved performance in disturbed geomagnetic conditions with absolute errors reduced by about 2.5 × 109 e−/m3 at high Kp compared to the IRI, and high Kp percentage errors reduced by >50% when compared to E‐CHAIM.
我们用改进的机器学习(ML)模型来模拟电离层顶部的电子密度,并将其与现有的经验模型,特别是国际参考电离层(IRI)和经验-加拿大北极高电离层模型(E-CHAIM)进行比较。在之前的工作中,我们开发了一个人工神经网络(NN),并根据两个太阳周期的国防气象卫星计划数据(113 个卫星年)以及全球驱动因素和指数对其进行了训练,以预测顶部电子密度。在本文中,我们将重点介绍对 NN 所做的改进,并详细比较新模型与 E-CHAIM 和 IRI 在位置、地磁条件、年度时间和太阳当地时间方面的函数关系。我们讨论了精度和准确度指标,以更好地了解模型的优缺点。更新后的神经网络改善了中纬度的性能,绝对误差比 IRI 低 2.5 × 109 到 2.5 × 1010 e-/m3,在干扰地磁条件下的性能略有改善,与 IRI 相比,在高 Kp 时绝对误差减少了约 2.5 × 109 e-/m3,与 E-CHAIM 相比,高 Kp 百分比误差减少了 >50%。
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引用次数: 0
A High Accuracy Spatial Reconstruction Method Based on Surface Theory for Regional Ionospheric TEC Prediction 基于表面理论的区域电离层 TEC 预测高精度空间重构方法
IF 3.7 2区 地球科学 Pub Date : 2023-12-01 DOI: 10.1029/2023sw003663
Jian Wang, Yi‐ran Liu, Yanmei Shi
In order to achieve more accurate spatial reconstruction of ionospheric total electron content (TEC) and promote improved satellite positioning and ranging applications, a high accuracy spatial reconstruction (HASR) method for TEC is proposed based on the surface theory. The core theory of this method is as follows: (a) Any surface can be uniquely determined by its first and second fundamental quantities; (b) By direct difference approximation, differential equations are transformed into algebraic equations to solve Gauss equations faster. At the same time, taking parts of Europe as an example, the proposed HASR method is used to determine the correlation coefficients and the number of iterations of the model by using the relative root mean square error (RRMSE) as the evaluation criterion. The statistical results show that the TEC predicted by the HASR method is highly consistent with the actual observed values of ionospheric observation stations, and the prediction RRMSE is 9.75%. Compared with the Kriging interpolation with scale factor, the prediction accuracy of the HASR method is improved by 8.5%. We hope this method can provide ideas for the spatial reconstruction of other ionospheric parameters and further promote the realization of complete and accurate space weather forecast.
为了实现更精确的电离层电子总含量(TEC)空间重构,促进卫星定位和测距应用的改进,提出了一种基于表面理论的 TEC 高精度空间重构(HASR)方法。该方法的核心理论如下:(a) 任何曲面都可以由其第一和第二基本量唯一确定;(b) 通过直接差分近似,将微分方程转化为代数方程,从而更快地求解高斯方程。同时,以欧洲部分地区为例,采用所提出的 HASR 方法,以相对均方根误差(RRMSE)为评价标准,确定相关系数和模型的迭代次数。统计结果表明,HASR 方法预测的 TEC 与电离层观测站的实际观测值高度一致,预测 RRMSE 为 9.75%。与带比例因子的克里金插值法相比,HASR 方法的预测精度提高了 8.5%。希望该方法能为其他电离层参数的空间重构提供思路,进一步推动完整准确的空间天气预报的实现。
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引用次数: 0
Geomagnetically Induced Current Mitigation in New Zealand: Operational Mitigation Method Development With Industry Input 新西兰的地磁感应电流缓解:工业投入的操作缓解方法开发
IF 3.7 2区 地球科学 Pub Date : 2023-11-27 DOI: 10.1029/2023sw003533
D. H. Mac Manus, C. J. Rodger, A. Renton, J. Ronald, D. Harper, C. Taylor, M. Dalzell, T. Divett, M. A. Clilverd
Reducing the impact of Geomagnetically induced currents (GICs) on electrical power networks is an essential step to protect network assets and maintain reliable power transmission during and after storm events. In this study, multiple mitigation strategies are tested during worst-case extreme storm scenarios in order to investigate their effectiveness for the New Zealand transmission network. By working directly with our industry partners, Transpower New Zealand Ltd, a mitigation strategy in the form of targeted line disconnections has been developed. This mitigation strategy proved more effective than previous strategies at reducing GIC magnitudes and durations at transformers at most risk to GIC while still maintaining the continuous supply of power throughout New Zealand. Under this mitigation plan, the average 60-min mean GIC decreased for 27 of the top 30 at-risk transformers, and the total network GIC was reduced by 16%. This updated mitigation has been adopted as an operational procedure in the New Zealand national control room to manage GIC. In addition, simulations show that the installation of 14 capacitor blocking devices at specific transformers reduces the total GIC sum in the network by an additional 16%. As a result of this study Transpower is considering further mitigation in the form of capacitor blockers. We strongly recommend collaborating with the relevant power network providers to develop effective mitigation strategies that reduce GIC and have a minimal impact on power distribution.
减少地磁感应电流(gic)对电网的影响是在风暴期间和之后保护电网资产和保持可靠电力传输的重要步骤。在本研究中,在最坏的极端风暴情景下测试了多种缓解策略,以调查其对新西兰输电网络的有效性。通过与我们的行业合作伙伴transwer新西兰有限公司直接合作,已经制定了一项以目标线路断开形式的缓解策略。事实证明,这一缓解战略比以前的战略更有效,既能减少对GIC风险最大的变压器的GIC震级和持续时间,又能保持整个新西兰的持续供电。在这一缓解计划下,30个最危险的变压器中有27个的60分钟平均GIC减少了,整个网络的GIC减少了16%。这一最新缓解措施已被新西兰国家控制室采纳为管理GIC的一项业务程序。此外,仿真结果表明,在特定变压器上安装14个电容阻断装置可使网络中的总GIC总额额外减少16%。由于这项研究的结果,transpwer正在考虑以电容器阻滞剂的形式进一步缓解这种情况。我们强烈建议与相关电网供应商合作,制定有效的缓解战略,减少GIC,并将对配电的影响降至最低。
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引用次数: 0
Nighttime Geomagnetic Response to Jumps of Solar Wind Dynamic Pressure: A Possible Cause of Québec Blackout in March 1989 夜间地磁对太阳风动压跃变的响应:1989年3月青海停电的可能原因
IF 3.7 2区 地球科学 Pub Date : 2023-11-21 DOI: 10.1029/2023sw003493
T. Zhang, Y. Ebihara, T. Tanaka
By performing a global magnetohydrodynamic (MHD) simulation, we investigated magnetic disturbances on the ground at high-latitudes in response to jumps in the solar wind dynamic pressure, namely a sudden commencement (SC). After the arrival of the jump, a pair of field-aligned currents (FACs), related to the preliminary impulse, develop and travel in the anti-sunward direction. Soon after another pair related to the main impulse (MI) appears and travels in the anti-sunward direction. The horizontal ionospheric current associated with the MI remains strong when propagating to the nightside. On the dawnside the MI current flows sunward (anti-sunward) resulting in northward (southward) ground magnetic disturbance at higher (lower) latitude in the post-midnight sector. These features are similar to those observed in Canada in the high-latitude post-midnight sector when the Québec blackout took place on 13 March 1989. The nighttime geomagnetic perturbations associated with the MI occur regardless of the magnitude of the solar wind dynamic pressure and IMF orientation. The amplitude of the geoelectric field, which is closely related to the geomagnetically induced currents (GICs), reaches the maximum value just before and around the maximum of the southward magnetic disturbance. This is consistent with the moment at which the blackout occurred during the southward magnetic perturbation. We suggest that the blackout in Québec could be caused by the MI-associated Hall current passing over the Hydro-Québec power system on the nightside. The nighttime polar region is shown to be sensitive to hazardous GICs for large-amplitude jumps in the solar wind dynamic pressure.
通过全球磁流体动力学(MHD)模拟,研究了高纬度地区地面磁场扰动对太阳风动压跳跃的响应,即突然启动(SC)。跃迁到达后,与初始脉冲有关的一对场向电流(FACs)发展并向反太阳方向行进。不久之后,另一对与主脉冲(MI)有关的脉冲出现并向反太阳方向移动。与MI相关的水平电离层电流在传播到夜侧时仍然很强。在黎明侧,MI电流向阳(反向阳)流动,导致午夜后纬度较高(较低)的地磁场向北(向南)扰动。这些特点类似于1989年3月13日发生quacembec停电时在加拿大高纬度地区午夜后所观察到的情况。与MI相关的夜间地磁扰动与太阳风动压的大小和IMF的方向无关。地电场振幅与地磁感应电流密切相关,在南向磁扰动最大值之前和附近达到最大值。这与向南磁扰动期间发生停电的时刻是一致的。我们认为,quimenbec的停电可能是由mi相关的霍尔电流通过晚上的hydro - quimenbec电力系统引起的。夜间极地地区对太阳风动压的大幅度跳变非常敏感。
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引用次数: 0
Variability of Ionosphere Over Indian Longitudes to a Variety of Space Weather Events During December 2006 2006年12月印度经度电离层对各种空间天气事件的变化
IF 3.7 2区 地球科学 Pub Date : 2023-11-21 DOI: 10.1029/2023sw003595
Alok Kuman Ranjan, M. V. Sunil Krishna, C. Amory-Mazaudier, R. Fleury, S. Sripathi, Geeta Vichare, W. Younas
This paper highlights the impact of intense solar events over India during 3–20 December 2006. Ionospheric effects of a major solar flare (X9) on December 5 (10:35 UT) have been investigated by using dayside and nightside magnetometer data, dayside ionosondes, and dayside GPS vTEC observations. On the next day, a stream of fast solar wind hits the magnetosphere, causing a HILDCAA (High Intensity Long Duration Continuous Auroral Activity) preceded by moderate geomagnetic storm. The origin and characteristics of a positive ionospheric storm which occurred over Tirunelveli (TIR, geomagnetic latitude: −0.18°N) in the recovery phase of storm due to simultaneous presence of enhanced O/N2 and WEJ or weakened EEJ during the HILDCAA (7th and 8th of December) is investigated. Subsequently, on December 14, the most powerful CME since the Halloween event impacts the Earth, and three SSCs are recorded on December 14, 16, and 18. The variability of the ionosphere over the Indian longitude sector due to these intense space weather fluctuations is presented by utilizing the magnetometers, ionosonde, GPS vTEC, and satellite-based observations in the same region. This study reports the influence of prompt penetration of the magnetospheric convection electric field and the disturbance dynamo on several key ionospheric and magnetic parameters within the Indian longitude sector.
本文重点介绍了2006年12月3日至20日期间强烈太阳活动对印度的影响。利用日侧和夜侧磁强计、日侧电离层探空仪和日侧GPS vTEC观测资料,研究了12月5日(10:35 UT)一次大型太阳耀斑(X9)的电离层效应。第二天,一股快速的太阳风击中磁层,引起了HILDCAA(高强度长时间连续极光活动),随后是中度地磁风暴。研究了12月7日和8日HILDCAA期间,由于O/N2和WEJ同时增强或EEJ减弱,在风暴恢复阶段发生在Tirunelveli (TIR,地磁纬度:−0.18°N)上空的一次正电离层风暴的起源和特征。随后,在12月14日,自万圣节事件以来最强大的日冕物质抛射撞击地球,在12月14日、16日和18日记录了三个超强太阳风暴。利用磁力计、电离层探空仪、GPS vTEC和卫星在同一地区的观测,呈现了印度经度扇区电离层由于这些强烈的空间天气波动而产生的变化。本文报道了磁层对流电场的迅速穿透和扰动发电机对印度经度扇区内几个关键电离层和磁参数的影响。
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引用次数: 0
Influence of Tectonic and Geological Structure on GIC in Southern South Island, New Zealand 构造和地质构造对新西兰南岛南部GIC的影响
IF 3.7 2区 地球科学 Pub Date : 2023-11-15 DOI: 10.1029/2023sw003550
M. Ingham, K. Pratscher, W. Heise, E. Bertrand, M. Kruglyakov, C. J. Rodger
As part of a 5-year project to assess the risk posed by geomagnetically induced currents (GIC) to the New Zealand electrical transmission network, long-period magnetotelluric (MT) measurements have been made at 62 sites in southern South Island of New Zealand, a region where there was an absence of previous MT data. The data are largely 3-dimensional in character, but show distinct features that can be related to the known tectonic and geological structure. In this work we focus on how the measured MT impedance tensors, and a simple interpretation of conductivity structure, can be used to assess the influence of tectonic and geological structure on GIC. We use the impedance tensors to calculate the magnitudes and orientations of induced electric fields in response to various orientations of inducing magnetic field. The electric fields so calculated are then used in a simplified model of the transmission network to calculate GIC at grounded substations. Our results confirm that tectonic/geological structure in the lower South Island and the resulting electrical conductivity variations have important impacts on the GIC magnitude. In the south-west, smaller induced electric fields, associated with the higher conductivity in that region, lead to much reduced GIC at a substation in that area. In contrast, higher electric fields occurring in a NW-SE band across the center of the region, contribute to much larger GIC in Dunedin city. Our results thus help explain the observed GIC reported at transformers in the region.
作为评估地磁感应电流(GIC)对新西兰输电网络构成风险的5年项目的一部分,在新西兰南岛南部的62个地点进行了长周期大地电磁(MT)测量,该地区以前没有MT数据。这些数据在很大程度上是三维的,但显示出与已知的构造和地质结构有关的明显特征。在这项工作中,我们的重点是如何测量大地电磁学阻抗张量,以及电导率结构的简单解释,可以用来评估构造和地质构造对大地电磁学的影响。我们利用阻抗张量来计算感应电场的大小和方向,以响应感应磁场的不同方向。然后将计算得到的电场用在输电网络的简化模型中,以计算接地变电站的GIC。我们的研究结果证实,南岛下部的构造/地质构造和由此产生的电导率变化对GIC震级有重要影响。在西南地区,较小的感应电场与该地区较高的导电性有关,导致该地区变电站的GIC大大减少。相反,在横跨区域中心的NW-SE波段出现的较高电场,导致达尼丁市的GIC大得多。因此,我们的研究结果有助于解释该地区变压器中观察到的GIC。
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引用次数: 0
Anomalous Long-Distance Propagation of ILS LOC Signals by the Es Layer and Its Impact on Aviation Receivers Es层对盲降LOC信号的异常长距离传播及其对航空接收机的影响
IF 3.7 2区 地球科学 Pub Date : 2023-11-15 DOI: 10.1029/2023sw003577
S. Saito, K. Hosokawa, J. Sakai, I. Tomizawa
Anomalous long-distance propagation of Very High Frequency radio waves of aeronautical navigation systems was investigated by an airborne Instrument Landing System (ILS) localizer (ILS LOC) receiver installed on the ground at Kure, Japan (34.245°N, 132.528°E). Intense ILS LOC type signals were observed and the received power was strong enough for the aviation receiver to output course deviation. The radio source was identified by receiving the Morse Code for identification as the localizer-type directional aid (LDA) serving the Runway-21 of the Hualien Airport, Taiwan (24.0396°N, 121.6221°E) of which beam pointed close to the receiver. This result supports that the source of the signals often observed at the same frequency at the same location is most probably the LDA at the Hualien Airport. The maximum received power was −99 dBm for an omni-directional antenna. It was strong enough to cause co-channel interference. Considering stronger power (−70 dBm) found in previous observations at the same frequency at the same location, anomalous propagation of ILS LOC signals by the Es layer could be a cause of interference when a receiver was near the center of the ILS LOC beam. The course deviation output was consistent with the geometry between the beam of Runway-21 LDA at the Hualien Airport and the receiver. However, the observed course deviation fluctuated remarkably even when the received power was strong enough. The fluctuation of the course deviation may indicate the structure of the Es layer, and observation of the course deviation could be used to diagnose the Es layer structure.
利用安装在日本Kure(34.245°N, 132.528°E)地面的机载仪表着陆系统(ILS)定位器(ILS LOC)接收机,研究了航空导航系统甚高频无线电波的异常长距离传播。观察到强烈的盲降LOC型信号,接收功率足以使航空接收机输出航向偏差。无线电源通过接收莫尔斯电码被识别为服务于台湾花莲机场21号跑道(24.0396°N, 121.6221°E)的定位器型定向辅助设备(LDA),其波束指向接收器附近。这一结果支持了在同一地点经常观测到的相同频率的信号源极有可能是花莲机场的LDA。全向天线最大接收功率为- 99 dBm。它的强度足以引起同信道干扰。考虑到先前在同一位置的相同频率观测到的更强功率(−70 dBm),当接收器靠近ILS LOC波束中心时,Es层对ILS LOC信号的异常传播可能是干扰的原因。航向偏差输出与花莲机场21跑道LDA波束与接收机之间的几何形状一致。然而,即使在接收功率足够强的情况下,观测到的航向偏差也有明显的波动。航向偏差的波动可以指示Es层的结构,对航向偏差的观测可以诊断Es层的结构。
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引用次数: 0
Investigating the Interhemispheric Asymmetry in Joule Heating During the 2013 St. Patrick's Day Geomagnetic Storm 研究2013年圣帕特里克日地磁风暴期间焦耳加热的半球不对称性
IF 3.7 2区 地球科学 Pub Date : 2023-09-01 DOI: 10.1029/2023SW003523
A. R. Smith, D. Ozturk, P. Delamere, G. Lu, H. Kim
Sudden changes in energy input from the magnetosphere during geomagnetic storms could drive extreme variability in the ionosphere‐thermosphere system, which in turn affect satellite operations and other modern infrastructure. Joule heating is the main form of magnetospheric energy dissipation in the ionosphere‐thermosphere system, so it is important to know when and where Joule heating will occur. While Joule heating occurs all the time, it can increase rapidly during geomagnetic storms. We investigated the Joule heating profile of the 2013 St Patrick's day storm using the University of Michigan Global Ionosphere‐Thermosphere Model (GITM). Using empirical and data‐assimilated drivers we analyzed when and where intense Joule heating occurred. The timing, location, and sources of interhemispheric asymmetry during this geomagnetic storm are of key interest due to near equinox conditions. Hemispheric comparisons are made between parameters, including solar insolation, total electron content profiles, and Pedersen and Hall conductance profiles, obtained from GITM driven with empirical driven input, versus those driven with data‐assimilated patterns. Further comparisons are made during periods of peak hemispheric Joule heating asymmetry in an effort to investigate their potential sources. Additionally, we compare the consistency of the interhemispheric asymmetry between empirical‐ and data‐assimilated driven simulations to further analyze the role of data‐assimilated drivers on the IT system.
地磁风暴期间磁层能量输入的突然变化可能导致电离层-热层系统的极端变化,进而影响卫星运行和其他现代基础设施。焦耳加热是电离层-热层系统中磁层能量耗散的主要形式,因此了解焦耳加热发生的时间和地点是很重要的。虽然焦耳加热一直都在发生,但它在地磁风暴期间会迅速增加。我们利用密歇根大学全球电离层-热层模型(GITM)研究了2013年圣帕特里克日风暴的焦耳加热剖面。使用经验和数据同化的驱动程序,我们分析了何时何地发生强烈的焦耳加热。由于接近春分的条件,这次地磁风暴期间半球间不对称的时间、位置和来源是关键的兴趣。对由经验驱动输入的GITM与由数据同化模式驱动的GITM获得的参数进行了半球比较,包括太阳日照、总电子含量曲线、Pedersen和Hall电导曲线。在半球焦耳加热不对称的峰值期间进行了进一步的比较,以努力研究它们的潜在来源。此外,我们比较了经验驱动模拟和数据同化驱动模拟之间半球间不对称的一致性,以进一步分析数据同化驱动在IT系统中的作用。
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引用次数: 0
Assessing the Effects of a Minor CIR‐HSS Geomagnetic Storm on the Brazilian Low‐Latitude Ionosphere: Ground and Space‐Based Observations 小型CIR - HSS地磁风暴对巴西低纬度电离层的影响评估:地面和空间观测
IF 3.7 2区 地球科学 Pub Date : 2023-09-01 DOI: 10.1029/2023SW003500
F. S. Chingarandi, C. Candido, F. Becker-Guedes, O. F. Jonah, S. P. Moraes‐Santos, V. Klausner, O. O. Taiwo
This paper investigates the effects of a minor G1 Co‐rotating Interaction Region (CIR)/High‐Speed Stream (HSS)‐driven geomagnetic storm that occurred on (13–14 October 2018), during deep solar minimum. We used simultaneous observations from multiple instruments, namely; ground‐based Global Navigation Satellite Systems (GNSS) receivers, a Digisonde, ground magnetometers, and space‐based observations from the National Aeronautics and Space Administration Global‐scale Observations of Limb and Disk (GOLD) and SWARM missions. This study presents a detailed picture of the low‐latitude ionosphere response over the Brazilian sector during a minor storm. Our results showed that the minor CIR/HSS‐driven storm caused a positive ionospheric storm of over ∼20 TECU in magnitude. For the first time, periodic post‐sunset irregularities and Equatorial Plasma Bubbles, equatorial plasma bubbles, were analyzed using GOLD FUV OI 135.6 nm emission, Total Electron Content (TEC) maps, Rate of TEC index, ROTI, and TEC gradients. Fluctuations in the interplanetary magnetic field Bz and changes in the thermospheric column density ratio (∑O/N2) are discussed as the main sources of ionospheric changes during the storm. This paper highlights the importance of monitoring and understanding the impact of Sun‐Earth interactions and provides insight into the behavior of the low‐latitude ionosphere during minor geomagnetic storms.
本文研究了发生在2018年10月13日至14日的一次小型G1共旋转相互作用区(CIR)/高速流(HSS)驱动的地磁风暴对太阳深度极小期的影响。我们使用多个仪器同时观测,即;地面全球导航卫星系统(GNSS)接收机、地面地面仪、地面磁力计,以及来自美国国家航空航天局全球尺度翼盘观测(GOLD)和SWARM任务的天基观测。本研究详细描述了巴西地区低纬度电离层在小型风暴期间的响应情况。我们的研究结果表明,较小的CIR/HSS驱动的风暴引起了一个大于~ 20 TECU量级的电离层正风暴。首次使用GOLD FUV OI 135.6 nm发射、总电子含量(TEC)图、TEC指数率、ROTI和TEC梯度分析了周期性日落后不规则性和赤道等离子体气泡。讨论了行星际磁场Bz的波动和热层柱密度比(∑O/N2)的变化是风暴期间电离层变化的主要来源。本文强调了监测和理解太阳-地球相互作用影响的重要性,并提供了对小型地磁风暴期间低纬度电离层行为的见解。
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引用次数: 0
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Space Weather
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