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On the Euler-type gravitomagnetic orbital effects in the field of a precessing body 关于前冲天体场中的欧拉型重力磁轨道效应
Pub Date : 2024-09-18 DOI: arxiv-2409.11895
Lorenzo Iorio
To the first post-Newtonian order, the gravitational action of mass-energycurrents is encoded by the off-diagonal gravitomagnetic components of thespacetime metric tensor. If they are time-dependent, a further accelerationenters the equations of motion of a moving test particle. Let the source of thegravitational field be an isolated, massive body rigidly rotating whose spinangular momentum experiences a slow precessional motion. The impact of theaforementioned acceleration on the orbital motion of a test particle isanalytically worked out in full generality. The resulting averaged rates ofchange are valid for any orbital configuration of the satellite; furthermore,they hold for an arbitrary orientation of the precessional velocity vector ofthe spin of the central object. In general, all the orbital elements, with theexception of the mean anomaly at epoch, undergo nonvanishing long-termvariations which, in the case of the Juno spacecraft currently orbiting Jupiterand the double pulsar PSR J0737-3039 A/B turn out to be quite small. Sucheffects might become much more relevant in a star-supermassive black holescenario; as an example, the relative change of the semimajor axis of aputative test particle orbiting a Kerr black hole as massive as the one at theGalactic Centre at, say, 100 Schwarzschild radii may amount up to about $7%$per year if the hole's spin precessional frequency is $10%$ of the particle'sorbital one.
在牛顿后一阶,质能流的引力作用由时空度量张量的对角线外引力磁分量编码。如果这些分量与时间相关,则会在运动的测试粒子的运动方程中加入进一步的加速度。假设引力场源是一个孤立的、刚性旋转的大质量体,其自旋动量经历了缓慢的前向运动。对上述加速度对测试粒子轨道运动的影响进行了全面的分析。由此得出的平均变化率适用于卫星的任何轨道构型;此外,它们还适用于中心物体自旋前向速度矢量的任意方向。一般来说,所有的轨道元素,除了平均异常值之外,都会发生非消失性的长期变化,就目前围绕木星和双脉冲星 PSR J0737-3039 A/B 运行的朱诺号航天器而言,这种变化非常小。在恒星-超大质量黑洞的情况下,这种效应可能会变得更加重要;举例来说,如果黑洞的自旋前旋频率是粒子轨道频率的10%,那么围绕银河系中心的克尔黑洞(质量相当于100个施瓦兹柴尔德半径)运行的测试粒子的半长轴的相对变化可能达到每年7%。
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引用次数: 0
Self-similar solutions of oscillatory reconnection: parameter study of magnetic field strength and background temperature 振荡重联的自相似解:磁场强度和背景温度的参数研究
Pub Date : 2024-09-18 DOI: arxiv-2409.12130
Luiz A. C. A. Schiavo, Gert J. J. Botha, James A. McLaughlin
Oscillatory reconnection is a specific type of time-dependent reconnectionwhich involves periodic changes in the magnetic topology of a null point. Themechanism has been reported for a variety of magnetic field strengths andconfigurations, background temperatures and densities. All these studies reportan oscillation in the current density at the null point, but also report avariety of periods, amplitudes and overall behaviors. We conduct a parametricstudy for equilibrium magnetic field strength and initial backgroundtemperature, solving 2D resistive MHD equations around a magnetic X-point. Weintroduce a parameter space for the ratio of internal-to-magnetic energy andfind self-similar solutions for simulations where this ratio is below 0.1(which represents a magnetically-dominated environment or, equivalently, alow-beta plasma). Self-similarity can be seen in oscillations in the currentdensity at the null (including amplitude and period), Ohmic heating and thetemperature generated via reconnection jets. The parameter space of energyratios also allows us to contextualize previous studies of the oscillatoryreconnection mechanism and bring those different studies together into a singleunified understanding.
振荡再连接是一种特定类型的随时间变化的再连接,它涉及空点磁拓扑结构的周期性变化。据报道,该机制适用于各种磁场强度和配置、背景温度和密度。所有这些研究都报告了空穴处电流密度的振荡,但也报告了各种周期、振幅和总体行为。我们对平衡磁场强度和初始背景温度进行了参数研究,求解了围绕磁 X 点的二维电阻 MHD 方程。我们引入了内能与磁能之比的参数空间,并在该比值低于 0.1(代表磁主导环境或低贝塔等离子体)的模拟中找到了自相似解。自相似性体现在空点处的电流密度振荡(包括振幅和周期)、欧姆加热以及通过再连接喷流产生的温度。能量比的参数空间也使我们能够将以前对振荡再连接机制的研究与背景联系起来,并将这些不同的研究整合为一个统一的认识。
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引用次数: 0
Post-Keplerian perturbations of the hyperbolic motion in the field of a massive, rotating object 大质量旋转天体场中双曲线运动的后开普勒扰动
Pub Date : 2024-09-18 DOI: arxiv-2409.12063
Lorenzo Iorio
The perturbations of the hyperbolic motion of a test particle due to thegeneral relativistic gravitoelectromagnetic Schwarzschild and Lense-Thirringcomponents of the gravitational field of a massive, rotating body areanalytically worked out to the first post-Newtonian level. To the Newtonianorder, the impact of the quadrupole mass moment of the source is calculated aswell. The resulting analytical expressions are valid for a generic orientationin space of both the orbital plane of the probe and the spin axis of theprimary, and for arbitrary values of the eccentricity. They are applied firstto 'Oumuamua, an interstellar asteroid which recently visited our solar systemalong an unbound heliocentric orbit. While its gravitoelectric shifts occurredclose to the Sun's flyby are less than some tens of milliarcseconds, those dueto the solar oblateness and angular momentum are of the order ofmicroarcseconds throughout the whole trajectory. Comparable values occur forthe post-Newtonian shifts of the Near Earth Asteroid Rendezvous (NEAR)spacecraft during its flyby of the Earth, while those due to the oblateness ofthe latter are nominally several orders of magnitude larger. The current(formal) uncertainty in the quadrupole mass moment of the geopotential wouldbring the mismodeling of such classical effects below the nominal value of thepredicted relativistic disturbances. The hyperbolic excess velocity is notchanged by any of the post--Keplerian accelerations considered. Thecalculational approach developed can be straightforwardly extended to anyalternative models of gravity as well.
在牛顿后第一层次上,分析计算了大质量旋转体引力场的广义相对论引力-电磁-施瓦兹柴尔德分量和伦斯-特林分量对测试粒子双曲线运动的扰动。在牛顿阶,还计算了源的四极质量力矩的影响。由此得出的分析表达式对探测器轨道平面和主旋轴在空间的一般方向以及任意偏心率值都有效。我们首先将它们应用于'Oumuamua',这是一颗星际小行星,最近沿着一条非束缚日心轨道造访了我们的太阳系。虽然它在飞越太阳时发生的重力位移小于几十毫微秒,但在整个轨道上因太阳扁平和角动量而发生的位移却达到了微微秒数量级。近地小行星会合(NEAR)航天器在飞越地球期间的牛顿后偏移也有类似的数值,而后者的扁平造成的偏移名义上要大几个数量级。目前地球位势四极质量矩的不确定性(形式上的)将使这种经典效应的错误模型低于预测相对论扰动的标称值。双曲过量速度不会因所考虑的任何开普勒后加速度而改变。所开发的计算方法也可以直接扩展到任何其他重力模型。
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引用次数: 0
A Pileup of Coronal Mass Ejections Produced the Largest Geomagnetic Storm in Two Decades 日冕物质抛射堆积引发二十年来最大的地磁风暴
Pub Date : 2024-09-17 DOI: arxiv-2409.11492
Ying D. Liu, Huidong Hu, Xiaowei Zhao, Chong Chen, Rui Wang
The largest geomagnetic storm in two decades occurred in 2024 May with aminimum $D_{rm st}$ of $-412$ nT. We examine its solar and interplanetaryorigins by combining multipoint imaging and in situ observations. The sourceactive region, NOAA AR 13664, exhibited extraordinary activity and producedsuccessive halo eruptions, which were responsible for two complex ejectaobserved at the Earth. In situ measurements from STEREO A, which was$12.6^{circ}$ apart, allow us to compare the ``geo-effectiveness" at the Earthand STEREO A. We obtain key findings concerning the formation of solarsuperstorms and how mesoscale variations of coronal mass ejections affectgeo-effectiveness: (1) the 2024 May storm supports the hypothesis that solarsuperstorms are ``perfect storms" in nature, i.e., a combination ofcircumstances resulting in an event of an unusual magnitude; (2) the firstcomplex ejecta, which caused the geomagnetic superstorm, shows considerabledifferences in the magnetic field and associated ``geo-effectiveness" betweenthe Earth and STEREO A, despite a mesoscale separation; and (3) two contrastingcases of complex ejecta are found in terms of the geo-effectiveness at theEarth, which is largely due to different magnetic field configurations withinthe same active region.
2024年5月发生了二十年来最大的地磁暴,其最大值$D_{rm st}$为$-412$ nT。我们结合多点成像和现场观测,研究了它的太阳和行星际起源。源活动区 NOAA AR 13664 表现出了非同寻常的活动,并产生了连续的晕喷发,这是在地球上观测到的两个复杂喷出物的原因。我们获得了有关太阳超级风暴的形成以及日冕物质抛射的中尺度变化如何影响地球效应的重要发现:(1)2024 年 5 月的风暴支持了太阳超级风暴在本质上是 "完美风暴 "的假设,即:"完美风暴 "是由各种条件的组合造成的、(2)造成地磁超级风暴的第一个复合抛射物显示地球和 STEREO A 之间的磁场和相关 "地球效应 "存在相当大的差异,尽管存在中尺度的分隔;(3)在地球的地球效应方面发现了两种截然不同的复合抛射物情况,这在很大程度上是由于同一活动区域内不同的磁场配置造成的。
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引用次数: 0
Alpha-Proton Differential Flow of A Coronal Mass Ejection at 15 Solar Radii 15个太阳半径处日冕物质抛射的α-质子差流
Pub Date : 2024-09-17 DOI: arxiv-2409.10799
Xuechao Zhang, Hongqiang Song, Xiaoqian Wang, Leping Li, Hui Fu, Rui Wang, Yao Chen
Alpha-proton differential flow ($V_{alpha p}$) of coronal mass ejections(CMEs) and solar wind from the Sun to 1 au and beyond could influence theinstantaneous correspondence of absolute abundances of alpha particles(He$^{2+}$/H$^{+}$) between solar corona and interplanetary space as theabundance of a coronal source can vary with time. Previous studies based onUlysses and Helios showed that $V_{alpha p}$ is negligible within CMEs from 5to 0.3 au, similar to slow solar wind ($<$ 400 km s$^{-1}$). However, recentnew observations using Parker Solar Probe (PSP) revealed that the $V_{alphap}$ of slow wind increases to $sim$60 km s$^{-1}$ inside 0.1 au. It issignificant to answer whether the $V_{alpha p}$ of CMEs exhibits the similarbehavior near the Sun. In this Letter, we report the $V_{alpha p}$ of a CMEmeasured by PSP at $sim$15 $R_odot$ for the first time, which demonstratesthat the $V_{alpha p}$ of CMEs is obvious and complex inside 0.1 au whilekeeps lower than the local Alfv'{e}n speed. A very interesting point is thatthe same one CME duration can be divided into A and B intervals clearly withCoulomb number below and beyond 0.5, respectively. The means of $V_{alpha p}$and alpha-to-proton temperature ratios of interval A (B) is 96.52 (21.96) kms$^{-1}$ and 7.65 (2.23), respectively. This directly illustrates that Coulombcollisions play an important role in reducing the non-equilibrium features ofCMEs. Our study indicates that the absolute elemental abundances of CMEs alsomight vary during their propagation.
日冕物质抛射(CMEs)和太阳风的α-质子差流($V_{alpha p}$)从太阳到1 au甚至更远,可能会影响日冕和行星际空间之间α粒子(He$^{2+}$/H$^{+}$)绝对丰度的瞬时对应关系,因为日冕源的丰度会随时间变化。以前基于Ulysses和Helios的研究表明,$V_{alpha p}$在5到0.3 au的CME内可以忽略不计,类似于缓慢的太阳风($<$ 400 km s$^{-1}$)。然而,最近利用帕克太阳探测器(Parker Solar Probe,PSP)进行的最新观测发现,慢风的$V_{alphap}$在0.1au内增加到了$sim$60 km s$^{-1}$。回答CMEs的$V_{alpha p}$在太阳附近是否表现出类似的行为具有重要意义。在这封信中,我们首次报告了用PSP在$sim$15 $R_odot$测量到的CME的$V_{alpha p}$,这表明CME的$V_{alpha p}$在0.1au内是明显而复杂的,同时保持低于当地的Alfv'{e}n速度。一个非常有趣的现象是,同一次CME的持续时间可以明显地分为A和B两个区间,库仑数分别为0.5以下和0.5以上。A(B)区间的$V_{α p}$和α-质子温度比的平均值分别为96.52(21.96)kms$^{-1}$和7.65(2.23)。这直接说明库仑碰撞在降低CMEs的非平衡态特征方面发挥了重要作用。我们的研究表明,CMEs 的绝对元素丰度也可能在其传播过程中发生变化。
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引用次数: 0
The Juno Mission as a Probe of Long-Range New Physics 朱诺飞行任务是远距离新物理学的探测器
Pub Date : 2024-09-16 DOI: arxiv-2409.10616
Praniti Singh, Shi Yan, Itamar J. Allali, JiJi Fan, Lingfeng Li
Orbits of celestial objects, especially the geocentric and heliocentric ones,have been well explored to constrain new long-range forces beyond the StandardModel (SM), often referred to as fifth forces. In this paper, for the firsttime, we apply the motion of a spacecraft around Jupiter to probe fifth forcesthat don't violate the equivalence principle. The spacecraft is the Junoorbiter, and ten of its early orbits already allow a precise determination ofthe Jovian gravitational field. We use the shift in the precession angle as aproxy to test non-gravitational interactions between Juno and Jupiter.Requiring that the contribution from the fifth force does not exceed theuncertainty of the precession shift inferred from data, we find that a newparameter space with the mass of the fifth-force mediator around $10^{-14}$ eVis excluded at 95% C.L.
天体的轨道,尤其是地心和日心天体的轨道,已经被很好地探索用来约束标准模型(SM)之外的新的长程力,通常被称为第五力。在本文中,我们首次利用航天器绕木星的运动来探测不违反等效原理的第五种力。这个航天器就是 "木星轨道器"(Junoorbiter),它的十个早期轨道已经可以精确测定木星引力场。要求第五力的贡献不超过从数据推断出的前摄偏移的不确定性,我们发现在95%的C.L.下排除了一个新的参数空间,即第五力中介物的质量约为10^{-14}$ eV。
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引用次数: 0
Variation of Whistler-Mode Wave Characteristics Along Magnetic Field Lines: Comparison of Near-Equatorial THEMIS and Middle-Latitude ERG Observations 惠斯勒模式波特性沿磁场线的变化:近赤道 THEMIS 和中纬度 ERG 观测结果的比较
Pub Date : 2024-09-15 DOI: arxiv-2409.09900
Sophie Kadan, Xiao-Jia Zhang, Anton Artemyev, Yoshizumi Miyoshi, Ayako Matsuoka, Yoshiya Kasahara, Shoya Matsuda, Tomoaki Hori, Mariko Teramoto, Kazuhiro Yamamoto, Iku Shinohara
The latitudinal distribution of whistler-mode wave intensity plays a crucialrole in determining the efficiency and energy of electrons scattered by thesewaves in the outer radiation belt. Traditionally, this wave property has mostlybeen derived from statistical measurements of off-equatorial spacecraft, whichcollect intensity data at various latitudes under different geomagneticconditions and at different times. In this study we examine a set of eventscaptured by both the near-equatorial THEMIS spacecraft and the off-equatorialERG spacecraft. Specifically, we compare the whistler-mode wave intensity fromTHEMIS and ERG measurements at the same MLT and time sectors. Similar wavespectrum characteristics confirm that THEMIS and ERG indeed observed the samewave activity. However, upon closer examination of the wave intensityvariations, we identify two distinct categories of events: those that followthe statistically predicted variations in wave intensity along magneticlatitudes, and those that exhibit rapid wave intensity decay away from theequatorial plane. We analyze main characteristics of events from bothcategories and discuss possible implications of our analysis for radiation beltmodels.
惠斯勒模式波强度的纬度分布在决定外辐射带中被这些波散射的电子的效率和能量方面起着至关重要的作用。传统上,这种波的特性大多来自赤道外航天器的统计测量,这些航天器在不同的地磁条件下和不同的时间收集不同纬度的强度数据。在这项研究中,我们研究了近赤道 THEMIS 航天器和离赤道 ERG 航天器捕获的一组事件。具体来说,我们比较了THEMIS和ERG在相同的MLT和时间扇区测量到的惠斯勒模式波强。相似的波谱特征证实 THEMIS 和 ERG 的确观测到了相同的波活动。然而,在对波强变化进行更仔细的研究后,我们发现了两类不同的事件:一类是沿磁纬度波强的统计预测变化,另一类是远离赤道平面的波强快速衰减。我们分析了这两类事件的主要特征,并讨论了我们的分析对辐射带模型可能产生的影响。
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引用次数: 0
The Structure and Kinetic Ion Behavior of Low Mach Number Shocks 低马赫数冲击的结构和离子动力学行为
Pub Date : 2024-09-14 DOI: arxiv-2409.09552
D. B. Graham, Yu. V. Khotyaintsev
Low Mach number collisionless shocks are routinely observed in the solar windand upstream of planetary bodies. However, most in situ observations havelacked the necessary temporal resolution to directly study the kinetic behaviorof ions across these shocks. We investigate a series of five low Mach numberbow shock crossings observed by the Magnetospheric Multiscale (MMS) mission.The five shocks had comparable Mach numbers, but varying shock-normal angles($66^{circ} lesssim theta_{Bn} lesssim 89^{circ}$) and ramp widths($5~mathrm{km} lesssim l lesssim 100~mathrm{km}$). The shock width is shownto be crucial in determining the fraction of protons reflected and energized bythe shock, with proton reflection increasing with decreasing shock width. Asthe shock width increases proton reflection is arrested entirely. For nearlyperpendicular shocks, reflected protons exhibit quasi-periodic structures,which persist far downstream of the shock. As the shock-normal angle becomesmore oblique these periodic proton structures broaden to form an energetic halopopulation. Periodic fluctuations in the magnetic field downstream of theshocks are generated by fluctuations in dynamic pressure of alpha particles,which are decelerated by the cross-shock potential and subsequently undergogyrophase bunching. These results demonstrate that complex kinetic-scale iondynamics occur in low Mach number shocks, which depend significantly on theshock profile.
在太阳风和行星体上游经常观测到低马赫数的无碰撞冲击。然而,大多数现场观测都缺乏必要的时间分辨率来直接研究离子穿过这些冲击的动力学行为。我们研究了磁层多尺度(MMS)飞行任务观测到的一系列五个低马赫数弓形冲击穿越。这五个冲击的马赫数相当,但冲击法向角(66^{circ} lesssim theta_{Bn} lesssim 89^{circ}$)和斜坡宽度(5~mathrm{km} lesssim l lesssim 100~mathrm{km}$)各不相同。结果表明,冲击宽度对决定质子反射和被冲击激发的比例至关重要,质子反射随着冲击宽度的减小而增加。随着冲击宽度的增加,质子反射会完全停止。对于近乎垂直的冲击,反射质子呈现出准周期结构,这种结构在冲击下游很远的地方持续存在。当冲击-法向角变得越来越斜时,这些周期性质子结构就会扩大,从而形成一个高能卤群。冲击下游磁场的周期性波动是由α粒子的动态压力波动产生的,这些α粒子在跨冲击电势的作用下减速,随后在日格相束流作用下减速。这些结果表明,在低马赫数冲击中发生了复杂的动力学尺度离子动力学,这在很大程度上取决于冲击剖面。
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引用次数: 0
Numerical simulations of temperature anisotropy instabilities stimulated by suprathermal protons 超热质子激发的温度各向异性不稳定性的数值模拟
Pub Date : 2024-09-13 DOI: arxiv-2409.09180
S. M. Shaaban, R. A. Lopez, M. Lazar, S. Poedts
The new in situ measurements of the Solar Orbiter mission contribute to theknowledge of the suprathermal populations in the solar wind, especially of ionsand protons whose characterization, although still in the early phase, seems tosuggest a major involvement in the interaction with plasma wave fluctuations.Recent studies point to the stimulating effect of suprathermal populations ontemperature anisotropy instabilities in the case of electrons already beingdemonstrated in theory and numerical simulations. Here, we investigateanisotropic protons, addressing the electromagnetic ion-cyclotron (EMIC) andthe proton firehose (PFH) instabilities. Suprathermal populations enhance thehigh-energy tails of the Kappa velocity (or energy) distributions measured insitu, enabling characterization by contrasting to the quasi-thermal populationin the low-energy (bi-)Maxwellian core. We use hybrid simulations toinvestigate the two instabilities (with ions or protons as particles andelectrons as fluid) for various configurations relevant to the solar wind andterrestrial magnetosphere. The new simulation results confirm the linear theoryand its predictions. In the presence of suprathermal protons, the wavefluctuations reach increased energy density levels for both instabilities andcause faster and/or deeper relaxation of temperature anisotropy. The magnitudeof suprathermal effects also depends on each instability's specific (initial)parametric regimes. These results further strengthen the belief thatwave-particle interactions govern space plasmas. These provide valuable cluesfor understanding their dynamics, particularly the involvement of suprathermalparticles behind the quasi-stationary non-equilibrium states reported by insitu observations.
太阳轨道飞行器任务的新原位测量有助于了解太阳风中的超热粒子群,特别是离子和质子,其特征描述虽然仍处于早期阶段,但似乎表明它们主要参与了与等离子体波波动的相互作用。最近的研究表明,超热粒子群对电子的温度各向异性不稳定性具有刺激作用,这已在理论和数值模拟中得到证实。在这里,我们研究了各向异性质子,探讨了电磁离子-回旋加速器(EMIC)和质子喷火管(PFH)不稳定性。超热质子群增强了现场测量到的 Kappa 速度(或能量)分布的高能量尾部,通过与低能量(双)麦克斯韦内核中的准热质子群进行对比,可以确定其特征。我们使用混合模拟来研究与太阳风和地球磁层有关的各种配置下的两种不稳定性(离子或质子为粒子,电子为流体)。新的模拟结果证实了线性理论及其预测。在存在过热质子的情况下,两种不稳定性的波波动都会达到更高的能量密度水平,并导致更快和/或更深的温度各向异性松弛。超热效应的大小还取决于每种不稳定性的具体(初始)参数状态。这些结果进一步加强了空间等离子体受波-粒子相互作用支配的信念。这为理解它们的动力学提供了宝贵的线索,特别是原位观测所报告的准稳态非平衡态背后超热粒子的参与。
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引用次数: 0
Classifying different types of solar wind plasma with uncertainty estimations using machine learning 利用机器学习的不确定性估计对不同类型的太阳风等离子体进行分类
Pub Date : 2024-09-13 DOI: arxiv-2409.09230
Tom Narock, Sanchita Pal, Aryana Arsham, Ayris Narock, Teresa Nieves-Chinchilla
Decades of in-situ solar wind measurements have clearly established thevariation of solar wind physical parameters. These variable parameters havebeen used to classify the solar wind magnetized plasma into different typesleading to several classification schemes being developed. These classificationschemes, while useful for understanding the solar wind originating processes atthe Sun and early detection of space weather events, have left open questionsregarding which physical parameters are most useful for classification and howrecent advances in our understanding of solar wind transients impactclassification. In this work, we use neural networks trained with differentsolar wind magnetic and plasma characteristics to automatically classify thesolar wind in coronal hole, streamer belt, sector reversal and solar transientssuch as coronal mass ejections comprised of both magnetic obstacles andsheaths. Furthermore, our work demonstrates how probabilistic neural networkscan enhance the classification by including a measure of predictionuncertainty. Our work also provides a ranking of the parameters that lead to animproved classification scheme with ~96% accuracy. Our new scheme paves the wayfor incorporating uncertainty estimates into space weather forecasting with thepotential to be implemented on real-time solar wind data.
数十年的太阳风现场测量清楚地确定了太阳风物理参数的变化。这些可变参数被用来将太阳风磁化等离子体划分为不同类型,从而形成了几种分类方案。这些分类方案虽然有助于了解太阳风在太阳上的起源过程和空间天气事件的早期探测,但对于哪些物理参数对分类最有用,以及我们对太阳风瞬态的理解方面的最新进展如何影响分类,这些问题仍有待解决。在这项工作中,我们利用根据不同太阳风磁场和等离子体特征训练的神经网络,自动对日冕洞、流星带、扇形反转和太阳瞬态(如由磁障碍和鞘组成的日冕物质抛射)中的太阳风进行分类。此外,我们的研究还展示了概率神经网络如何通过测量预测的不确定性来增强分类效果。我们的工作还提供了一个参数排序,从而改进了分类方案,准确率达到约 96%。我们的新方案为将不确定性估计纳入空间天气预报铺平了道路,并有可能在实时太阳风数据中实施。
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引用次数: 0
期刊
arXiv - PHYS - Space Physics
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