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Machine learning in solar physics 太阳物理学中的机器学习
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2023-07-13 DOI: 10.1007/s41116-023-00038-x
Andrés Asensio Ramos, Mark C. M. Cheung, Iulia Chifu, Ricardo Gafeira

The application of machine learning in solar physics has the potential to greatly enhance our understanding of the complex processes that take place in the atmosphere of the Sun. By using techniques such as deep learning, we are now in the position to analyze large amounts of data from solar observations and identify patterns and trends that may not have been apparent using traditional methods. This can help us improve our understanding of explosive events like solar flares, which can have a strong effect on the Earth environment. Predicting hazardous events on Earth becomes crucial for our technological society. Machine learning can also improve our understanding of the inner workings of the sun itself by allowing us to go deeper into the data and to propose more complex models to explain them. Additionally, the use of machine learning can help to automate the analysis of solar data, reducing the need for manual labor and increasing the efficiency of research in this field.

机器学习在太阳物理学中的应用有可能极大地增强我们对太阳大气中发生的复杂过程的理解。通过使用深度学习等技术,我们现在能够分析来自太阳观测的大量数据,并识别出使用传统方法可能无法显现的模式和趋势。这可以帮助我们提高对太阳耀斑等爆炸性事件的理解,太阳耀斑会对地球环境产生强烈影响。预测地球上的危险事件对我们这个技术社会至关重要。机器学习还可以让我们更深入地研究数据,并提出更复杂的模型来解释它们,从而提高我们对太阳内部运作的理解。此外,机器学习的使用可以帮助自动分析太阳能数据,减少对人工劳动的需求,提高该领域的研究效率。
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引用次数: 1
Models for the long-term variations of solar activity 太阳活动长期变化的模型
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2023-06-26 DOI: 10.1007/s41116-023-00037-y
Bidya Binay Karak

One obvious feature of the solar cycle is its variation from one cycle to another. In this article, we review the dynamo models for the long-term variations of the solar cycle. By long-term variations, we mean the cycle modulations beyond the 11-year periodicity and these include, the Gnevyshev–Ohl/Even–Odd rule, grand minima, grand maxima, Gleissberg cycle, and Suess cycles. After a brief review of the observed data, we present the dynamo models for the solar cycle. By carefully analyzing the dynamo models and the observed data, we identify the following broad causes for the modulation: (1) magnetic feedback on the flow, (2) stochastic forcing, and (3) time delays in various processes of the dynamo. To demonstrate each of these causes, we present the results from some illustrative models for the cycle modulations and discuss their strengths and weakness. We also discuss a few critical issues and their current trends. The article ends with a discussion of our current state of ignorance about comparing detailed features of the magnetic cycle and the large-scale velocity from the dynamo models with robust observations.

太阳周期的一个明显特征是它在不同周期之间的变化。在本文中,我们回顾了太阳周期长期变化的发电机模型。所谓长期变化,我们指的是超过11年周期的周期调制,包括格内维舍夫-奥尔/偶奇规则、极大极小期、极大极大期、格莱斯伯格周期和苏斯周期。在简要回顾了观测数据之后,我们提出了太阳周期的发电机模型。通过仔细分析发电机模型和观测数据,我们确定了以下主要原因:(1)磁反馈对流动,(2)随机强迫,(3)发电机各过程的时间延迟。为了说明这些原因,我们给出了周期调制的一些说明性模型的结果,并讨论了它们的优缺点。我们还讨论了一些关键问题及其当前趋势。文章最后讨论了我们目前对从发电机模型得到的磁周期和大尺度速度的详细特征与可靠观测结果进行比较的无知状态。
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引用次数: 5
Waves in the lower solar atmosphere: the dawn of next-generation solar telescopes 太阳低层大气中的波:下一代太阳望远镜的曙光
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2023-01-19 DOI: 10.1007/s41116-022-00035-6
David B. Jess, Shahin Jafarzadeh, Peter H. Keys, Marco Stangalini, Gary Verth, Samuel D. T. Grant

Waves and oscillations have been observed in the Sun’s atmosphere for over half a century. While such phenomena have readily been observed across the entire electromagnetic spectrum, spanning radio to gamma-ray sources, the underlying role of waves in the supply of energy to the outermost extremities of the Sun’s corona has yet to be uncovered. Of particular interest is the lower solar atmosphere, including the photosphere and chromosphere, since these regions harbor the footpoints of powerful magnetic flux bundles that are able to guide oscillatory motion upwards from the solar surface. As a result, many of the current- and next-generation ground-based and space-borne observing facilities are focusing their attention on these tenuous layers of the lower solar atmosphere in an attempt to study, at the highest spatial and temporal scales possible, the mechanisms responsible for the generation, propagation, and ultimate dissipation of energetic wave phenomena. Here, we present a two-fold review that is designed to overview both the wave analyses techniques the solar physics community currently have at their disposal, as well as highlight scientific advancements made over the last decade. Importantly, while many ground-breaking studies will address and answer key problems in solar physics, the cutting-edge nature of their investigations will naturally pose yet more outstanding observational and/or theoretical questions that require subsequent follow-up work. This is not only to be expected, but should be embraced as a reminder of the era of rapid discovery we currently find ourselves in. We will highlight these open questions and suggest ways in which the solar physics community can address these in the years and decades to come.

半个多世纪以来,人们一直在观测太阳大气中的波动和振荡。虽然这种现象已经在整个电磁波谱中被很容易地观察到,从无线电到伽马射线源,但在向太阳日冕最外层提供能量的过程中,波的潜在作用尚未被揭示。特别令人感兴趣的是太阳低层大气,包括光球层和色球层,因为这些区域拥有强大的磁通量束,能够引导从太阳表面向上的振荡运动。因此,许多当前和下一代地基和天基观测设施都将注意力集中在太阳低层大气的这些脆弱层上,试图在尽可能高的时空尺度上研究高能波现象的产生、传播和最终耗散的机制。在这里,我们提出了一个双重回顾,旨在概述太阳物理界目前拥有的波分析技术,以及过去十年中取得的科学进步。重要的是,虽然许多开创性的研究将解决和回答太阳物理学中的关键问题,但他们研究的前沿性质自然会提出更多突出的观测和/或理论问题,需要后续工作。这不仅是意料之中的事,而且应该被当作一个提醒,提醒我们现在正处在一个快速发现的时代。我们将强调这些悬而未决的问题,并建议太阳物理界在未来几年和几十年内解决这些问题的方法。
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引用次数: 7
Extreme solar events 极端太阳事件
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2022-05-13 DOI: 10.1007/s41116-022-00033-8
Edward W. Cliver, Carolus J. Schrijver, Kazunari Shibata, Ilya G. Usoskin

We trace the evolution of research on extreme solar and solar-terrestrial events from the 1859 Carrington event to the rapid development of the last twenty years. Our focus is on the largest observed/inferred/theoretical cases of sunspot groups, flares on the Sun and Sun-like stars, coronal mass ejections, solar proton events, and geomagnetic storms. The reviewed studies are based on modern observations, historical or long-term data including the auroral and cosmogenic radionuclide record, and Kepler observations of Sun-like stars. We compile a table of 100- and 1000-year events based on occurrence frequency distributions for the space weather phenomena listed above. Questions considered include the Sun-like nature of superflare stars and the existence of impactful but unpredictable solar "black swans" and extreme "dragon king" solar phenomena that can involve different physics from that operating in events which are merely large.

回顾了从1859年卡灵顿事件到最近20年的快速发展,太阳和日地极端事件研究的演变过程。我们的重点是太阳黑子群、太阳和类太阳恒星上的耀斑、日冕物质抛射、太阳质子事件和地磁风暴等最大的观测/推断/理论案例。回顾的研究是基于现代观测、历史或长期数据,包括极光和宇宙形成的放射性核素记录,以及开普勒对类太阳恒星的观测。我们根据上述空间天气现象的发生频率分布,编制了一个100年和1000年事件表。所考虑的问题包括超级耀斑恒星的类太阳性质,以及有影响但不可预测的太阳“黑天鹅”和极端的“龙王”太阳现象的存在,这些现象可能涉及与仅在大型事件中运行的物理不同的物理。
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引用次数: 46
Magnetic reconnection: MHD theory and modelling 磁感应重联:磁感应重联理论与模型
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2022-05-10 DOI: 10.1007/s41116-022-00032-9
David I. Pontin, Eric R. Priest

In this review we focus on the fundamental theory of magnetohydrodynamic reconnection, together with applications to understanding a wide range of dynamic processes in the solar corona, such as flares, jets, coronal mass ejections, the solar wind and coronal heating. We summarise only briefly the related topics of collisionless reconnection, non-thermal particle acceleration, and reconnection in systems other than the corona. We introduce several preliminary topics that are necessary before the subtleties of reconnection can be fully described: these include null points (Sects. 2.1–2.2), other topological and geometrical features such as separatrices, separators and quasi-separatrix layers (Sects. 2.3, 2.6), the conservation of magnetic flux and field lines (Sect. 3), and magnetic helicity (Sect. 4.6). Formation of current sheets in two- and three-dimensional fields is reviewed in Sect. 5. These set the scene for a discussion of the definition and properties of reconnection in three dimensions that covers the conditions for reconnection, the failure of the concept of a flux velocity, the nature of diffusion, and the differences between two-dimensional and three-dimensional reconnection (Sect. 4). Classical 2D models are briefly presented, including magnetic annihilation (Sect. 6), slow and fast regimes of steady reconnection (Sect. 7), and non-steady reconnection such as the tearing mode (Sect. 8). Then three routes to fast reconnection in a collisional or collisionless medium are described (Sect. 9). The remainder of the review is dedicated to our current understanding of how magnetic reconnection operates in three dimensions and in complex magnetic fields such as that of the Sun’s corona. In Sects. 10–12, 14.1 the different regimes of reconnection that are possible in three dimensions are summarised, including at a null point, separator, quasi-separator or a braid. The role of 3D reconnection in solar flares (Sect. 13) is reviewed, as well as in coronal heating (Sect. 14), and the release of the solar wind (Sect. 15.2). Extensions including the role of reconnection in the magnetosphere (Sect. 15.3), the link between reconnection and turbulence (Sect. 16), and the role of reconnection in particle acceleration (Sect. 17) are briefly mentioned.

本文将重点介绍磁流体动力学重联的基本理论,以及在理解太阳日冕中各种动态过程中的应用,如耀斑、喷流、日冕物质抛射、太阳风和日冕加热。我们只简要地总结了无碰撞重联、非热粒子加速和非日冕系统重联的相关主题。在重新连接的微妙之处得到充分描述之前,我们介绍了几个必要的初步主题:这些主题包括零点(第2.1-2.2节),其他拓扑和几何特征,如分离矩阵,分离子和准分离矩阵层(第2.3节,2.6节),磁通量和磁场线的守恒(第3节),以及磁螺旋度(第4.6节)。第5节将讨论二维和三维电场中电流片的形成。这些为讨论三维重联的定义和性质奠定了基础,其中包括重联的条件、通量速度概念的失效、扩散的本质以及二维和三维重联之间的差异(第4节)。简要介绍了经典的二维模型,包括磁湮灭(第6节)、稳定重联的慢速和快速状态(第7节)、以及撕裂模式等非稳定重联(第8节)。然后描述了在碰撞或无碰撞介质中快速重联的三种途径(第9节)。回顾的其余部分致力于我们目前对磁重联如何在三维和复杂磁场(如太阳日冕的磁场)中运作的理解。在第10-12节和14.1节中,总结了三维中可能的不同重连方式,包括零点、分隔线、准分隔线或编织线。回顾了三维重联在太阳耀斑中的作用(第13节),以及在日冕加热(第14节)和太阳风释放(第15.2节)中的作用。本文还简要介绍了磁层重联的作用(15.3节)、重联与湍流之间的联系(16节)以及重联在粒子加速中的作用(17节)。
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引用次数: 24
The Parker problem: existence of smooth force-free fields and coronal heating 帕克问题:光滑无力场和日冕加热的存在
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2020-08-26 DOI: 10.1007/s41116-020-00026-5
David I. Pontin, Gunnar Hornig

Parker (Astrophys?J 174:499, 1972) put forward a hypothesis regarding the fundamental nature of equilibrium magnetic fields in astrophysical plasmas. He proposed that if an equilibrium magnetic field is subjected to an arbitrary, small perturbation, then—under ideal plasma dynamics—the resulting magnetic field will in general not relax towards a smooth equilibrium, but rather, towards a state containing tangential magnetic field discontinuities. Even at astrophysical plasma parameters, as the singular state is approached dissipation must eventually become important, leading to the onset of rapid magnetic reconnection and energy dissipation. This topological dissipation mechanism remains a matter of debate, and is a key ingredient in the nanoflare model for coronal heating. We review the various theoretical and computational approaches that have sought to prove or disprove Parker’s hypothesis. We describe the hypothesis in the context of coronal heating, and discuss different approaches that have been taken to investigating whether braiding of magnetic field lines is responsible for maintaining the observed coronal temperatures. We discuss the many advances that have been made, and highlight outstanding open questions.

帕克(12,54 ?[J](174:499, 1972)提出了关于天体物理等离子体中平衡磁场基本性质的假设。他提出,如果平衡磁场受到任意的小扰动,那么在理想等离子体动力学下,产生的磁场通常不会松弛到平滑的平衡状态,而是趋向于包含切向磁场不连续的状态。即使在天体物理等离子体参数下,随着奇异态的接近,耗散最终也必须变得重要,导致快速磁重联和能量耗散的开始。这种拓扑耗散机制仍然是一个有争议的问题,并且是纳米耀斑日冕加热模型的关键成分。我们回顾了各种理论和计算方法,试图证明或反驳帕克的假设。我们在日冕加热的背景下描述了这一假设,并讨论了用于研究磁力线编织是否负责维持观测到的日冕温度的不同方法。我们讨论了已经取得的许多进展,并强调了悬而未决的问题。
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引用次数: 1
Dynamo models of the solar cycle 太阳周期的发电机模型
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2020-06-17 DOI: 10.1007/s41116-020-00025-6
Paul Charbonneau

This paper reviews recent advances and current debates in modeling the solar cycle as a hydromagnetic dynamo process. Emphasis is placed on (relatively) simple dynamo models that are nonetheless detailed enough to be comparable to solar cycle observations. After a brief overview of the dynamo problem and of key observational constraints, I begin by reviewing the various magnetic field regeneration mechanisms that have been proposed in the solar context. I move on to a presentation and critical discussion of extant solar cycle models based on these mechanisms, followed by a discussion of recent magnetohydrodynamical simulations of solar convection generating solar-like large-scale magnetic cycles. I then turn to the origin and consequences of fluctuations in these models and simulations, including amplitude and parity modulation, chaotic behavior, and intermittency. The paper concludes with a discussion of our current state of ignorance regarding various key questions relating to the explanatory framework offered by dynamo models of the solar cycle.

本文综述了将太阳周期模拟为一个磁发电机过程的最新进展和目前的争论。重点放在(相对)简单的发电机模型上,尽管如此,这些模型足够详细,可以与太阳周期观测相媲美。在简要概述了发电机问题和关键观测约束之后,我首先回顾了在太阳背景下提出的各种磁场再生机制。接下来,我将对基于这些机制的现有太阳周期模型进行介绍和批判性讨论,然后讨论最近对产生类似太阳的大规模磁周期的太阳对流的磁流体动力学模拟。然后,我转向这些模型和模拟中波动的起源和后果,包括幅度和宇称调制,混沌行为和间歇性。本文最后讨论了我们目前对与发电机模型提供的太阳周期解释框架有关的各种关键问题的无知状态。
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引用次数: 129
Solar cycle prediction 太阳周期预测
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2020-03-23 DOI: 10.1007/s41116-020-0022-z
Kristóf Petrovay

A review of solar cycle prediction methods and their performance is given, including early forecasts for Cycle?25. The review focuses on those aspects of the solar cycle prediction problem that have a bearing on dynamo theory. The scope of the review is further restricted to the issue of predicting the amplitude (and optionally the epoch) of an upcoming solar maximum no later than right after the start of the given cycle. Prediction methods form three main groups. Precursor methods rely on the value of some measure of solar activity or magnetism at a specified time to predict the amplitude of the following solar maximum. The choice of a good precursor often implies considerable physical insight: indeed, it has become increasingly clear that the transition from purely empirical precursors to model-based methods is continuous. Model-based approaches can be further divided into two groups: predictions based on surface flux transport models and on consistent dynamo models. The implicit assumption of precursor methods is that each numbered solar cycle is a consistent unit in itself, while solar activity seems to consist of a series of much less tightly intercorrelated individual cycles. Extrapolation methods, in contrast, are based on the premise that the physical process giving rise to the sunspot number record is statistically homogeneous, i.e., the mathematical regularities underlying its variations are the same at any point of time, and therefore it lends itself to analysis and forecasting by time series methods. In their overall performance during the course of the last few solar cycles, precursor methods have clearly been superior to extrapolation methods. One method that has yielded predictions consistently in the right range during the past few solar cycles is the polar field precursor. Nevertheless, some extrapolation methods may still be worth further study. Model based forecasts are quickly coming into their own, and, despite not having a long proven record, their predictions are received with increasing confidence by the community.

综述了太阳周期预测方法及其性能,包括太阳周期25的早期预报。本文对太阳周期预测问题中与发电机理论有关的几个方面进行了综述。审查的范围进一步局限于预测不迟于给定周期开始后即将到来的太阳极大期的振幅(以及可选的历元)的问题。预测方法主要分为三类。前兆方法依靠某一特定时间太阳活动或磁力的测量值来预测下一次太阳活动极大期的振幅。选择一个好的前体通常意味着相当的物理洞察力:事实上,从纯粹的经验前体到基于模型的方法的过渡是连续的,这一点越来越清楚。基于模型的方法可进一步分为两类:基于地表通量输运模型的预测和基于一致发电机模型的预测。先兆方法隐含的假设是,每一个编号的太阳周期本身是一个一致的单位,而太阳活动似乎由一系列相互关联不那么紧密的单个周期组成。相比之下,外推方法的前提是产生太阳黑子数记录的物理过程在统计上是均匀的,即其变化的数学规律在任何时间点都是相同的,因此它适合于用时间序列方法进行分析和预测。在最近几个太阳活动周期的总体表现中,前体方法明显优于外推方法。在过去的几个太阳活动周期中,有一种预测结果始终在正确范围内的方法是极地磁场前体。尽管如此,一些外推方法仍值得进一步研究。基于模型的预测正在迅速发挥作用,尽管没有长期证明的记录,但它们的预测越来越被社区所接受。
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引用次数: 102
Flare-productive active regions 耀斑产生活跃区域
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2019-05-21 DOI: 10.1007/s41116-019-0019-7
Shin Toriumi, Haimin Wang

Strong solar flares and coronal mass ejections, here defined not only as the bursts of electromagnetic radiation but as the entire process in which magnetic energy is released through magnetic reconnection and plasma instability, emanate from active regions (ARs) in which high magnetic non-potentiality resides in a wide variety of forms. This review focuses on the formation and evolution of flare-productive ARs from both observational and theoretical points of view. Starting from a general introduction of the genesis of ARs and solar flares, we give an overview of the key observational features during the long-term evolution in the pre-flare state, the rapid changes in the magnetic field associated with the flare occurrence, and the physical mechanisms behind these phenomena. Our picture of flare-productive ARs is summarized as follows: subject to the turbulent convection, the rising magnetic flux in the interior deforms into a complex structure and gains high non-potentiality; as the flux appears on the surface, an AR with large free magnetic energy and helicity is built, which is represented by (delta )-sunspots, sheared polarity inversion lines, magnetic flux ropes, etc; the flare occurs when sufficient magnetic energy has accumulated, and the drastic coronal evolution affects magnetic fields even in the photosphere. We show that the improvement of observational instruments and modeling capabilities has significantly advanced our understanding in the last decades. Finally, we discuss the outstanding issues and future perspective and further broaden our scope to the possible applications of our knowledge to space-weather forecasting, extreme events in history, and corresponding stellar activities.

强烈的太阳耀斑和日冕物质抛射,在这里不仅被定义为电磁辐射的爆发,而且被定义为通过磁重联和等离子体不稳定释放磁能的整个过程,这些活动区域(ARs)以各种各样的形式存在着高磁非电位。本文从观测和理论两方面对产生耀斑的氩离子的形成和演化进行了综述。本文从简要介绍ARs和太阳耀斑的成因入手,综述了耀斑前期长期演化过程中的主要观测特征、与耀斑发生相关的磁场快速变化,以及这些现象背后的物理机制。我们对产生耀斑的氩弧焊的图像进行了总结:在湍流对流的作用下,内部上升的磁通量变形成复杂的结构并获得高的非势态;当磁通量出现在表面时,构建了一个自由磁能大、螺旋度大的磁场,其表示为(delta ) -太阳黑子、剪切极性反转线、磁通量绳等;耀斑发生在足够的磁能积累时,剧烈的日冕演化甚至会影响光球层的磁场。我们表明,在过去的几十年里,观测仪器和建模能力的改进大大提高了我们的认识。最后,我们讨论了突出的问题和未来的展望,并进一步扩大了我们的知识在空间天气预报、历史极端事件和相应的恒星活动方面的可能应用范围。
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引用次数: 138
Solar prominences: theory and models 太阳日珥:理论和模型
IF 20.9 1区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Pub Date : 2018-10-22 DOI: 10.1007/s41116-018-0016-2
Sarah E. Gibson

Magnetic fields suspend the relatively cool material of solar prominences in an otherwise hot corona. A comprehensive understanding of solar prominences ultimately requires complex and dynamic models, constrained and validated by observations spanning the solar atmosphere. We obtain the core of this understanding from observations that give us information about the structure of the “magnetic skeleton” that supports and surrounds the prominence. Energetically-sophisticated magnetohydrodynamic simulations then add flesh and blood to the skeleton, demonstrating how a thermally varying plasma may pulse through to form the prominence, and how the plasma and magnetic fields dynamically interact.

磁场将相对较冷的日珥物质悬浮在热的日冕中。对太阳日珥的全面了解最终需要复杂的动态模型,这些模型受到跨越太阳大气层的观测的约束和验证。我们从观测中获得了这种理解的核心,这些观测给了我们关于支撑和包围日珥的“磁骨架”结构的信息。然后,能量复杂的磁流体动力学模拟将血肉添加到骨架上,展示了热变化的等离子体如何通过脉冲形成日珥,以及等离子体和磁场如何动态相互作用。
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引用次数: 70
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