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Nordic Seas Heat Loss, Atlantic Inflow, and Arctic Sea Ice Cover Over the Last Century 上个世纪北欧海热损失、大西洋流入和北极海冰覆盖
IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-12-09 DOI: 10.1029/2020RG000725
Lars H. Smedsrud, Morven Muilwijk, Ailin Brakstad, Erica Madonna, Siv K. Lauvset, Clemens Spensberger, Andreas Born, Tor Eldevik, Helge Drange, Emil Jeansson, Camille Li, Are Olsen, ?ystein Skagseth, Donald A. Slater, Fiamma Straneo, Kjetil V?ge, Marius ?rthun

Poleward ocean heat transport is a key process in the earth system. We detail and review the northward Atlantic Water (AW) flow, Arctic Ocean heat transport, and heat loss to the atmosphere since 1900 in relation to sea ice cover. Our synthesis is largely based on a sea ice-ocean model forced by a reanalysis atmosphere (1900–2018) corroborated by a comprehensive hydrographic database (1950–), AW inflow observations (1996–), and other long-term time series of sea ice extent (1900–), glacier retreat (1984–), and Barents Sea hydrography (1900–). The Arctic Ocean, including the Nordic and Barents Seas, has warmed since the 1970s. This warming is congruent with increased ocean heat transport and sea ice loss and has contributed to the retreat of marine-terminating glaciers on Greenland. Heat loss to the atmosphere is largest in the Nordic Seas (60% of total) with large variability linked to the frequency of Cold Air Outbreaks and cyclones in the region, but there is no long-term statistically significant trend. Heat loss from the Barents Sea (∼30%) and Arctic seas farther north (∼10%) is overall smaller, but exhibit large positive trends. The AW inflow, total heat loss to the atmosphere, and dense outflow have all increased since 1900. These are consistently related through theoretical scaling, but the AW inflow increase is also wind-driven. The Arctic Ocean CO2 uptake has increased by ∼30% over the last century—consistent with Arctic sea ice loss allowing stronger air-sea interaction and is ∼8% of the global uptake.

海洋向极地热输送是地球系统的一个关键过程。我们详细回顾了自1900年以来与海冰覆盖有关的北大西洋水(AW)流、北冰洋热输送和大气热损失。我们的综合主要基于由再分析大气(1900 - 2018)强迫的海冰-海洋模式,并得到综合水文数据库(1950 -)、AW入流观测(1996 -)以及其他海冰范围(1900 -)、冰川退缩(1984 -)和巴伦支海水文(1900 -)的长期时间序列的证实。北冰洋,包括北欧海和巴伦支海,自20世纪70年代以来一直在变暖。这种变暖与海洋热输送增加和海冰损失一致,并导致了格陵兰岛海洋冰川的退缩。北欧海的大气热损失最大(占总量的60%),与该地区冷空气爆发和气旋的频率有关,但没有长期统计上显著的趋势。巴伦支海(约30%)和更北的北冰洋(约10%)的热损失总体上较小,但呈现出较大的正趋势。自1900年以来,AW流入、大气总热损失和密集流出均有所增加。通过理论标度,这些都是一致相关的,但AW流入的增加也是由风驱动的。在过去的一个世纪里,北冰洋的二氧化碳吸收量增加了~ 30%,这与北极海冰的减少相一致,从而导致了更强的海气相互作用,占全球吸收量的~ 8%。
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引用次数: 27
Polar Vortices in Planetary Atmospheres 行星大气中的极地涡旋
IF 25.2 1区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2021-12-01 DOI: 10.1029/2020RG000723
Dann M. Mitchell, Richard K. Scott, William J. M. Seviour, Stephen I. Thomson, Darryn W. Waugh, Nicholas A. Teanby, Emily R. Ball

Among the great diversity of atmospheric circulation patterns observed throughout the solar system, polar vortices stand out as a nearly ubiquitous planetary-scale phenomenon. In recent years, there have been significant advances in the observation of planetary polar vortices, culminating in the fascinating discovery of Jupiter's polar vortex clusters during the Juno mission. Alongside these observational advances has been a major effort to understand polar vortex dynamics using theory, idealized and comprehensive numerical models, and laboratory experiments. Here, we review our current knowledge of planetary polar vortices, highlighting both the diversity of their structures, as well as fundamental dynamical similarities. We propose a new convention of vortex classification, which adequately captures all those observed in our solar system, and demonstrates the key role of polar vortices in the global circulation, transport, and climate of all planets. We discuss where knowledge gaps remain, and the observational, experimental, and theoretical advances needed to address them. In particular, as the diversity of both solar system and exoplanetary data increases exponentially, there is now a unique opportunity to unify our understanding of polar vortices under a single dynamical framework.

在整个太阳系观测到的大气环流模式的多样性中,极地涡旋作为一种几乎无处不在的行星尺度现象而脱颖而出。近年来,在观测行星极涡方面取得了重大进展,最终在朱诺号任务期间发现了木星极涡群。除了这些观测方面的进展之外,人们还在利用理论、理想化和综合数值模型以及实验室实验来理解极地涡旋动力学方面做出了重大努力。在这里,我们回顾了我们目前对行星极地涡旋的了解,强调了它们结构的多样性,以及基本的动力学相似性。我们提出了一种新的涡旋分类方法,该方法充分捕获了我们太阳系中观测到的所有涡旋,并证明了极地涡旋在全球环流、运输和所有行星气候中的关键作用。我们讨论了知识差距仍然存在的地方,以及解决这些差距所需的观察、实验和理论进展。特别是,随着太阳系和系外行星数据的多样性呈指数级增长,现在有一个独特的机会将我们对极地涡旋的理解统一在一个单一的动力学框架下。
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引用次数: 4
Amazon Hydrology From Space: Scientific Advances and Future Challenges 来自太空的亚马逊水文学:科学进步和未来挑战
IF 25.2 1区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2021-10-12 DOI: 10.1002/essoar.10506527.1
A. Fassoni-Andrade, A. Fleischmann, F. Papa, R. Paiva, Sly C. Wongchuig, J. Melack, Adriana Aparecida Moreira, A. Paris, A. Ruhoff, C. Barbosa, D. Maciel, E. Novo, F. Durand, F. Frappart, F. Aires, G. Abrahão, Jefferson Ferreira-Ferreira, J. Espinoza, L. Laipelt, M. H. Costa, R. Espinoza-Villar, S. Calmant, V. Pellet
As the largest river basin on Earth, the Amazon is of major importance to the world's climate and water resources. Over the past decades, advances in satellite‐based remote sensing (RS) have brought our understanding of its terrestrial water cycle and the associated hydrological processes to a new era. Here, we review major studies and the various techniques using satellite RS in the Amazon. We show how RS played a major role in supporting new research and key findings regarding the Amazon water cycle, and how the region became a laboratory for groundbreaking investigations of new satellite retrievals and analyses. At the basin‐scale, the understanding of several hydrological processes was only possible with the advent of RS observations, such as the characterization of "rainfall hotspots" in the Andes‐Amazon transition, evapotranspiration rates, and variations of surface waters and groundwater storage. These results strongly contribute to the recent advances of hydrological models and to our new understanding of the Amazon water budget and aquatic environments. In the context of upcoming hydrology‐oriented satellite missions, which will offer the opportunity for new synergies and new observations with finer space‐time resolution, this review aims to guide future research agenda toward integrated monitoring and understanding of the Amazon water from space. Integrated multidisciplinary studies, fostered by international collaborations, set up future directions to tackle the great challenges the Amazon is currently facing, from climate change to increased anthropogenic pressure.
作为地球上最大的河流流域,亚马逊河对世界气候和水资源具有重要意义。在过去的几十年里,卫星遥感(RS)的进步将我们对其陆地水循环和相关水文过程的认识带入了一个新时代。在这里,我们回顾了主要的研究和在亚马逊地区使用卫星遥感的各种技术。我们展示了RS如何在支持有关亚马逊水循环的新研究和关键发现方面发挥了重要作用,以及该地区如何成为对新卫星检索和分析进行开创性调查的实验室。在流域尺度上,只有随着RS观测的出现,才有可能理解几个水文过程,例如安第斯山脉—亚马逊河流域过渡时期“降雨热点”的特征、蒸散速率、地表水和地下水储量的变化。这些结果有力地促进了水文模型的最新进展和我们对亚马逊水收支和水生环境的新理解。在即将到来的以水文为导向的卫星任务的背景下,这将为新的协同作用和更精细的时空分辨率的新观测提供机会,本综述旨在指导未来的研究议程,从空间上对亚马逊水进行综合监测和了解。在国际合作的推动下,综合多学科研究确立了未来的方向,以应对亚马逊目前面临的巨大挑战,从气候变化到人为压力的增加。
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引用次数: 37
Amazon Hydrology From Space: Scientific Advances and Future Challenges 来自太空的亚马逊水文学:科学进步和未来挑战
IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-10-12 DOI: 10.1029/2020RG000728
Alice César Fassoni-Andrade, Ayan Santos Fleischmann, Fabrice Papa, Rodrigo Cauduro Dias de Paiva, Sly Wongchuig, John M. Melack, Adriana Aparecida Moreira, Adrien Paris, Anderson Ruhoff, Claudio Barbosa, Daniel Andrade Maciel, Evlyn Novo, Fabien Durand, Frédéric Frappart, Filipe Aires, Gabriel Medeiros Abrah?o, Jefferson Ferreira-Ferreira, Jhan Carlo Espinoza, Leonardo Laipelt, Marcos Heil Costa, Raul Espinoza-Villar, Stéphane Calmant, Victor Pellet

As the largest river basin on Earth, the Amazon is of major importance to the world's climate and water resources. Over the past decades, advances in satellite-based remote sensing (RS) have brought our understanding of its terrestrial water cycle and the associated hydrological processes to a new era. Here, we review major studies and the various techniques using satellite RS in the Amazon. We show how RS played a major role in supporting new research and key findings regarding the Amazon water cycle, and how the region became a laboratory for groundbreaking investigations of new satellite retrievals and analyses. At the basin-scale, the understanding of several hydrological processes was only possible with the advent of RS observations, such as the characterization of "rainfall hotspots" in the Andes-Amazon transition, evapotranspiration rates, and variations of surface waters and groundwater storage. These results strongly contribute to the recent advances of hydrological models and to our new understanding of the Amazon water budget and aquatic environments. In the context of upcoming hydrology-oriented satellite missions, which will offer the opportunity for new synergies and new observations with finer space-time resolution, this review aims to guide future research agenda toward integrated monitoring and understanding of the Amazon water from space. Integrated multidisciplinary studies, fostered by international collaborations, set up future directions to tackle the great challenges the Amazon is currently facing, from climate change to increased anthropogenic pressure.

作为地球上最大的河流流域,亚马逊河对世界气候和水资源具有重要意义。在过去的几十年里,卫星遥感(RS)的进步将我们对其陆地水循环和相关水文过程的认识带入了一个新时代。在这里,我们回顾了主要的研究和在亚马逊地区使用卫星遥感的各种技术。我们展示了RS如何在支持有关亚马逊水循环的新研究和关键发现方面发挥了重要作用,以及该地区如何成为对新卫星检索和分析进行开创性调查的实验室。在流域尺度上,只有随着RS观测的出现,才有可能了解几个水文过程,例如安第斯-亚马逊过渡时期“降雨热点”的特征、蒸散速率以及地表水和地下水储量的变化。这些结果有力地促进了水文模型的最新进展和我们对亚马逊水收支和水生环境的新理解。在即将到来的以水文为导向的卫星任务的背景下,这将为新的协同作用和更精细的时空分辨率的新观测提供机会,本综述旨在指导未来的研究议程,从空间上对亚马逊水进行综合监测和理解。在国际合作的推动下,综合多学科研究确立了未来的方向,以应对亚马逊目前面临的巨大挑战,从气候变化到人为压力的增加。
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引用次数: 0
Late Quaternary Abrupt Climate Change in the Tropics and Sub-Tropics: The Continental Signal of Tropical Hydroclimatic Events (THEs) 热带和亚热带晚第四纪气候突变:热带水文气候事件的大陆信号
IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-10-04 DOI: 10.1029/2020RG000732
Raymond S. Bradley, Henry F. Diaz

Tropical hydroclimatic events, characterized by extreme regional rainfall anomalies, were a recurrent feature of marine isotope stages 2–4 and involved some of the most abrupt and dramatic climatic changes in the late Quaternary. These anomalies were pervasive throughout the tropics and resulted from the southward displacement of the Hadley circulation and the Intertropical Convergence Zone (ITCZ) and its associated convective rainfall, modulated by regional factors. Lake sediments, stalagmites, and offshore marine sediments that integrate inland continental conditions provide a comprehensive record of these changes over the past ∼70,000 yr. Vast areas experienced severe drought while other areas recorded greatly increased rainfall. Within the uncertainties of dating, these tropical rainfall anomalies occurred very close in time (±102–103 yr) to the deposition of North Atlantic ice-rafted debris (IRD) that defines Heinrich events (HEs). The IRD record is a good proxy for the amount and distribution of additional freshwater forcing which was necessary to bring about a drastic reduction in the Atlantic Meridional Overturning Circulation (AMOC) strength during each HE. As a consequence of this reduction in AMOC and an abrupt expansion in the area of sea-ice, cooling of the North Atlantic and adjacent continents took place, with a rapid atmospheric response involving the southward displacement of the ITCZ and associated rainfall belts. The climatic consequences of this large-scale change in the Hadley circulation, modulated by regional factors, is clearly recorded throughout the tropics as a series of abrupt and extreme hydroclimatic events. Some of the physical mechanisms that may have played a role in those changes are discussed.

以极端区域降水异常为特征的热带水文气候事件是海洋同位素阶段2-4的一个反复出现的特征,涉及晚第四纪一些最突然和最剧烈的气候变化。这些异常在整个热带地区普遍存在,是由哈德利环流和热带辐合带(ITCZ)的南移及其相关的对流降雨引起的,并受到区域因子的调节。湖泊沉积物、石笋和近海海洋沉积物整合了内陆大陆条件,为过去~ 7万年的这些变化提供了全面的记录。大片地区经历了严重的干旱,而其他地区则记录了降雨量的大幅增加。在测年的不确定性范围内,这些热带降雨异常在时间上(±102-103年)与北大西洋冰筏碎片(IRD)沉积非常接近,后者定义了海因里希事件(HEs)。IRD记录很好地代表了额外淡水强迫的数量和分布,而额外淡水强迫是导致每次大暖期间大西洋经向翻转环流(AMOC)强度急剧减弱所必需的。由于AMOC的减少和海冰面积的突然扩大,北大西洋和邻近大陆发生了降温,并伴随一个快速的大气响应,包括ITCZ和相关雨带向南移动。哈德利环流的这种大规模变化的气候后果,受到区域因素的调节,在整个热带地区被清楚地记录为一系列突然和极端的水文气候事件。讨论了可能在这些变化中起作用的一些物理机制。
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引用次数: 8
Origin, Accretion, and Reworking of Continents 大陆的起源、增生和改造
IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-08-03 DOI: 10.1029/2019RG000689
Rixiang Zhu, Guochun Zhao, Wenjiao Xiao, Ling Chen, Yanjie Tang

The continental crust is unique to the Earth in the solar system, and controversies remain regarding its origin, accretion and reworking of continents. The plate tectonics theory has been significantly challenged in explaining the origin of Archean (especially pre-3.0 Ga) continents as they rarely preserve hallmarks of plate tectonics. In contrast, growing evidence emerges to support oceanic plateau models that better explain characteristics of Archean continents, including the bimodal volcanics and nearly coeval emplacement of tonalite-trondjhemite-granodiorite (TTG) rocks, presence of ∼1600°C komatiites and dominant dome structures, and lack of ultra-high-pressure rocks, paired metamorphic belts and ophiolites. On the other hand, the theory of plate tectonics has been successfully applied to interpret the accretion of continents along subduction zones since the late Archean (3.0–2.5 Ga). During subduction processes, the new mafic crust is generated at the base of continents through partial melting of mantle wedge with the addition of H2O-dominant fluids from subducted oceanic slabs and partial melting of the juvenile mafic crust results in the generation of new felsic crusts. This eventually leads to the outgrowth of continents. Subduction processes also cause softening, thinning, and recycling of continental lithosphere due to the vigorous infiltration of volatile-rich fluids and melts, especially along weak belts/layers, leading to widespread continental reworking and even craton destruction. Reworking of continents also occurs in continental interiors due to either plate boundary processes or plume-lithosphere interactions. The effects of plumes have proven to be less significant and cause lower degrees of lithospheric modification than subduction-induced craton destruction.

大陆地壳在太阳系中是地球所特有的,关于大陆的起源、大陆的增生和大陆的改造,一直存在争议。板块构造理论在解释太古宙(特别是3.0 Ga以前)大陆的起源方面受到了极大的挑战,因为它们很少保留板块构造的特征。相比之下,越来越多的证据支持海洋高原模型,该模型更好地解释了太古宙大陆的特征,包括双峰火山和近同时期的闪长岩(TTG)岩石侵位,~ 1600°C的科马陨石和主要的圆顶结构的存在,以及超高压岩石、对偶变质带和蛇绿岩的缺乏。另一方面,板块构造理论成功地解释了晚太古代(3.0-2.5 Ga)以来大陆沿俯冲带的增生。在俯冲过程中,地幔楔的部分熔融和俯冲洋板中以h2o为主的流体的加入在大陆底部形成新的基性地壳,幼基性地壳的部分熔融形成新的长英质地壳。这最终导致了大陆的形成。俯冲过程还导致大陆岩石圈的软化、变薄和再循环,这是由于富含挥发物的流体和熔体的强烈渗透,特别是沿着弱带/层,导致广泛的大陆改造甚至克拉通破坏。由于板块边界作用或地幔柱-岩石圈相互作用,大陆内部也会发生大陆的改造。与俯冲引起的克拉通破坏相比,羽流的影响已被证明不那么显著,对岩石圈的改造程度也较低。
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引用次数: 28
Reanalysis in Earth System Science: Toward Terrestrial Ecosystem Reanalysis 地球系统科学中的再分析:走向陆地生态系统的再分析
IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-07-30 DOI: 10.1029/2020RG000715
R. Baatz, H. J. Hendricks Franssen, E. Euskirchen, D. Sihi, M. Dietze, S. Ciavatta, K. Fennel, H. Beck, G. De Lannoy, V. R. N. Pauwels, A. Raiho, C. Montzka, M. Williams, U. Mishra, C. Poppe, S. Zacharias, A. Lausch, L. Samaniego, K. Van Looy, H. Bogena, M. Adamescu, M. Mirtl, A. Fox, K. Goergen, B. S. Naz, Y. Zeng, H. Vereecken

A reanalysis is a physically consistent set of optimally merged simulated model states and historical observational data, using data assimilation. High computational costs for modeled processes and assimilation algorithms has led to Earth system specific reanalysis products for the atmosphere, the ocean and the land separately. Recent developments include the advanced uncertainty quantification and the generation of biogeochemical reanalysis for land and ocean. Here, we review atmospheric and oceanic reanalyzes, and more in detail biogeochemical ocean and terrestrial reanalyzes. In particular, we identify land surface, hydrologic and carbon cycle reanalyzes which are nowadays produced in targeted projects for very specific purposes. Although a future joint reanalysis of land surface, hydrologic, and carbon processes represents an analysis of important ecosystem variables, biotic ecosystem variables are assimilated only to a very limited extent. Continuous data sets of ecosystem variables are needed to explore biotic-abiotic interactions and the response of ecosystems to global change. Based on the review of existing achievements, we identify five major steps required to develop terrestrial ecosystem reanalysis to deliver continuous data streams on ecosystem dynamics.

再分析是一组物理上一致的最佳合并模拟模式状态和历史观测数据,使用数据同化。模拟过程和同化算法的高计算成本导致了分别针对大气、海洋和陆地的地球系统特定再分析产品。最近的发展包括先进的不确定度量化和陆地和海洋生物地球化学再分析的产生。本文综述了大气和海洋再分析,以及海洋和陆地生物地球化学再分析。特别是,我们确定了陆地表面,水文和碳循环重新分析,这些分析现在在非常具体的目的的目标项目中产生。虽然未来对陆地表面、水文和碳过程的联合再分析代表了对重要生态系统变量的分析,但生物生态系统变量仅在非常有限的程度上被同化。为了探索生物-非生物相互作用和生态系统对全球变化的响应,需要连续的生态系统变量数据集。在回顾现有成果的基础上,我们确定了发展陆地生态系统再分析以提供持续的生态系统动态数据流所需的五个主要步骤。
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引用次数: 13
Structures and Deformation in Glaciers and Ice Sheets 冰川和冰原的结构和变形
IF 25.2 1区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2021-07-27 DOI: 10.1029/2021RG000743
Stephen J. A. Jennings, Michael J. Hambrey

The aims of this review are to: (a) describe and interpret structures in valley glaciers in relation to strain history; and (b) to explore how these structures inform our understanding of the kinematics of large ice masses, and a wide range of other aspects of glaciology. Structures in glaciers give insight as to how ice deforms at the macroscopic and larger scale. Structures also provide information concerning the deformation history of ice masses over centuries and millennia. From a geological perspective, glaciers can be considered to be models of rock deformation, but with rates of change that are measurable on a human time-scale. However, structural assemblages in glaciers are commonly complex, and unraveling them to determine the deformation history is challenging; it thus requires the approach of the structural geologist. A wide range of structures are present in valley glaciers: (a) primary structures include sedimentary stratification and various veins; (b) secondary structures that are the result of brittle and ductile deformation include crevasses, faults, crevasse traces, foliation, folds, and boudinage structures. Some of these structures, notably crevasses, relate well to measured strain-rates, but to explain ductile structures analysis of cumulative strain is required. Some structures occur in all glaciers irrespective of size, and they are therefore recognizable in ice streams and ice shelves. Structural approaches have wide (but as yet under-developed potential) application to other sub-disciplines of glaciology, notably glacier hydrology, debris entrainment and transfer, landform development, microbiological investigations, and in the interpretation of glacier-like features on Mars.

本综述的目的是:(a)描述和解释与应变历史有关的山谷冰川结构;(b)探索这些结构如何告知我们对大冰块运动学的理解,以及冰川学的其他广泛方面。冰川的结构提供了关于冰如何在宏观和更大尺度上变形的见解。这些结构也提供了关于几个世纪和几千年来冰块变形历史的信息。从地质学的角度来看,冰川可以被认为是岩石变形的模型,但其变化率在人类的时间尺度上是可以测量的。然而,冰川中的结构组合通常是复杂的,解开它们以确定变形历史是具有挑战性的;因此,它需要构造地质学家的方法。峡谷冰川的构造种类繁多:(A)原生构造包括沉积分层和各种脉体;(b)次生构造是脆性和韧性变形的结果,包括裂缝、断层、裂缝痕迹、片理、褶皱和边界构造。其中一些结构,特别是裂缝,与测量的应变率有很好的关系,但为了解释延性结构,需要对累积应变进行分析。有些结构不论大小大小,都存在于所有冰川中,因此在冰流和冰架中都能辨认出来。结构方法在冰川学的其他分支学科中有广泛的应用(但潜力尚未开发),特别是冰川水文学、碎片夹带和转移、地貌发育、微生物研究以及对火星冰川样特征的解释。
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引用次数: 28
Deep Learning for Geophysics: Current and Future Trends 地球物理学的深度学习:当前和未来趋势
IF 25.2 1区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2021-06-03 DOI: 10.1029/2021RG000742
Siwei Yu, Jianwei Ma

Recently deep learning (DL), as a new data-driven technique compared to conventional approaches, has attracted increasing attention in geophysical community, resulting in many opportunities and challenges. DL was proven to have the potential to predict complex system states accurately and relieve the “curse of dimensionality” in large temporal and spatial geophysical applications. We address the basic concepts, state-of-the-art literature, and future trends by reviewing DL approaches in various geosciences scenarios. Exploration geophysics, earthquakes, and remote sensing are the main focuses. More applications, including Earth structure, water resources, atmospheric science, and space science, are also reviewed. Additionally, the difficulties of applying DL in the geophysical community are discussed. The trends of DL in geophysics in recent years are analyzed. Several promising directions are provided for future research involving DL in geophysics, such as unsupervised learning, transfer learning, multimodal DL, federated learning, uncertainty estimation, and active learning. A coding tutorial and a summary of tips for rapidly exploring DL are presented for beginners and interested readers of geophysics.

近年来,深度学习作为一种新的数据驱动技术,越来越受到地球物理学界的关注,同时也带来了许多机遇和挑战。深度学习被证明具有准确预测复杂系统状态的潜力,并缓解了大时空地球物理应用中的“维度诅咒”。我们通过回顾各种地球科学场景下的深度学习方法来解决基本概念、最新文献和未来趋势。勘探、地球物理、地震和遥感是主要的重点。更多的应用,包括地球结构,水资源,大气科学和空间科学也进行了综述。此外,还讨论了在地球物理领域应用DL的困难。分析了近年来地球物理中深度学习的发展趋势。提出了未来地球物理学中涉及深度学习的研究方向,如无监督学习、迁移学习、多模态深度学习、联邦学习、不确定性估计和主动学习。编码教程和快速探索DL提示的总结是为初学者和地球物理学感兴趣的读者提出的。
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引用次数: 113
Impacts of Ionospheric Ions on Magnetic Reconnection and Earth's Magnetosphere Dynamics 电离层离子对磁重联和地球磁层动力学的影响
IF 25.2 1区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2021-06-03 DOI: 10.1029/2020RG000707
S. Toledo-Redondo, M. André, N. Aunai, C. R. Chappell, J. Dargent, S. A. Fuselier, A. Glocer, D. B. Graham, S. Haaland, M. Hesse, L. M. Kistler, B. Lavraud, W. Li, T. E. Moore, P. Tenfjord, S. K. Vines

Ionospheric ions (mainly H+, He+, and O+) escape from the ionosphere and populate the Earth's magnetosphere. Their thermal energies are usually low when they first escape the ionosphere, typically a few electron volt to tens of electron volt, but they are energized in their journey through the magnetosphere. The ionospheric population is variable, and it makes significant contributions to the magnetospheric mass density in key regions where magnetic reconnection is at work. Solar wind—magnetosphere coupling occurs primarily via magnetic reconnection, a key plasma process that enables transfer of mass and energy into the near-Earth space environment. Reconnection leads to the triggering of magnetospheric storms, auroras, energetic particle precipitation and a host of other magnetospheric phenomena. Several works in the last decades have attempted to statistically quantify the amount of ionospheric plasma supplied to the magnetosphere, including the two key regions where magnetic reconnection occurs: the dayside magnetopause and the magnetotail. Recent in situ observations by the Magnetospheric Multiscale spacecraft and associated modeling have advanced our current understanding of how ionospheric ions alter the magnetic reconnection process, including its onset and efficiency. This article compiles the current understanding of the ionospheric plasma supply to the magnetosphere. It reviews both the quantification of these sources and their effects on the process of magnetic reconnection. It also provides a global description of how the ionospheric ion contribution modifies the way the solar wind couples to the Earth's magnetosphere and how these ions modify the global dynamics of the near-Earth space environment.

电离层离子(主要是H+、He+和O+)从电离层逸出,分布在地球的磁层中。当它们第一次逃离电离层时,它们的热能通常很低,通常只有几个电子伏特到几十个电子伏特,但它们在穿过磁层的过程中充满了能量。电离层人口是可变的,它对磁重联发生的关键区域的磁层质量密度有重要贡献。太阳风-磁层耦合主要通过磁重联发生,这是一个关键的等离子体过程,可以将质量和能量转移到近地空间环境中。重联导致触发磁层风暴、极光、高能粒子降水和许多其他磁层现象。在过去的几十年里,有几项工作试图统计量化提供给磁层的电离层等离子体的数量,包括发生磁重联的两个关键区域:日侧磁层顶和磁尾。最近由磁层多尺度航天器进行的原位观测和相关的建模提高了我们目前对电离层离子如何改变磁重联过程的理解,包括它的开始和效率。本文汇编了目前对电离层等离子体向磁层供应的认识。综述了这些源的量化及其对磁重联过程的影响。它还提供了电离层离子贡献如何改变太阳风与地球磁层耦合方式的全局描述,以及这些离子如何改变近地空间环境的全局动态。
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引用次数: 23
期刊
Reviews of Geophysics
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