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Recent Advances in Machine Learning-Enhanced Joint Inversion of Seismic and Electromagnetic Data 机器学习增强型地震和电磁数据联合反演的最新进展
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-21 DOI: 10.1007/s10712-024-09867-3
Jixiao Ma, Yangfan Deng, Xin Li, Rui Guo, Hongyu Zhou, Maokun Li

Seismic and electromagnetic (EM) imaging are essential tools for characterizing velocity and conductivity. However, the separate inversion of seismic and EM data is challenging due to the noisy measurements, inadequate data collection, and reliance on prior information, consequently resulting in uncertainty and ambiguity of the solutions. Moreover, the two methods are different in sensitivity and spatial resolution, making it difficult to discover consistencies in the inverted models. Joint inversion of seismic and EM data takes advantage of both methods and significantly improves the imaging capability of subsurface structures. In this paper, we review various coupling strategies for the joint inversion of seismic and EM data and highlight the application advances from 1-D to 3-D inversion. Specifically, we investigate the integration of machine learning techniques to tackle ill-posed inverse problems and showcase their effectiveness in coupling. Following this, we construct a deep-learning-based joint inversion workflow and provide a synthetic test to demonstrate its superiority by applying an attention mechanism, which enhances the model’s capability to focus on specific features within the data. This study proves the potential of integrating artificial intelligence into joint inversion and understanding the deep Earth interior by incorporating multiple geophysical data.

地震和电磁(EM)成像是描述速度和传导性的重要工具。然而,由于噪声测量、数据收集不足以及对先验信息的依赖,地震数据和电磁数据的单独反演具有挑战性,从而导致解的不确定性和模糊性。此外,这两种方法的灵敏度和空间分辨率不同,很难发现反演模型的一致性。地震数据和电磁数据的联合反演利用了两种方法的优势,大大提高了地下结构的成像能力。本文回顾了地震数据和电磁数据联合反演的各种耦合策略,并重点介绍了从一维反演到三维反演的应用进展。具体而言,我们研究了机器学习技术的整合,以解决求解困难的反演问题,并展示了其在耦合中的有效性。随后,我们构建了基于深度学习的联合反演工作流程,并提供了一个合成测试,通过应用注意力机制来证明其优越性,该机制增强了模型关注数据中特定特征的能力。这项研究证明了将人工智能整合到联合反演中的潜力,并通过整合多种地球物理数据来理解地球深部内部。
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引用次数: 0
Extreme Events Contributing to Tipping Elements and Tipping Points 导致临界要素和临界点的极端事件
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-16 DOI: 10.1007/s10712-024-09863-7
A. Romanou, G. C. Hegerl, S. I. Seneviratne, B. Abis, A. Bastos, A. Conversi, A. Landolfi, H. Kim, P. E. Lerner, J. Mekus, B. L. Otto-Bliesner, F. S. R. Pausata, I. Pinto, L. Suarez-Guiterrez

This review article provides a synthesis and perspective on how weather and climate extreme events can play a role in influencing tipping elements and triggering tipping points in the Earth System. An example of a potential critical global tipping point, induced by climate extremes in an increasingly warmer climate, is Amazon rainforest dieback that could be driven by regional increases in droughts and exacerbated by fires, in addition to deforestation. A tipping element associated with the boreal forest might also be vulnerable to heat, drought and fire. An oceanic example is the potential collapse of the Atlantic meridional overturning circulation due to extreme variability in freshwater inputs, while marine heatwaves and high acidity extremes can lead to coral reef collapse. Extreme heat events may furthermore play an important role in ice sheet, glacier and permafrost stability. Regional severe extreme events could also lead to tipping in ecosystems, as well as in human systems, in response to climate drivers. However, substantial scientific uncertainty remains on mechanistic links between extreme events and tipping points. Earth observations are of high relevance to evaluate and constrain those links between extreme events and tipping elements, by determining conditions leading to delayed recovery with a potential for tipping in the atmosphere, on land, in vegetation, and in the ocean. In the subsurface ocean, there is a lack of consistent, synoptic and high frequency observations of changes in both ocean physics and biogeochemistry. This review article shows the importance of considering the interface between extreme events and tipping points, two topics usually addressed in isolation, and the need for continued monitoring to observe early warning signs and to evaluate Earth system response to extreme events as well as improving model skill in simulating extremes, compound extremes and tipping elements.

这篇综述文章综述和透视了天气和气候极端事件如何在影响地球系统的临界要素和触发临界点方面发挥作用。在气候日益变暖的情况下,极端气候事件可能会诱发一个关键的全球临界点,亚马逊雨林的衰退就是一个例子,除了森林砍伐之外,区域性干旱的增加和火灾也会加剧亚马逊雨林的衰退。与北方森林相关的一个临界点也可能易受高温、干旱和火灾的影响。海洋方面的一个例子是,由于淡水输入的极端变化,大西洋经向翻转环流可能崩溃,而海洋热浪和高酸度极端事件可能导致珊瑚礁崩溃。极端热事件还可能在冰盖、冰川和永久冻土的稳定性方面发挥重要作用。区域性严重极端事件也可能导致生态系统以及人类系统在气候驱动因素的作用下发生倾覆。然而,极端事件与临界点之间的机理联系在科学上仍存在很大的不确定性。通过确定大气、陆地、植被和海洋中导致延迟恢复并可能出现临界点的条件,地球观测对于评估和制约极端事件与临界点之间的联系具有重要意义。在次表层海洋中,缺乏对海洋物理和生物地球化学变化的一致、同步和高频观测。这篇综述文章表明,必须考虑极端事件与临界点这两个通常被孤立处理的主题之间的联系,而且需要持续监测,以观察早期预警信号,评估地球系统对极端事件的反应,以及提高模拟极端事件、复合极端事件和临界点的模型技能。
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引用次数: 0
A Multi-satellite Perspective on “Hot Tower” Characteristics in the Equatorial Trough Zone 多卫星透视赤道槽区的 "热塔 "特征
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-06 DOI: 10.1007/s10712-024-09868-2
Juliet Pilewskie, Graeme Stephens, Hanii Takahashi, Tristan L’Ecuyer

In 1979, Herbert Riehl and Joanne Simpson (Malkus) analytically estimated that 1600–2400 undilute convective cores vertically transport energy to the tropopause at any given time within a region where upper-tropospheric energy is only exported from the tropics. The focus of this paper is to update this estimate using modern satellite observations, compare hot tower frequency and intensity characteristics to all deep convective cores that reach the upper troposphere, and document hot tower spatiotemporal variability in relation to precipitation and high cloud properties within the tropical trough zone (between 13 °S and 19 °N). Cloud vertical profiles from CloudSat and CALIPSO measurements supply convective core diameters and proxies for intensity and convective activity, and these proxies are augmented with brightness temperature data from geostationary satellite observations, precipitation information from IMERG, and cloud radiative properties from CERES. Less than 35% of all deep cores are classified as hot towers, and we estimate that 800–1700 hot towers occur at any given time over the course of a day, with the mean maximum core and hot tower frequency occurring at the time of year when peak convective intensity and precipitation occur. Convective objects that contain hot towers frequently contain multiple cores, and the largest systems with five or more distinct cores most frequently occur in regions where organized mesoscale convective systems and the highest climatological mean rain rates are known to occur. Analysis of co-located radar and infrared brightness temperatures reveals that passive observations alone are not sufficient to unambiguously distinguish hot towers using simple brightness temperature thresholds.

1979 年,Herbert Riehl 和 Joanne Simpson(Malkus)通过分析估计,在对流层上层能量仅从热带输出的区域内,任何时候都有 1600-2400 个未稀释的对流核心将能量垂直输送到对流层顶。本文的重点是利用现代卫星观测数据更新这一估计值,将热塔频率和强度特征与所有到达对流层上部的深对流核心进行比较,并记录热塔时空变化与热带槽区(南纬13°至北纬19°之间)降水和高云特性的关系。来自 CloudSat 和 CALIPSO 测量的云垂直剖面提供了对流核心直径以及强度和对流活动的代用指标,这些代用指标通过来自地球静止卫星观测的亮度温度数据、来自 IMERG 的降水信息以及来自 CERES 的云辐射特性得到了补充。不到 35% 的深层核心被归类为热塔,我们估计一天中任何时候都会出现 800-1700 个热塔,平均最大核心和热塔频率出现在一年中对流强度和降水量最高的时候。含有热塔的对流物体经常包含多个核心,而具有五个或五个以上不同核心的最大系统最常出现在已知出现有组织中尺度对流系统和最高气候学平均降雨率的地区。对共定位雷达和红外亮度温度的分析表明,仅靠被动观测不足以用简单的亮度温度阈值明确区分热塔。
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引用次数: 0
Opportunities for Earth Observation to Inform Risk Management for Ocean Tipping Points 地球观测为海洋临界点风险管理提供信息的机会
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-06 DOI: 10.1007/s10712-024-09859-3
Richard A. Wood, Jonathan A. Baker, Grégory Beaugrand, Jacqueline Boutin, Alessandra Conversi, Reik V. Donner, Ivy Frenger, Eric Goberville, Hakase Hayashida, Wolfgang Koeve, Karin Kvale, Angela Landolfi, Wieslaw Maslowski, Andreas Oschlies, Anastasia Romanou, Christopher J. Somes, Thomas F. Stocker, Didier Swingedouw

As climate change continues, the likelihood of passing critical thresholds or tipping points increases. Hence, there is a need to advance the science for detecting such thresholds. In this paper, we assess the needs and opportunities for Earth Observation (EO, here understood to refer to satellite observations) to inform society in responding to the risks associated with ten potential large-scale ocean tipping elements: Atlantic Meridional Overturning Circulation; Atlantic Subpolar Gyre; Beaufort Gyre; Arctic halocline; Kuroshio Large Meander; deoxygenation; phytoplankton; zooplankton; higher level ecosystems (including fisheries); and marine biodiversity. We review current scientific understanding and identify specific EO and related modelling needs for each of these tipping elements. We draw out some generic points that apply across several of the elements. These common points include the importance of maintaining long-term, consistent time series; the need to combine EO data consistently with in situ data types (including subsurface), for example through data assimilation; and the need to reduce or work with current mismatches in resolution (in both directions) between climate models and EO datasets. Our analysis shows that developing EO, modelling and prediction systems together, with understanding of the strengths and limitations of each, provides many promising paths towards monitoring and early warning systems for tipping, and towards the development of the next generation of climate models.

随着气候变化的持续,越过临界阈值或临界点的可能性就越大。因此,有必要推进检测此类临界点的科学研究。在本文中,我们将评估地球观测(EO,此处指卫星观测)的需求和机遇,以便为社会应对与十个潜在大规模海洋临界点相关的风险提供信息:大西洋经向翻转环流、大西洋副极地环流、波弗特环流、北极卤线、黑潮大蜿蜒、脱氧、浮游植物、浮游动物、高层次生态系统(包括渔业)和海洋生物多样性。我们回顾了当前的科学认识,并确定了每个临界要素的具体地球观测和相关建模需求。我们提出了一些适用于多个要素的共同点。这些共同点包括:保持长期、一致的时间序列的重要性;通过数据同化等方式将地球观测数据与原地数据类型(包括次表层)一致结合的必要性;以及减少或解决目前气候模式与地球观测数据集之间分辨率(双向)不匹配问题的必要性。我们的分析表明,在了解每种系统的优势和局限性的情况下,共同开发地球观测、建模和预测系统,为倾覆监测和预警系统以及下一代气候模式的开发提供了许多有希望的途径。
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引用次数: 0
An Abrupt Decline in Global Terrestrial Water Storage and Its Relationship with Sea Level Change 全球陆地蓄水量骤减及其与海平面变化的关系
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-04 DOI: 10.1007/s10712-024-09860-w
Matthew Rodell, Anne Barnoud, Franklin R. Robertson, Richard P. Allan, Ashley Bellas-Manley, Michael G. Bosilovich, Don Chambers, Felix Landerer, Bryant Loomis, R. Steven Nerem, Mary Michael O’Neill, David Wiese, Sonia I. Seneviratne

As observed by the Gravity Recovery and Climate Experiment (GRACE) and GRACE Follow On (GRACE-FO) missions, global terrestrial water storage (TWS), excluding ice sheets and glaciers, declined rapidly between May 2014 and March 2016. By 2023, it had not yet recovered, with the upper end of its range remaining 1 cm equivalent height of water below the upper end of the earlier range. Beginning with a record-setting drought in northeastern South America, a series of droughts on five continents helped to prevent global TWS from rebounding. While back-to-back El Niño events are largely responsible for the South American drought and others in the 2014–2016 timeframe, the possibility exists that global warming has contributed to a net drying of the land since then, through enhanced evapotranspiration and increasing frequency and intensity of drought. Corollary to the decline in global TWS since 2015 has been a rise in barystatic sea level (i.e., global mean ocean mass). However, we find no evidence that it is anything other than a coincidence that, also in 2015, two estimates of barystatic sea level change, one from GRACE/FO and the other from a combination of satellite altimetry and Argo float ocean temperature measurements, began to diverge. Herein, we discuss both the mechanisms that account for the abrupt decline in terrestrial water storage and the possible explanations for the divergence of the barystatic sea level change estimates.

根据重力恢复与气候实验(GRACE)和重力恢复与气候实验后续任务(GRACE-FO)的观测,2014年5月至2016年3月期间,全球陆地储水量(TWS)(不包括冰原和冰川)迅速下降。到 2023 年,它仍未恢复,其范围的上限仍比早期范围的上限低 1 厘米等效水高。从南美洲东北部创纪录的干旱开始,五大洲的一系列干旱阻碍了全球 TWS 的反弹。虽然接连发生的厄尔尼诺现象在很大程度上造成了南美洲的干旱以及 2014-2016 年期间的其他干旱,但全球变暖也有可能通过增强蒸散作用以及增加干旱的频率和强度,造成此后土地的净干燥。自 2015 年以来,全球 TWS 下降的必然结果是重力海平面(即全球平均海洋质量)的上升。然而,我们没有发现任何证据表明,同样在 2015 年,对重力静态海平面变化的两个估计值(一个来自 GRACE/FO,另一个来自卫星测高和 Argo 浮漂海洋温度测量的组合)开始出现分歧,这绝非巧合。在此,我们将讨论陆地储水量突然下降的机制,以及重力静态海平面变化估计值出现分歧的可能原因。
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引用次数: 0
North Atlantic Heat Transport Convergence Derived from a Regional Energy Budget Using Different Ocean Heat Content Estimates 使用不同海洋热含量估算的区域能量预算得出的北大西洋热量输送辐合情况
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-24 DOI: 10.1007/s10712-024-09865-5
B. Meyssignac, S. Fourest, Michael Mayer, G. C. Johnson, F. M. Calafat, M. Ablain, T. Boyer, L. Cheng, D. Desbruyères, G. Forget, D. Giglio, M. Kuusela, R. Locarnini, J. M. Lyman, W. Llovel, A. Mishonov, J. Reagan, V. Rousseau, J. Benveniste

This study uses an oceanic energy budget to estimate the ocean heat transport convergence in the North Atlantic during 2005–2018. The horizontal convergence of the ocean heat transport is estimated using ocean heat content tendency primarily derived from satellite altimetry combined with space gravimetry. The net surface energy fluxes are inferred from mass-corrected divergence of atmospheric energy transport and tendency of the ECMWF ERA5 reanalysis combined with top-of-the-atmosphere radiative fluxes from the clouds and the Earth’s radiant energy system project. The indirectly estimated horizontal convergence of the ocean heat transport is integrated between the rapid climate change-meridional overturning circulation and heatflux array (RAPID) section at 26.5°N (operating since 2004) and the overturning in the subpolar north atlantic program (OSNAP) section, situated at 53°–60°N (operating since 2014). This is to validate the ocean heat transport convergence estimate against an independent estimate derived from RAPID and OSNAP in-situ measurements. The mean ocean energy budget of the North Atlantic is closed to within ± 0.25 PW between RAPID and OSNAP sections. The mean oceanic heat transport convergence between these sections is 0.58 ± 0.25 PW, which agrees well with observed section transports. Interannual variability of the inferred oceanic heat transport convergence is also in reasonable agreement with the interannual variability observed at RAPID and OSNAP, with a correlation of 0.54 between annual time series. The correlation increases to 0.67 for biannual time series. Other estimates of the ocean energy budget based on ocean heat content tendency derived from various methods give similar results. Despite a large spread, the correlation is always significant meaning the results are robust against the method to estimate the ocean heat content tendency.

本研究利用海洋能量预算来估算 2005-2018 年期间北大西洋的海洋热传输汇聚情况。海洋热传输的水平会聚是利用主要来自卫星测高和空间重力测量的海洋热含量趋势估算的。地表净能量通量是根据 ECMWF ERA5 再分析的大气能量传输和趋势的质量校正分歧,结合云层和地球辐射能量系统项目的大气顶部辐射通量推断的。在北纬 26.5 度的快速气候变化--环流和热流阵列(RAPID)剖面(自 2004 年起运行)和位于北纬 53 度-60 度的北大西洋副极地翻转计划(OSNAP)剖面(自 2014 年起运行)之间整合了间接估算的海洋热传输水平会聚。这是为了根据 RAPID 和 OSNAP 原位测量得出的独立估计值来验证海洋热传输会聚估计值。北大西洋的平均海洋能量预算在 RAPID 和 OSNAP 断面之间闭合到 ± 0.25 PW 以内。这些断面之间的平均海洋热传输汇聚值为 0.58 ± 0.25 PW,与观测到的断面传输值非常吻合。推断的海洋热传输辐合的年际变化与在 RAPID 和 OSNAP 观测到的年际变化也比较吻合,年时间序列之间的相关性为 0.54。半年时间序列的相关性增加到 0.67。根据各种方法得出的海洋热含量趋势对海洋能量预算的其他估算也得出了类似的结果。尽管差异很大,但相关性总是显著的,这意味着估算海洋热含量趋势的方法对结果是稳健的。
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引用次数: 0
A Geostationary Satellite-Based Approach to Estimate Convective Mass Flux and Revisit the Hot Tower Hypothesis 基于地球静止卫星的对流质量通量估算方法和对热塔假说的重新审视
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-10 DOI: 10.1007/s10712-024-09856-6
Amel Derras-Chouk, Zhengzhao Johnny Luo

This study aims to revisit the classic “hot tower” hypothesis proposed by Riehl and Simpson (Malkus) in 1958 and revisited in 1979. Our investigation centers on the convective mass flux of hot towers within the tropical trough zone, using geostationary (GEO) satellite data and an innovative analysis technique, known as ML16, which integrates various data sources, including hot tower heights, ambient profiles, and a plume model, to determine convective mass flux. The GEO-based ML16 approach is evaluated against collocated ground-based radar wind profiler observations, showing broad agreement. Our GEO-based estimate of hot tower convective mass flux, 2.8 × 1011–3.4 × 1011 kg s−1, is similar to the revisited estimate in Riehl and Simpson (1979), 2.6–3.0 × 1011 kg s−1. Additionally, our analysis gives a median count of around 550 hot towers with a median size of about 11 km, in contrast to the previous estimates of 1600–2400 hot towers, each characterized by a fixed size of 5 km. We discuss the causes of these discrepancies, emphasizing the fundamental differences between the two approaches in characterizing tropical hot towers. While both approaches have various uncertainties, the evidence suggests that greater credibility should be placed on results derived from direct satellite observations. Finally, we identify future opportunities in Earth Observations that will provide more accurate measurements, enabling further evaluation of the role played by tropical hot towers in mass transport.

本研究旨在重新审视里尔和辛普森(马尔克斯)于 1958 年提出、1979 年再次提出的经典 "热塔 "假说。我们的研究以热带槽区内热塔的对流质量通量为中心,利用地球静止(GEO)卫星数据和一种被称为 ML16 的创新分析技术,该技术整合了各种数据源,包括热塔高度、环境剖面和羽流模型,以确定对流质量通量。基于地球同步轨道的 ML16 方法与地面雷达风廓线观测数据进行了评估,结果显示两者基本一致。我们基于地球同步轨道的热塔对流质量通量估计值为 2.8 × 1011-3.4 × 1011 kg s-1,与 Riehl 和 Simpson(1979 年)的估计值 2.6-3.0 × 1011 kg s-1 相似。此外,我们分析得出的热塔中位数约为 550 个,中位尺寸约为 11 千米,而之前估计的热塔数量为 1600-2400 个,每个热塔的尺寸固定为 5 千米。我们讨论了造成这些差异的原因,强调了这两种方法在描述热带热塔特征方面的根本区别。虽然两种方法都存在各种不确定性,但证据表明,通过直接卫星观测得出的结果更可信。最后,我们指出了地球观测领域未来的机遇,这些机遇将提供更精确的测量,从而能够进一步评估热带热塔在质量传输中发挥的作用。
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引用次数: 0
Relationships Among Variations in the Earth’s Length-of-Day, Polar Oblateness, and Total Moment of Inertia: A Tutorial Review 地球日长、极地扁平和总惯性矩变化之间的关系:教程回顾
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-07 DOI: 10.1007/s10712-024-09858-4
Benjamin F. Chao

We revisit the derivation of the linear relationships connecting the variations of the Earth’s length-of-day (more specifically its mass term ΔLODmass), polar oblateness (ΔJ2), and total moment of inertia (ΔT) caused by geophysical mass transports. The three integral quantities are expressed as inner products of the perturbation, either in the form of density change in the Eulerian description or deformation in the Lagrangian description, with pertinent base functions arising from distinct physical principles. We discuss various cases of mass transport processes regarding whether or not T is conserved, or ΔT = 0. When and only when ΔT = 0, the ΔLODmass and ΔJ2 become proportional to each other and hence mutually convertible. This latter practice has long been common, albeit often taken for granted, in the literature notably with respect to the mass transports in surface geophysical fluids and by the glacial isostatic adjustment (GIA) that awaits numerical assessments per physics-based GIA models. We point to subtleties and caveats that tend to be misrepresented, namely, the distinction of ΔLODmass from the observed ΔLOD, and the extent of the core’s participation in the angular momentum exchanges across the core-mantle boundary.

我们重新探讨了地球物理质量迁移引起的地球日长(更具体地说是其质量项ΔLODmass)、极地扁平(ΔJ2)和总惯性矩(ΔT)变化之间的线性关系的推导。这三个积分量以扰动的内积表示,在欧拉描述中以密度变化的形式表示,在拉格朗日描述中以变形的形式表示,相关的基函数产生于不同的物理原理。我们讨论了质量输运过程中有关 T 是否守恒或 ΔT = 0 的各种情况。只有当 ΔT = 0 时,ΔLODmass 和 ΔJ2 才会成正比,从而可以相互转换。后一种做法在文献中早已司空见惯,尽管常常被认为是理所当然的,特别是在地表地球物理流体的质量传输和冰川等静力调整(GIA)方面。我们指出了容易被误解的微妙之处和注意事项,即ΔLODmass 与观测到的ΔLOD 的区别,以及地核在地核-地幔边界角动量交换中的参与程度。
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引用次数: 0
Far-Zone Effects for Spherical Integral Transformations II: Formulas for Horizontal Boundary Value Problems and Their Derivatives 球面积分变换的远区效应 II:水平边界值问题公式及其导数
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-07 DOI: 10.1007/s10712-024-09842-y
Michal Šprlák, Martin Pitoňák

Integral formulas represent a methodological basis for the determination of gravitational fields generated by planetary bodies. In particular, spherical integral transformations are preferred for their symmetrical properties with the integration domain being the entire surface of the sphere. However, global coverage of boundary values is rarely guaranteed. In practical calculations, we therefore split the spherical surface into a near zone and a far zone, for convenience, by a spherical cap. While the gravitational effect in the near zone can be evaluated by numerical integration over available boundary values, the contribution of the far zone has to be precisely quantified by other means. Far-zone effects for the isotropic integral transformations and those depending on the direct azimuth have adequately been discussed. On the other hand, this subject has only marginally been addressed for the spherical integral formulas that are, except for other variables, also functions of the backward azimuth. In this article, we significantly advance the existing geodetic methodology by deriving the far-zone effects for the two classes of spherical integral transformations: (1) the analytical solutions of the horizontal, horizontal–horizontal, and horizontal–horizontal–horizontal BVPs including their generalisations with arbitrary-order vertical derivative of respective boundary conditions and (2) spatial (vertical, horizontal, or mixed) derivatives of these generalised analytical solutions up to the third order. The integral and spectral forms of the far-zone effects are implemented in MATLAB software package, and their consistency is tested in closed-loop simulations. The presented methodology can be employed in upward/downward continuation of potential field observables or for a quantification of error propagation through spherical integral transformations.

积分公式是确定行星体产生的引力场的方法论基础。其中,球面积分变换因其对称性而受到青睐,积分域为整个球面。然而,很少能保证边界值的全局覆盖。因此,在实际计算中,为了方便起见,我们用球面帽将球面分为近区和远区。近区的引力效应可以通过对现有边界值进行数值积分来评估,而远区的引力效应则必须通过其他方法精确量化。各向同性积分变换的远区效应以及取决于直接方位角的远区效应已经得到充分讨论。另一方面,对于球面积分公式(除其他变量外,也是后向方位角的函数),这一主题的讨论还很有限。在本文中,我们通过推导以下两类球面积分变换的远区效应,大大推进了现有的大地测量方法:(1) 水平、水平-水平和水平-水平-水平 BVPs 的解析解,包括它们与各自边界条件的任意阶垂直导数的泛函;(2) 这些泛函解析解的空间(垂直、水平或混合)导数,直至三阶。远区效应的积分和频谱形式在 MATLAB 软件包中实现,并在闭环模拟中测试其一致性。提出的方法可用于势场观测值的向上/向下延续,或通过球形积分变换对误差传播进行量化。
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引用次数: 0
METEOSAT Long-Term Observations Reveal Changes in Convective Organization Over Tropical Africa and Atlantic Ocean METEOSAT 长期观测显示热带非洲和大西洋上空对流组织的变化
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-10-04 DOI: 10.1007/s10712-024-09862-8
Rémy Roca, Thomas Fiolleau, Viju O. John, Jörg Schulz

In the tropics, deep convection, which is often organized into convective systems, plays a crucial role in the water and energy cycles by significantly contributing to surface precipitation and forming upper-level ice clouds. The arrangement of these deep convective systems, as well as their individual properties, has recently been recognized as a key feature of the tropical climate. Using data from Africa and the tropical Atlantic Ocean as a case study, recent shifts in convective organization have been analyzed through a well-curated, unique record of METEOSAT observations spanning four decades. The findings indicate a significant shift in the occurrence of deep convective systems, characterized by a decrease in large, short-lived systems and an increase in smaller, longer-lived ones. This shift, combined with a nearly constant deep cloud fraction over the same period, highlights a notable change in convective organization. These new observational insights are valuable for refining emerging kilometer-scale climate models that accurately represent individual convective systems but struggle to realistically simulate their overall arrangement.

在热带地区,深层对流通常组织成对流系统,在水循环和能量循环中发挥着重要作用,对地表降水和高层冰云的形成有显著贡献。这些深对流系统的排列及其各自的特性最近被认为是热带气候的一个关键特征。利用非洲和热带大西洋的数据作为案例研究,通过精心整理的、独特的、跨越 40 年的 METEOSAT 观测记录,分析了对流组织的近期变化。研究结果表明,深层对流系统的出现发生了重大变化,其特点是大型、短命系统减少,小型、长命系统增加。这种变化与同期几乎不变的深层云比例相结合,凸显了对流组织的显著变化。这些新的观测认识对于完善新出现的千米尺度气候模式非常有价值,这些模式准确地表现了单个对流系统,但难以真实地模拟它们的整体布局。
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引用次数: 0
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Surveys in Geophysics
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