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Preface: Information theory and machine learning for geospace research 前言:用于地球空间研究的信息论和机器学习
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-12 DOI: 10.1016/j.asr.2024.09.007
Simon Wing, Georgios Balasis
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引用次数: 0
On equatorial spread F occurrence: A multi-dimensional quantitative assessment 关于赤道传播 F 的发生:多维量化评估
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-07 DOI: 10.1016/j.asr.2024.09.005
T.V. Sruthi, G. Manju, K.S. Vishnupriya
The present study investigates the role of gravity wave induced seed perturbations in the occurrence of Equatorial Spread F (ESF) under the influence of the post sunset background conditions modulated by prevailing electrodynamics and neutral wind. Ionospheric foF data sets over geomagnetic equatorial station Trivandrum (8.5°N, 77°E and magnetic dip 0.68°N-corresponding to the period of study) corresponding to vernal and autumnal equinoctial periods encompassing high, low and moderate solar activity years, are used for the study.Meridional wind data is obtained either from ESA’s sun-synchronous satellite GOCE (Gravity field and steady-state Ocean Circulation Explorer) or derived using ionosonde h’F (base height of ionosphere at 2.5 MHz) data from Trivandrum (TVM- 8.5°N, 77°E and magnetic dip 0.68°N) and Sriharikota (SHAR −13.7°N, 80.2°E and magnetic dip 6.9°N-for period of study). This particular study is carried out for geomagnetically quiet days of Vernal Equinox (VE)and Autumnal Equinox (AE) seasons, which are most favoured for ESF occurrence over Indian longitudes. Considering thermospheric wind, ion-neutral collisions, and electric field effects in association with gravity wave seed, threshold curve is generated, which clearly demarcates ESF and NSF (Non spread F) days. Previous studies have addressed ESF variability in electrodynamical domain alone (wherein the layer is above a threshold level). The present study, for the first time, succeeds in demarcating ESF and NSF days by incorporating effects of electric field, neutral wind, collisional RT instability term, and gravity wave seed perturbations simultaneously irrespective of threshold height.
本研究调查了在盛行电动力学和中性风调制的日落后背景条件影响下,重力波引起的种子扰动在发生赤道展宽F(ESF)中的作用。研究使用了特里凡得琅地磁赤道站(北纬 8.5°,东经 77°,磁倾角 0.68°N,与研究期间相对应)上的电离层 FoF 数据集,这些数据集对应于春分和秋分期间,包括高、低和中等太阳活动年。经向风数据来自欧空局的太阳同步卫星 GOCE(重力场和稳态海洋环流探测器),或利用特里凡得琅(TVM-8.5°N,77°E,磁倾角 0.68°N)和斯里哈里科塔(SHAR-13.7°N,80.2°E,磁倾角 6.9°N--研究期间)的电离层探测仪 h'F(2.5 兆赫的电离层基底高度)数据得出。这项研究是在春分(VE)和秋分(AE)这两个季节的地磁静止日进行的,这两个季节是印度经度地区发生 ESF 最有利的季节。考虑到热大气层风、离子中性碰撞和电场效应与重力波种子的关联,生成了阈值曲线,该曲线明确划分了 ESF 日和 NSF 日(无传播 F)。以前的研究仅涉及电动力学领域的 ESF 变异性(其中层高于阈值水平)。本研究通过同时纳入电场、中性风、碰撞 RT 不稳定项和重力波种子扰动的影响,首次成功地划分了 ESF 和 NSF 日,而不考虑阈值高度。
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引用次数: 0
Water quality hotspot identification using a remote sensing and machine learning approach: A case study of the River Ganga near Varanasi 利用遥感和机器学习方法识别水质热点:瓦拉纳西附近恒河的案例研究
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-07 DOI: 10.1016/j.asr.2024.09.004
Anurag Mishra, Anurag Ohri, Prabhat Kumar Singh, Shishir Gaur, Rajarshi Bhattacharjee
Turbidity (Turb) and Chlorophyll-a (Chl-a) are crucial indicators of water quality because they can reveal the presence of suspended particles and algae, respectively. Understanding the health of rivers and spotting long-term water quality changes can both benefit from monitoring these measures. Traditional methods of monitoring these parameters, like in-situ measurements, is time-consuming, expensive, and inconvenient in some places. Sentinel-2, a multispectral satellite, might offer a more workable and economical option for monitoring water quality, though. This study used 100 in-situ data collected from the Ganga River near Varanasi in the pre-monsoon season (pre-MS) and post-monsoon season (post-MS) in order to create a model for the prediction of optically active water quality parameters by combining Multispectral Instrument (MSI) data and machine learning method (Random Forest). To create spatial distribution maps for Chl-a and Turb, 14 spectral indices and band ratios were employed as independent variables. The results showed that the prediction accuracy for Turb (R = 0.91, MAE = 1.13 and MAPE=7.76 % during pre-MS and R = 0.93, MAE = 0.88 and MAPE=2.29 % during post-MS) and for Chl-a (R = 0.97, MAE = 0.59, and MAPE=2.07 % during pre-MS and R = 0.95, MAE = 0.61, and MAPE = 2.71 % during post-MS). The Ganga near Varanasi abruptly turned green due to an increase in algal bloom in May and June 2021. This study not only revealed the reasons behind the green appearance but also identified potential areas of concern or hotspots. In order to identify hotspot locations, drainage networks, point source discharge locations and LU-LC were used.
浊度(Turb)和叶绿素 a(Chl-a)是水质的重要指标,因为它们可以分别显示悬浮颗粒和藻类的存在。了解河流的健康状况和发现水质的长期变化都可以从监测这些指标中获益。监测这些参数的传统方法(如现场测量)耗时长、成本高,而且在某些地方很不方便。不过,多谱段卫星 Sentinel-2 可能会为水质监测提供一个更可行、更经济的选择。本研究利用从瓦拉纳西附近的恒河收集到的季风前(pre-MS)和季风后(post-MS)的 100 个原位数据,结合多光谱仪器(MSI)数据和机器学习方法(随机森林),创建了一个预测光学活性水质参数的模型。为了绘制 Chl-a 和 Turb 的空间分布图,采用了 14 个光谱指数和波段比作为自变量。结果显示,Turb 和 Chl-a 的预测准确率分别为:MS 前 R = 0.91、MAE = 1.13 和 MAPE=7.76 %;MS 后 R = 0.93、MAE = 0.88 和 MAPE=2.29 %;MS 前 R = 0.97、MAE = 0.59 和 MAPE=2.07 %;MS 后 R = 0.95、MAE = 0.61 和 MAPE=2.71 %。2021 年 5 月和 6 月,由于藻类大量繁殖,瓦拉纳西附近的恒河突然变绿。这项研究不仅揭示了绿色出现背后的原因,还确定了潜在的关注区域或热点。为了确定热点位置,使用了排水网络、点源排放位置和 LU-LC。
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引用次数: 0
Burst-classifier: Automated classification of solar radio burst type II, III and IV for CALLISTO spectra using physical properties during maximum of solar cycle 24 射电暴分类器:利用太阳周期 24 最大值期间的物理特性对 CALLISTO 光谱中的太阳射电暴类型 II、III 和 IV 进行自动分类
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-07 DOI: 10.1016/j.asr.2024.09.001
N.Z. Mohd Afandi, R. Umar, N.H. Sabri, S. Safei, C. Monstein, C.C. Lau, S.N.A. Syed Zafar
Continuous observation of solar radio bursts (SRBs) throughout the year using the CALLISTO spectrometer generates a huge volume of spectral data. This study introduces a burst-classifier algorithm, which is an automated algorithm, to classify the SRB spectrum into three solar radio bursts, namely Type II (SRBT II), Type III (SRBT III) and Type IV (SRBT IV). The proposed algorithm was designed using four characteristic parameters derived from a collection of training dataset files. The characteristic parameters were derived from the intensity bursts observed on frequency channels and timesteps of the spectrum. This dataset consisted of 50 spectra of SRBT II and SRBT III, along with 40 spectra for SRBT IV, collected during the solar maximum of 2014 (Solar Cycle 24). After observations and analysis of the training dataset, each burst type was set up with a threshold. A training dataset of 80 data spectra from 2013 to 2016 was used to test the algorithm. Accuracy of the proposed algorithm was calculated using the percentage of true positives (TP) and false positives (FP). Findings demonstrate an accuracy of ∼74 % with 57 out of 80 spectra classified as TP and 23 spectra as FP.
利用 CALLISTO 光谱仪对太阳射电暴(SRBs)进行全年连续观测会产生大量光谱数据。本研究介绍了一种脉冲串分类器算法,这是一种自动算法,可将 SRB 频谱分为三种太阳射电暴,即 II 型(SRBT II)、III 型(SRBT III)和 IV 型(SRBT IV)。拟议算法的设计使用了从一组训练数据集文件中提取的四个特征参数。这些特征参数是从频谱的频率通道和时间步上观察到的强度脉冲串中提取的。该数据集包括 50 个 SRBT II 和 SRBT III 光谱,以及 40 个 SRBT IV 光谱,收集于 2014 年太阳极大期(太阳周期 24)。在对训练数据集进行观测和分析后,为每种爆发类型设置了阈值。为测试该算法,使用了由 2013 年至 2016 年的 80 个数据光谱组成的训练数据集。使用真阳性(TP)和假阳性(FP)的百分比计算所提出算法的准确性。结果表明,80 个光谱中有 57 个被归类为 TP,23 个被归类为 FP,准确率为 74%。
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引用次数: 0
Stratospheric airship trajectory planning in wind field using deep reinforcement learning 利用深度强化学习进行风场中的平流层飞艇轨迹规划
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-06 DOI: 10.1016/j.asr.2024.08.057
Lele Qi, Xixiang Yang, Fangchao Bai, Xiaolong Deng, Yuelong Pan
Stratospheric airships, with their long endurance, high flight altitude, and large payload capacity, show promise in earth observation and mobile internet applications. However, challenges arise due to their low flight speed, limited maneuverability and energy constraints when planning trajectories in dynamic wind fields. This paper proposes a deep reinforcement learning-based method for trajectory planning of stratospheric airships. The model considers the motion characteristics of stratospheric airships and environmental factors like wind fields and solar radiation. The soft actor-critic (SAC) algorithm is utilized to assess the effectiveness of the method in various scenarios. A comparison between time-optimized and energy-optimized trajectories reveals that time-optimized trajectories are smoother with a higher speed, while energy-optimized trajectories can save up to 10% energy by utilizing wind fields and solar energy absorption. Overall, the deep reinforcement learning approach proves effective in trajectory planning for stratospheric airships in deterministic and dynamic wind fields, offering valuable insights for flight design and optimization.
平流层飞艇续航时间长、飞行高度高、有效载荷容量大,在地球观测和移动互联网应用中大有可为。然而,在动态风场中规划飞行轨迹时,由于其飞行速度低、机动性有限以及能量限制,会面临一些挑战。本文提出了一种基于深度强化学习的平流层飞艇轨迹规划方法。该模型考虑了平流层飞艇的运动特性以及风场和太阳辐射等环境因素。利用软演员批评(SAC)算法评估了该方法在各种情况下的有效性。对时间优化轨迹和能量优化轨迹进行比较后发现,时间优化轨迹更平滑,速度更快,而能量优化轨迹通过利用风场和太阳能吸收可节省多达10%的能量。总之,深度强化学习方法在平流层飞艇在确定性和动态风场中的轨迹规划中证明是有效的,为飞行设计和优化提供了有价值的见解。
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引用次数: 0
Fragmentation characterization in the circular restricted three body problem for cislunar space domain awareness 环形受限三体问题中的碎片特征,用于顺星空间域认知
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-05 DOI: 10.1016/j.asr.2024.08.076
Arly Black, Carolin Frueh
With heightened international interest in spacecraft activities in the vicinity of the Moon, cislunar space debris is likely to follow. Even one fragmentation event can have catastrophic and far-reaching consequences, which drives the need for appropriate debris characterization tools. How a single fragmentation plays out is highly dependent on any given initial condition in the near-chaotic cislunar region. This paper offers a means of structuring the cislunar region in terms of dynamical flow, which enables global characterization of fragmentation events without propagation of every possible case. This work investigates patterns in fragment behaviour as a function of energy, , and orbit location, and explores emergent dynamic structures in the vicinity of the Earth-Moon Lagrange point. Subsequent findings are applied to analysis of a realistic breakup event for a 500 kg satellite on an Lyapunov orbit with a Jacobi constant of 3.0165, modeled using an in–house modified version of the NASA Standard Breakup Model.
随着国际社会对月球附近航天器活动兴趣的增加,半月空间碎片也可能随之而来。即使是一次碎裂事件也会造成灾难性的深远影响,因此需要适当的碎片特征描述工具。一次碎裂事件的结果如何,在很大程度上取决于近混沌半月区域的任何给定初始条件。本文提供了一种从动态流的角度来构建顺行星区域的方法,从而能够在不传播每一种可能情况的情况下对碎裂事件进行全局描述。这项工作研究了碎片行为作为能量、Ⅴ和轨道位置函数的模式,并探索了地月拉格朗日点附近出现的动态结构。随后的研究结果被应用于分析一颗重 500 千克的卫星在雅可比常数为 3.0165 的里亚普诺夫轨道上发生的现实破裂事件,该事件是使用美国国家航空航天局标准破裂模型的内部修正版进行建模的。
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引用次数: 0
Dependence of the main ionospheric trough position on local time, longitude and geomagnetic activity in the southern winter hemisphere 南半球冬季电离层主槽位置与当地时间、经度和地磁活动的关系
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-04 DOI: 10.1016/j.asr.2024.08.075
A.T. Karpachev
Based on the meticulous identification of ionization troughs, performed earlier from the CHAMP satellite data, twoadditional issueswereresolved: (1) the longitudinal effect characteristics in the position of the main ionospheric trough (MIT) were corrected, and (2) for the first time,the dependence of theMITposition on geomagnetic activity was determined foralllocaltime hours. A large dataset from the CHAMP satellite in the southern winter hemisphere under high solar activity was utilized. According to the refined data the amplitude of the longitudinal effect in the MITposition changes from ∼ 3° to ∼ 5° in the course of the day. The shape of the longitudinal effectvarieswith local time, however, the MIT in the eastern hemisphere isconsistentlylocated at higher latitudes than in the western hemisphere. The main reason for the longitudinal effect is the dependence of the equatorward boundary of auroral diffuse precipitation on the tilt angle of the Earth’s dipole. The dependence on geomagnetic activitywas determined as a linear regression Λ = Λ − Kp, where Λ is the geomagnetic latitude, and the Kp indexisconsidered for the previous6 h. The latitude Λ and coefficient exhibited pronounced dependence on local time, with Λ increasing and decreasing when moving from night to day. Because the amplitude of the longitudinal effect decreases with increasing magnetic activity, the value of alsodependson longitude. Consequently, coefficient wasdetermined separatelyforthe eastern and western hemispheres. Theaveragevaluesof vary from 1.3 − 1.4° during the day to 1.8 − 1.9° at night. Thedifference between theeastern and western hemispheres is ∼ 0.3°.
在早些时候根据 CHAMP 卫星数据对电离槽进行细致识别的基础上,又解决了两个问题:(1)纠正了电离层主槽位置的纵向效应特征,(2)首次确定了全时电离层主槽位置对地磁活动的依赖性。利用了太阳活动频繁时南半球冬季 CHAMP 卫星的大量数据集。根据改进后的数据,MIT 位置纵向效应的振幅在一天中从± 3° 变化到± 5°。纵向效应的形状随当地时间而变化,但东半球的 MIT 始终位于比西半球更高的纬度。产生纵向效应的主要原因是极光漫射降水的赤道边界取决于地球偶极子的倾角。对地磁活动的依赖是通过线性回归确定的 Λ = Λ - Kp,其中 Λ 是地磁纬度,Kp 指数考虑了前 6 h 的情况。纬度Λ和系数与当地时间有明显的相关性,从夜晚到白天,Λ会增加,而系数则会减少。由于纵向效应的振幅会随着磁活动的增加而减小,因此其值也取决于经度。因此,东半球和西半球的系数是分别确定的。平均值从白天的 1.3 - 1.4°到夜间的 1.8 - 1.9°不等。东西半球之间的差异为 0.3°。
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引用次数: 0
Star angle modified with relativistic effects/StarNAV integrated navigation method for Mars exploration 利用相对论效应修正星角/StarNAV 集成导航方法用于火星探测
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-04 DOI: 10.1016/j.asr.2024.08.077
Mingzhen Gui, Yifeng Wei, Hua Yang, Yuqing Yang
The celestial navigation system based on star angle (SA) is a classical autonomous navigation method for the spacecraft, which directly provides the position information of the spacecraft relative to the near celestial body. But due to the relativistic effects, the star direction observed by spacecraft is inconsistent with that acquired from star ephemeris, which reduces navigation accuracy of SA. In addition, SA cannot directly provide the velocity information of the spacecraft. StarNAV is a novel celestial navigation method that utilizes the relativistic effects, which mostly provides the velocity information of the spacecraft. In this paper, the star angle modified with relativistic effects (SAMRE)/StarNAV integrated navigation method is proposed. The measurement model of SAMRE is established by considering relativistic effects in the measurement model of SA. Simulation results indicate that during the Mars approach phase, SAMRE has better navigation accuracy compared with SA, and the navigation accuracy of the SAMRE/StarNAV integrated navigation method is higher than that of SAMRE, StarNAV and SA/StarNAV, respectively. Furthermore, the paper analyses the impact of measurement errors on the navigation accuracy of SAMRE/StarNAV.
基于星角(SA)的天体导航系统是一种经典的航天器自主导航方法,它直接提供航天器相对于近天体的位置信息。但由于相对论效应,航天器观测到的星体方向与星历表获得的星体方向不一致,从而降低了 SA 的导航精度。此外,SA 无法直接提供航天器的速度信息。StarNAV 是一种利用相对论效应的新型天体导航方法,主要提供航天器的速度信息。本文提出了利用相对论效应修正星角(SAMRE)/StarNAV 集成导航方法。通过在 SA 测量模型中考虑相对论效应,建立了 SAMRE 的测量模型。仿真结果表明,在火星接近阶段,SAMRE 与 SA 相比具有更好的导航精度,SAMRE/StarNAV 集成导航方法的导航精度分别高于 SAMRE、StarNAV 和 SA/StarNAV。此外,本文还分析了测量误差对 SAMRE/StarNAV 导航精度的影响。
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引用次数: 0
Morphological and chronological mapping of Petavius crater, nearside of the Moon 绘制月球近侧佩塔维乌斯环形山的形态和年代图
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-04 DOI: 10.1016/j.asr.2024.08.074
A.V. Satyakumar, Shreekumari Patel
Petavius, a complex crater from the late Imbrian epoch, features a giant central peak, numerous smaller peaks, and an inner terraced wall arising nearly 3 km above the crater floor. The region has seen periods of tectonic and volcanic activity. A meter-scale detailed mapping of LROC- Narrow Angle Camera (NAC) images was carried out to understand the tectonic features and associated volcanic history under this crater. We found many fragmented blocks, fields of striated boulders, grabens, layering near grabens and striated boulders, rock exposures, and many fractures from NAC mapping, indicating magmacreating pressure underneath the floor of a crater. The fractures identified from NAC images are probably linked with an underlying magmatic sill of high-density bodies. Crater size-frequency distribution analysis indicates that magmatic activity likely persisted for ∼2.75 Ga in the Petavius crater. It is noteworthy that this relatively recent age of volcanism has not been reported previously. The crustal thickness of the study region varies from 27 to 40 km; at the mapped tectonic features and volcanic regions, the crustal thickness of 30–34 km is found. The unique tectonic environment of the Petavius crater, in combination with the associated morphological variation and numerous exposures of mafic, suggests that the crater formed in phases associated with its structural and morphologic features and is derived from the lower crust. The morphometric analysis and previous studies support a model of magmatic intrusion and sill formation within the fractured crust beneath the crater floor; such a sill would be a likely source both for effusive mare material erupted through floor fractures into low-lying portions of the crater floor. The tectonic system on the floor of the crater was the result of post-impact processes.
佩塔维乌斯火山口是因布里安纪晚期的一个复杂的火山口,它有一个巨大的中心山峰、许多较小的山峰和一个高出火山口地面近 3 公里的阶梯状内壁。该地区曾经历过多次构造和火山活动。为了了解该陨石坑下的构造特征和相关火山历史,我们对 LROC- Narrow Angle Camera (NAC) 图像进行了一米级的详细测绘。我们发现了许多碎块、条纹状巨石区、地堑、地堑和条纹状巨石附近的分层、岩石裸露区,并从窄角相机绘图中发现了许多断裂,这表明火山口底部存在岩浆形成压力。从 NAC 图像中发现的断裂可能与高密度岩体下的岩浆山体有关。陨石坑大小-频率分布分析表明,岩浆活动可能在佩塔维乌斯陨石坑持续了 2.75 Ga。值得注意的是,这一相对较新的火山活动年代以前还没有报道过。研究区域的地壳厚度在 27 至 40 千米之间;在绘制的构造特征和火山区域,地壳厚度为 30 至 34 千米。佩塔维乌斯陨石坑独特的构造环境,加上相关的形态变化和大量黑云母的出露,表明该陨石坑是在与其构造和形态特征相关的阶段形成的,并源自下地壳。形态分析和以前的研究都支持陨石坑底部断裂地壳中岩浆侵入和岩缝形成的模型;这种岩缝很可能是通过底部断裂喷发到陨石坑底部低洼地区的喷出岩浆物质的来源。陨石坑底部的构造系统是撞击后过程的结果。
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引用次数: 0
Comparison of temperature, pressure and specific humidity derived from Sentinel-6 with ERA5 and radiosonde 将哨兵-6 与ERA5 和无线电探测仪得出的温度、气压和湿度进行比较
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-04 DOI: 10.1016/j.asr.2024.09.003
Huizhong Zhu, Guangsheng Liu, Xiang Gao, Shuaimin Wang, Chunhua Jiang
The temperature, pressure and specific humidity data of Sentinel-6 (S6) products are compared with the ECMWF Reanalysis v5 (ERA5) and radio sounding in 2022. The overall STD of temperature, pressure and specific humidity for S6-ERA5 and S6-Radiosonde are 0.74 ℃, 0.45 hPa, 0.3 g/kg, 1.33 ℃, 0.51 hPa, 0.34 g/kg respectively. The study found that the consistency of these three atmospheric parameters between S6 and ERA5 is better than that between S6 and radiosonde. In the aspect of temporal characteristics, the specific humidity STD of S6-ERA5 decrease successively in summer, autumn, spring and winter. In the aspect of spatial characteristics, S6 has better retrieval ability of temperature values in the troposphere, but the maximum negative bias value of temperature between S6 and ERA5 is −1.57 ℃ at 41.7 km. The pressure bias values of S6 and ERA5 fluctuate greatly below the troposphere. In addition, the STD values of S6-ERA5 and S6-Radiosonde specific humidity data both show the decreasing characteristics in sequence from low to high latitudes.
将哨兵-6(S6)产品的温度、压力和比湿数据与 2022 年 ECMWF Reanalysis v5(ERA5)和无线电探测数据进行了比较。S6-ERA5 和 S6-Radiosonde 的温度、压力和湿度的总体 STD 分别为 0.74 ℃、0.45 hPa、0.3 g/kg,1.33 ℃、0.51 hPa、0.34 g/kg。研究发现,这三个大气参数在 S6 和 ERA5 之间的一致性要好于 S6 和辐射计之间的一致性。在时间特征方面,S6-ERA5 的比湿 STD 在夏季、秋季、春季和冬季依次降低。在空间特征方面,S6 对对流层温度值的检索能力更强,但 S6 与 ERA5 在 41.7 km 处的温度最大负偏差值为-1.57 ℃。S6 和 ERA5 的气压偏差值在对流层以下波动较大。此外,S6-ERA5 和 S6-Radiosonde比湿数据的 STD 值都呈现出从低纬度到高纬度依次递减的特点。
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引用次数: 0
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Advances in Space Research
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