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Granite Exposure Mapping Through Sentinel‐2 Visible and Short Wave Infrared Bands 通过哨兵-2 可见光和短波红外波段绘制花岗岩暴露图
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023rs007864
Nazir Jan, N. Minallah, Neelam Gohar, Naveed Jan, Shahid Khan, Salahuddin Khan, Mohammad Alibakhshikenari
Nonmetallic minerals like granite and limestone have calcite and biotitic ingredients as their major part which exhibit wonderful absorption features in the visible and short wave range of the electromagnetic spectrum. This research puts emphasis on delineating granite and limestone deposits of the Mardan district through the latest multispectral Landsat‐9 and Sentinel‐2 sensors of which the latter provided 94% mapping accuracy in delineating granites (biotitic bearing minerals) and limestone (calcite‐bearing minerals). The Image processing techniques of minimum noise fraction, which is double cascaded principal components analysis and pixel purity index algorithms proved helpful to bring significant improvements in classification results and in the reduction of noise and data size. The outcomes of the research study show that supervised machine learning algorithms are impactful to map such minerals provided that the data must be well organized and limited in size. The results achieved were verified through validation steps like, (a) Independent reference data of high‐resolution Google Earth maps and (b) Ground survey reports. Arc GIS 10.2 and Envi 5.3 software suite were used to create (a) ground truth points at random for accuracy assessment (b) portraying study area maps (c) Image Processing and Preprocessing tools and (d) implementation of machine learning algorithms. Access to the data and software suite is being provided for open research work.
花岗岩和石灰石等非金属矿物的主要成分是方解石和生物石,它们在电磁波谱的可见光和短波范围内表现出奇妙的吸收特征。这项研究的重点是通过最新的多光谱 Landsat-9 和 Sentinel-2 传感器对马尔丹地区的花岗岩和石灰石矿床进行划分,其中后者在花岗岩(含生物岩矿物)和石灰石(含方解石矿物)的划分方面提供了 94% 的测绘精度。事实证明,最小噪声分数图像处理技术(即双级联主成分分析和像素纯度指数算法)有助于显著改善分类结果,减少噪声和数据量。研究结果表明,有监督的机器学习算法对绘制此类矿物地图很有帮助,但前提是数据必须组织良好且规模有限。所取得的成果通过以下验证步骤进行了验证:(a)高分辨率谷歌地球地图的独立参考数据;(b)地面勘测报告。Arc GIS 10.2 和 Envi 5.3 套装软件用于创建:(a)用于准确性评估的随机地面实况点;(b)研究区域地图;(c)图像处理和预处理工具;以及(d)机器学习算法的实施。为开放研究工作提供了数据和软件套件。
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引用次数: 0
Micro Rain Radar and Radiometric Measurements to Unravel Contrasting Features of Rain Microstructure Below and Above the Boundary Layer 微雨雷达和辐射测量揭示边界层以下和边界层以上雨微观结构的对比特征
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023rs007875
G. Rakshit, R. Chakraborty, A. Maitra
Ka‐band Micro rain Doppler radar is an effective tool to investigate the profiles of precipitation microstructure in terms of the raindrop size distribution (DSD). The DSD parameters that vary appreciably with height are indicative of the associated atmospheric phenomena. Hence the present investigation endeavors to put light on the underlying physical processes responsible for the evolution of varied rain microstructure profiles using micro rain radar (MRR), and radiometric measurements complemented with re‐analysis outputs over an urban tropical location, Kolkata (22.57°N, 88.37°E), India. MRR unravels the prevalence of significant biases in the typical power law relationship (Dm = aRb) between rain rate (R) and mass‐weighted mean drop diameter (Dm) along the rain height, especially during intense convective rain events, above the atmospheric boundary layer (ABL). Consequently, an alternative empirical relation appropriate to account for the R‐Dm variability above the ABL is proposed. Further, radiometric measurements and re‐analysis outputs reveal that the presence of atmospheric instabilities coupled with wind shear impacts above the ABL contributes to the enhanced breakup of raindrops and the deviations in the usual R‐Dm relationship. Thus, the present study intends to highlight the applicability of ground‐based radar measurements over the tropics to devise quantitative precipitation algorithms for reliable rain estimates.
Ka 波段微雨多普勒雷达是根据雨滴大小分布(DSD)研究降水微观结构剖面的有效工具。随高度变化明显的 DSD 参数表明了相关的大气现象。因此,本研究利用微雨雷达(MRR)和辐射测量数据,并辅以印度加尔各答(22.57°N,88.37°E)热带城市上空的再分析输出结果,努力揭示造成不同降雨微观结构演变的基本物理过程。MRR 揭示了降雨率(R)和质量加权平均雨滴直径(Dm)之间沿降雨高度的典型幂律关系(Dm = aRb)中普遍存在的显著偏差,特别是在强对流降雨事件期间,在大气边界层(ABL)上方。因此,提出了另一种适合解释 ABL 以上 R-Dm 变化的经验关系。此外,辐射测量和再分析结果表明,大气不稳定性的存在加上 ABL 上空的风切变影响,导致雨滴破裂加剧和通常 R-Dm 关系的偏差。因此,本研究旨在突出热带地区地基雷达测量的适用性,以设计降水定量算法,进行可靠的雨量估计。
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引用次数: 0
Electron density specification in the inner magnetosphere from the narrow band receiver onboard DSX 从 DSX 星载窄带接收器获取内磁层的电子密度规格
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023RS007907
Yi-Jiun Su;John A. Carilli;J. Brent Parham;Xiangning Chu;Ivan A. Galkin;Gregory P. Ginet
Electron density plays an important role in the study of wave propagation and is known to be associated with the index of refraction and radiation belt diffusion coefficients. The primary objective of our investigation is to explore the possibility of implementing an onboard signal processing algorithm to automatically obtain electron densities from the upper hybrid resonance traces of wave spectrograms for future missions. U-Net, developed for biomedical image segmentation, has been adapted as our deep learning architecture with results being compared with those extracted from a more traditional semi-automated method. As a product, electron densities and cyclotron frequencies for the entire DSX mission between 2019 and 2021 are acquired for further analysis and applications. Due to limited space measurements, a synthetic image generator based on data statistics and randomization is proposed as an initial step toward the development of a generative adversarial network in hopes of providing unlimited realistic data sources for advanced machine learning.
电子密度在波的传播研究中发挥着重要作用,而且已知电子密度与折射率和辐射带扩散系数有关。我们调查的主要目的是探索是否有可能实施一种机载信号处理算法,以便从波谱图的上混合共振迹线中自动获取电子密度,用于未来的任务。我们将为生物医学图像分割开发的 U-Net 用作深度学习架构,并将其结果与更传统的半自动方法提取的结果进行比较。作为产品,我们获得了2019年至2021年整个DSX任务的电子密度和回旋频率,以供进一步分析和应用。由于空间测量有限,提出了一种基于数据统计和随机化的合成图像生成器,作为开发生成式对抗网络的第一步,希望为高级机器学习提供无限的现实数据源。
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引用次数: 0
Processing of VLF amplitude measurements: Deduction of a quiet time seasonal variation 处理甚低频振幅测量:静默时间季节性变化的推导
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023RS007834
H. Schneider;V. Wendt;D. Banys;M. Clilverd;T. Raita
The amplitude of Very Low Frequency (VLF) transmissions propagating from transmitter to receiver between the Earth's surface and the ionospheric D-region is a useful measurement to detect changes in the ionization within the D-region ranging from 60 to 90 km. The VLF signal amplitude is disturbed by geomagnetic, solar, and atmospheric phenomena. To be able to identify perturbations in the VLF signal amplitude, we determine its averaged seasonal variation under quiet solar and geomagnetic conditions. Here it is challenging, that long time series of the VLF signal amplitude show significant jumps and outliers, which are caused artificially by technical adjustments/maintenance work. This paper presents a new approach for processing long VLF data time series over multiple years resulting in level 2 data. The new level 2 data enables the consideration of time series with artificial jumps since the jumps are leveled. Moreover, the outliers are removed by a robust and systematic 2-step outlier filtering. The average seasonal and diurnal variation for different transmitter-receiver combinations can be computed with the new level 2 data by applying a composite analysis. A subsequently applied polynomial fit obtains the quiet time lines for daytime and nighttime, representing the typical seasonal variation under undisturbed conditions of the VLF signal amplitude for each considered link. The developed quiet time lines may serve as a tool to determine perturbations of the VLF signal amplitude with solar and geomagnetic as well as atmospheric origin. Also, they allow comparison of the VLF signal amplitude variation for different transmitter-receiver links.
在地球表面和电离层 D 区之间从发射器传播到接收器的甚低频(VLF)传输振幅是探测 60 至 90 千米范围内 D 区电离变化的有用测量值。甚低频信号振幅受到地磁、太阳和大气现象的干扰。为了能够识别甚低频信号振幅的扰动,我们测定了其在安静的太阳和地磁条件下的平均季节变化。在这方面具有挑战性的是,甚低频信号振幅的长时间序列会出现明显的跳跃和异常值,这是技术调整/维护工作人为造成的。本文介绍了一种处理多年来长 VLF 数据时间序列的新方法,从而生成 2 级数据。新的第 2 级数据可以考虑具有人为跳变的时间序列,因为跳变是平移的。此外,离群值是通过稳健、系统的两步离群值过滤去除的。利用新的第 2 级数据,可以通过综合分析计算出不同发射机-接收机组合的平均季节和昼夜变化。随后应用多项式拟合得到昼间和夜间的静默时间线,代表了每个考虑链路的甚低频信号振幅在不受干扰条件下的典型季节变化。所绘制的静默时间线可作为一种工具,用于确定甚低频信号振幅的太阳、地磁和大气扰动。此外,还可以对不同发射机-接收机链路的甚低频信号振幅变化进行比较。
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引用次数: 0
Granite exposure mapping through Sentinel-2 visible and short wave infrared bands 通过哨兵-2 可见光和短波红外波段绘制花岗岩暴露图
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023RS007864
Nazir Jan;Nasru Minallah;Neelam Gohar;Naveed Jan;Shahid Khan;Salahuddin Khan;Mohammad Alibakhshikenari
Nonmetallic minerals like granite and limestone have calcite and biotitic ingredients as their major part which exhibit wonderful absorption features in the visible and short wave range of the electromagnetic spectrum. This research puts emphasis on delineating granite and limestone deposits of the Mardan district through the latest multispectral Landsat-9 and Sentinel-2 sensors of which the latter provided 94% mapping accuracy in delineating granites (biotitic bearing minerals) and limestone (calcite-bearing minerals). The Image processing techniques of minimum noise fraction, which is double cascaded principal components analysis and pixel purity index algorithms proved helpful to bring significant improvements in classification results and in the reduction of noise and data size. The outcomes of the research study show that supervised machine learning algorithms are impactful to map such minerals provided that the data must be well organized and limited in size. The results achieved were verified through validation steps like, (a) Independent reference data of high-resolution Google Earth maps and (b) Ground survey reports. Arc GIS 10.2 and Envi 5.3 software suite were used to create (a) ground truth points at random for accuracy assessment (b) portraying study area maps (c) Image Processing and Preprocessing tools and (d) implementation of machine learning algorithms. Access to the data and software suite is being provided for open research work.
花岗岩和石灰石等非金属矿物的主要成分是方解石和生物石,它们在电磁波谱的可见光和短波范围内表现出奇妙的吸收特征。这项研究的重点是通过最新的多光谱 Landsat-9 和 Sentinel-2 传感器对马尔丹地区的花岗岩和石灰石矿床进行划分,其中后者在花岗岩(含生物岩矿物)和石灰石(含方解石矿物)的划分方面提供了 94% 的测绘精度。事实证明,最小噪声分数图像处理技术(即双级联主成分分析和像素纯度指数算法)有助于显著改善分类结果,减少噪声和数据量。研究结果表明,有监督的机器学习算法对绘制此类矿物地图很有帮助,但前提是数据必须组织良好且规模有限。所取得的成果通过以下验证步骤进行了验证:(a)高分辨率谷歌地球地图的独立参考数据;(b)地面勘测报告。Arc GIS 10.2 和 Envi 5.3 套装软件用于创建:(a)用于准确性评估的随机地面实况点;(b)研究区域地图;(c)图像处理和预处理工具;以及(d)机器学习算法的实施。为开放研究工作提供了数据和软件套件。
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引用次数: 0
Micro rain radar and radiometric measurements to unravel contrasting features of rain microstructure below and above the boundary layer 微雨雷达和辐射测量揭示边界层以下和边界层以上雨微观结构的对比特征
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-01 DOI: 10.1029/2023RS007875
Gargi Rakshit;Rohit Chakraborty;Animesh Maitra
Ka-band Micro rain Doppler radar is an effective tool to investigate the profiles of precipitation microstructure in terms of the raindrop size distribution (DSD). The DSD parameters that vary appreciably with height are indicative of the associated atmospheric phenomena. Hence the present investigation endeavors to put light on the underlying physical processes responsible for the evolution of varied rain microstructure profiles using micro rain radar (MRR), and radiometric measurements complemented with re-analysis outputs over an urban tropical location, Kolkata (22.57°N, 88.37°E), India. MRR unravels the prevalence of significant biases in the typical power law relationship (Dm = aRb) between rain rate (R) and mass-weighted mean drop diameter (Dm) along the rain height, especially during intense convective rain events, above the atmospheric boundary layer (ABL). Consequently, an alternative empirical relation appropriate to account for the R-Dm variability above the ABL is proposed. Further, radiometric measurements and re-analysis outputs reveal that the presence of atmospheric instabilities coupled with wind shear impacts above the ABL contributes to the enhanced breakup of raindrops and the deviations in the usual R-Dm relationship. Thus, the present study intends to highlight the applicability of ground-based radar measurements over the tropics to devise quantitative precipitation algorithms for reliable rain estimates.
Ka 波段微雨多普勒雷达是根据雨滴大小分布(DSD)研究降水微观结构剖面的有效工具。随高度变化明显的 DSD 参数表明了相关的大气现象。因此,本研究利用微雨雷达(MRR)和辐射测量数据,并辅以印度加尔各答(22.57°N,88.37°E)热带城市上空的再分析输出结果,努力揭示造成不同降雨微观结构演变的基本物理过程。MRR 揭示了降雨率(R)和质量加权平均雨滴直径(Dm)之间沿降雨高度的典型幂律关系(Dm = aRb)中普遍存在的显著偏差,特别是在强对流降雨事件期间,在大气边界层(ABL)上方。因此,提出了另一种适合解释 ABL 以上 R-Dm 变化的经验关系。此外,辐射测量和再分析结果表明,大气不稳定性的存在加上 ABL 上空的风切变影响,导致雨滴破裂加剧和通常 R-Dm 关系的偏差。因此,本研究旨在突出热带地区地基雷达测量的适用性,以设计降水定量算法,进行可靠的雨量估计。
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引用次数: 0
Front matters 前方事项
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.1002/rds.21237
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引用次数: 0
Characterizing plasma peak density thickness in the ionosphere: A single-site multi-instrument study 电离层等离子体峰值密度厚度的特征:单站点多仪器研究
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.1029/2023RS007658
Mohamed O. Shammat;Bodo W. Reinisch;Ivan Galkin;Philip J. Erickson;Jay A. Weitzen;William C. Rideout
This paper introduces the Peak Density Thickness (PDT) formalism, a novel approach to representing the F2 layer's vertical electron density profile in the ionosphere. It diverges from the conventional “pointed-peak” model by suggesting a “broad-peak” or “flat-nose” profile where plasma density remains constant within an altitude interval χ. This theory is backed by independent observations, including a comprehensive data set from the Millstone Hill Incoherent Scatter Radar at the MIT Haystack observatory, spanning from 1993 to 2023, which illustrates the presence and diurnal variation of PDT. A single-day intensive cross-verification using Digisonde Portable Sounder DPS4D soundings of the sub-peak ionosphere has shown remarkable agreement in the measurements of the lower boundary of the χ interval and the peak density. This study suggests incorporating the flat-nose section χ into the F-region profile formalism. Such a shift could improve the accuracy of topside specifications derived from ground-based ionosonde measurements, enhancing our understanding of ionospheric plasma dynamics.
本文介绍了峰值密度厚度(PDT)形式,这是表示电离层中 F2 层垂直电子密度剖面的一种新方法。它有别于传统的 "尖峰 "模型,提出了一种 "宽峰 "或 "平鼻 "剖面,等离子体密度在高度区间 χ 内保持恒定。这一理论得到了独立观测数据的支持,其中包括麻省理工学院 Haystack 观测站 Millstone Hill 非相干散射雷达的综合数据集,时间跨度从 1993 年到 2023 年,这些数据说明了 PDT 的存在和昼夜变化。利用 Digisonde 便携式探测仪 DPS4D 对次峰值电离层进行的单日密集交叉验证表明,χ 间隔下边界和峰值密度的测量结果非常一致。这项研究建议将平鼻剖面 χ 纳入 F 区域剖面形式。这种转变可以提高地面电离层测量得出的顶部规格的准确性,加强我们对电离层等离子体动力学的了解。
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引用次数: 0
Calibration of an SKA-low prototype station using holographic techniques 利用全息技术校准 SKA-Low 原型站
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.1029/2023RS007847
Jishnu N. Thekkeppattu;Randall B. Wayth;Marcin Sokołowski
Performance of digitally beamformed phased arrays relies on accurate calibration of the array by obtaining gains of each antenna in the array. The stations of the Square Kilometer Array-Low (SKA-Low) are such digital arrays, where the station calibration is currently performed using conventional interferometric techniques. An alternative calibration technique similar to holography of dish based telescopes has been suggested in the past. In this paper, we develop a novel mathematical framework for holography employing tensors, which are multi-way data structures. Self-holography using a reference beam formed with the station under test itself and cross-holography using a different station to obtain the reference beam are unified under the same formalism. Besides, the relation between the two apparently distinct holographic approaches in the literature for phased arrays is shown, and we show that under certain conditions the two methods yield the same results. We test the various holographic techniques on an SKA-Low prototype station Aperture Array Verification System 2 (AAVS2) with the Sun as the calibrator. We perform self-holography of AAVS2 and cross-holography with simultaneous observations carried out with another station Engineering Development Array 2. We find the results from the holographic techniques to be consistent among themselves as well as with a more conventional calibration technique.
数字波束成形相控阵的性能取决于通过获取阵列中每个天线的增益对阵列进行精确校准。平方公里阵列-低(SKA-Low)的台站就是这样的数字阵列,目前使用传统的干涉测量技术进行台站校准。过去曾提出过一种类似于碟形望远镜全息技术的替代校准技术。在本文中,我们利用张量这种多向数据结构,为全息技术开发了一个新颖的数学框架。利用被测站自身形成的参考光束进行的自全息和利用不同站获得参考光束进行的交叉全息被统一在同一形式主义下。此外,我们还展示了相控阵文献中两种看似不同的全息方法之间的关系,并证明在某些条件下,这两种方法会产生相同的结果。我们在以太阳为校准器的 SKA-Low 原型站孔径阵列验证系统 2(AAVS2)上测试了各种全息技术。我们对 AAVS2 进行了自全息,并与另一个站工程开发阵列 2 同时进行了交叉全息观测。我们发现全息技术得出的结果相互一致,也与更传统的校准技术一致。
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引用次数: 0
An improved 3D numerical ray-tracing method for solving the spitze effects based on poeverlein's diagram 基于 Poeverlein 图的解决 Spitze 效应的改进型 3D 数值光线跟踪方法
IF 1.6 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-01 DOI: 10.1029/2022RS007583
Huan Song;Haiyin Qing;Jiyao Xu
The Spitze phenomenon is closely related to the Earth's magnetic field, and characterizes high-frequency (HF) rays propagating in the ionosphere. Specifically, when the reflection conditions are satisfied, HF rays are reflected perpendicular to the Earth's magnetic field. Studying the HF rays reflected from the Spitze region is important to indirectly learn about the ionosphere magnetic properties. The 3D numerical ray-tracing method is a widely used HF rays inversion technique. However, the conventional 3D Haselegrove numerical ray-tracing method can not trace the ordinary rays in the Spitze region back to the ground. Therefore, we improved the conventional ray-tracing method based on Poeverlein's diagram. The improved method can change the ordinary rays' propagation directions when they travel very close to the Spitze reflection point. In this way, the ordinary rays' propagation interruption caused by the Spitze can be eliminated. An example showing the ordinary and extraordinary rays traced by the conventional and improved ray-tracing methods under the quiet ionosphere is provided to validate the improvement. In addition, three disturbed ionospheric backgrounds with large-scale, medium-scale, and small-scale TIDs are designed to simulate various HF rays for further validation. The simulation results show that the Spitze exists in the quiet and disturbed ionosphere, and the improved ray-tracing method can properly solve the Spitze effects on the traced ordinary rays.
Spitze 现象与地球磁场密切相关,是电离层中传播的高频(HF)射线的特征。具体来说,当满足反射条件时,高频射线会垂直于地球磁场反射。研究从 Spitze 区域反射的高频射线对于间接了解电离层的磁特性非常重要。三维数值射线追踪法是一种广泛使用的高频射线反演技术。然而,传统的三维 Haselegrove 数值射线追踪方法无法将 Spitze 区域的普通射线追踪回地面。因此,我们根据 Poeverlein 图改进了传统的射线追踪方法。改进后的方法可以改变普通光线在非常接近 Spitze 反射点时的传播方向。这样,就可以消除 Spitze 造成的普通光线传播中断。为了验证这一改进,我们提供了一个示例,展示了在安静电离层下用传统和改进的光线追踪方法追踪到的普通光线和非常规光线。此外,还设计了大尺度、中尺度和小尺度 TID 的三种扰动电离层背景来模拟各种高频射线,以进一步验证。模拟结果表明,静电离层和扰动电离层中都存在 Spitze,改进后的光线跟踪方法可以正确解决普通光线跟踪中的 Spitze 效应。
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引用次数: 0
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Radio Science
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