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Short-term rainfall forecasting using GNSS-derived PWV and ZTD variations: case studies of four Hong Kong rainstorm events 利用gnss衍生的PWV及ZTD变化预测短期雨量:香港四次暴雨个案研究
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.038
Yu Chen , Guangxing Wang , Massimo Menenti
This study retrieves high-resolution atmospheric water vapor fields by processing Global Navigation Satellite System (GNSS) data from Hong Kong Continuously Operating Reference Stations (CORS) and six International GNSS Service (IGS) stations. Using the GAMIT software, we derived Precipitable Water Vapor (PWV) and Zenith Tropospheric Delay (ZTD) during four distinct heavy rainfall events. Statistical analysis reveals a strong temporal correlation between PWV/ZTD variations and observed rainfall. Based on these results, we propose two quantitative thresholds for short-term rainfall prediction: a PWV change rate exceeding ±10 mm/h and a ZTD change rate surpassing ±40 mm/h. These thresholds provide reliable indicators for estimating precipitation probability and intensity, demonstrating the practical value of GNSS-derived atmospheric parameters in nowcasting applications. The consistency of our findings with previous studies further supports the applicability of the proposed thresholds in operational meteorology.
本研究利用香港连续运行参考站(CORS)和6个国际GNSS服务站(IGS)的全球导航卫星系统(GNSS)数据,反演了高分辨率大气水汽场。利用GAMIT软件,我们得到了四个不同强降雨事件的可降水量(PWV)和天顶对流层延迟(ZTD)。统计分析表明,PWV/ZTD变化与观测降雨量具有较强的时间相关性。基于这些结果,我们提出了两个短期降雨预测的定量阈值:PWV变化率超过±10 mm/h和ZTD变化率超过±40 mm/h。这些阈值为估计降水概率和强度提供了可靠的指标,展示了gnss衍生大气参数在临近预报应用中的实用价值。我们的发现与先前研究的一致性进一步支持了所提出的阈值在业务气象学中的适用性。
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引用次数: 0
Geostrophic current estimation of the East Sea of the Korean peninsula using recent MSS and geoid data 利用最近的MSS和大地水准面数据估算朝鲜半岛东海的地转流
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.10.059
Jin Byeong Lee, Jinzhen Han, Kwang Bae Kim, Min Su Kim, Hong Sik Yun
This study utilized several models to analyze thermohaline circulation. Specifically, it employed mean sea surface (MSS) models DTU21, CLS22, and SDUST2020 which were derived by averaging open-source sea surface height data observed via satellite altimetry over a specified period. Additionally, geoid models calculated from gravity field observation data WHU-SEPU-GOGR2022S, EGM2008, and XGM2019e_2159 were incorporated. These models were subsequently used to compute the mean sea surface height and geoid height, from which sea surface topography was derived to facilitate the analysis of geostrophic current patterns. Surface currents are tracked using surface floats, but the overall flow is difficult to capture due to the influence of specific areas, wind direction, water temperature, etc. In this study, we analyzed the geostrophic current, and the results showed that the sea surface topography in the East Sea was calculated to be 28.8 m on average, and the average velocity of the geostrophic current was calculated to be 2.07 cm/sec.
本研究利用几种模式分析了温盐环流。具体而言,采用了DTU21、CLS22和SDUST2020平均海面(MSS)模型,这些模型是通过卫星测高在一定时期内观测到的开放源码海面高度数据进行平均得到的。利用重力场观测数据WHU-SEPU-GOGR2022S、EGM2008和XGM2019e_2159计算大地水准面模型。这些模型随后用于计算平均海面高度和大地水准面高度,并由此导出海面地形,以方便地转流模式的分析。利用水面浮子跟踪水面水流,但由于特定区域、风向、水温等因素的影响,整体水流难以捕捉。在本研究中,我们对地转流进行了分析,结果表明,计算得出东海海面地形平均为28.8 m,地转流平均流速为2.07 cm/sec。
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引用次数: 0
A reinforcement learning strategy with temporal graph convolutional network for large-volume leo imaging data networked transmission 基于时序图卷积网络的大容量leo影像数据网络传输强化学习策略
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.026
Jiawei Chen, Xiang Lin, Yingguo Chen, Lei He, Yang Sun, Yingwu Chen
The scheduling of large-volume LEO Imaging data transmission tasks—involving data relay through inter-satellite links and ultimate downlink to ground stations—constitutes a complex optimization problem due to increasing satellite constellations, task volumes, and intricate operational constraints. While existing strategies have addressed aspects of this challenge, current sub-packet transmission models exhibit critical limitations by permitting defective and incomplete sub-packets to reach ground stations, incurring substantial resource overhead through invalid operations that significantly compromise system efficiency and profit margins. To overcome these deficiencies, we propose an integrated temporal graph convolutional network (TGCN) and advantage actor-critic (A2C) reinforcement learning framework that uniquely leverages TGNNs to model dynamic satellite contact networks, capturing multidimensional node feature representations and transitive relationships while accommodating partial observability constraints. Our constraint-aware A2C component incorporates penalty mechanisms that actively disincentivize defective sub-packet transmission through negative reward structuring. Rigorous experimental validation under extended 24-h scheduling horizons with complex constraints demonstrates our method’s superiority over heuristic and reinforcement learning baselines, achieving 37.43 % higher profit margins through elimination of invalid transmissions, without increasing computational time, and enhanced constraint satisfaction in resource-limited environments.
大容量LEO成像数据传输任务的调度——包括通过卫星间链路的数据中继和最终下行到地面站的数据中继——由于卫星星座、任务量和复杂的操作约束的增加,构成了一个复杂的优化问题。虽然现有的策略已经解决了这一挑战的各个方面,但当前的子数据包传输模型存在严重的局限性,允许有缺陷和不完整的子数据包到达地面站,通过无效的操作导致大量的资源开销,严重损害了系统效率和利润率。为了克服这些缺陷,我们提出了一个集成的时间图卷积网络(TGCN)和优势参与者-评论家(A2C)强化学习框架,该框架独特地利用tgnn来模拟动态卫星接触网络,捕获多维节点特征表示和传递关系,同时适应部分可观察性约束。我们的约束感知A2C组件包含惩罚机制,通过负奖励结构主动抑制有缺陷的子包传输。在具有复杂约束的扩展24小时调度范围下的严格实验验证表明,我们的方法优于启发式和强化学习基线,通过消除无效传输,在不增加计算时间的情况下实现了37.43%的高利润率,并提高了资源有限环境下的约束满意度。
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引用次数: 0
Proposing a novel optimized dynamic sampling approach for enhancing land use classification and projection accuracy 提出了一种新的优化动态采样方法,以提高土地利用分类和投影精度
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.016
Ali Haji Elyasi, Mohsen Nasseri, Peyman Badiei
Accurate land use/land cover (LULC) classification and projection are essential for sustainable environmental planning, but are challenged by the limited availability of high‑quality training samples and a reliance on static sampling methods. This study addresses these challenges by developing an automated dynamic sampling approach that integrates Spectral Angle Mapping (SAM) with Adaptive Otsu Threshold Fine‑Tuning (AOFT), coupled with a hyperparameter‑optimized Random Forest (RF) classifier in Google Earth Engine (GEE). The method enables accurate training‑sample migration from the base year (2004) to the target years (2014 and 2024), addressing a critical gap in dynamic sample generation. Results show that SAM–AOFT achieves over 91 % accuracy in training‑sample migration between time points, underscoring the robustness of the migration process, which is driven by key spectral bands and indices, including the blue and red bands and MNDWI. When applied to the complex Anzali Wetland Basin using Landsat imagery, the dynamic sampling approach significantly improved classification accuracy compared with the traditional method. For 2014 and 2024, the dynamic LULC maps demonstrated an absolute 7 % increase in Kappa and 6 % increase in overall accuracy compared to the static approach. Additionally, LULC projections for 2030, 2040, and 2050 were generated with a Cellular Automata–Markov (CA-Markov) model based on the dynamic approach demonstrated strong reliability (Kappa = 0.88–0.93). These projections reveal substantial LULC changes, including 30 % built‑up expansion and 27 % water‑body reduction by 2050 compared with 2024. Overall, the proposed method markedly enhances LULC classification accuracy and projection reliability, providing an effective tool for environmental monitoring.
准确的土地利用/土地覆盖(LULC)分类和预测对可持续环境规划至关重要,但受到高质量训练样本可用性有限和依赖静态抽样方法的挑战。本研究通过开发一种自动动态采样方法来解决这些挑战,该方法将光谱角映射(SAM)与自适应大津阈值微调(AOFT)相结合,再加上谷歌Earth Engine (GEE)中的超参数优化随机森林(RF)分类器。该方法实现了从基准年(2004年)到目标年(2014年和2024年)的准确训练样本迁移,解决了动态样本生成的关键差距。结果表明,SAM-AOFT在时间点之间的训练样本迁移准确率超过91%,强调了迁移过程的鲁棒性,这是由关键光谱带和指标驱动的,包括蓝带和红带以及MNDWI。将动态采样方法应用于复杂的安扎里湿地盆地,与传统方法相比,该方法的分类精度显著提高。2014年和2024年,与静态方法相比,动态LULC地图的Kappa绝对提高了7%,总体精度提高了6%。此外,基于动态方法的元胞自动机-马尔可夫(CA-Markov)模型对2030、2040和2050年的LULC预测显示出很强的可靠性(Kappa = 0.88-0.93)。这些预测显示了巨大的LULC变化,包括与2024年相比,到2050年将增加30%,水体减少27%。总体而言,该方法显著提高了LULC分类精度和投影可靠性,为环境监测提供了有效工具。
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引用次数: 0
Aurorae and SAR arc dynamics during the substorm event. Magnetospheric phenomena in the plasmapause vicinity 亚暴事件期间的极光和SAR弧动态。等离子层顶附近的磁层现象
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.025
I.B. Ievenko
Stable auroral red (SAR) arcs are the consequence of interaction of energetic ions of the ring current with the plasmapause. The literature is dominated by the idea that SAR arcs are observed during the recovery phase of magnetic storms. Our previous studies of the subauroral luminosity at the Yakutsk meridian showed that auroral red arcs appear and/or brighten during the substorm expansion phase. This work presents for the first time the results of simultaneous observations with all-sky imagers of aurora dynamics at the Zhigansk station (CGMLat 62°, GMLon 196°) and formation of the SAR arc at the subauroral Maimaga station (CGMLat 58°, GMLon 202°). The event of February 15, 2018 with a minimum of SYM-H = −20 nT is considered, in which the red arc arose during the substorm growth phase after the IMF Bz southward turn. The longitudinal region of the expansion phase onset this substorm was located in the evening sector of 2000–2200 MLT.
The auroral bulge were expanding eastward in the MLT postmidnight hours, where the SAR arc brightening was observed from the western horizon to the east. At the same time, there was also an eastward movement of the glow ledges on the polar edge of the arc, the rays (corona) appeared and the luminosity pulsations were detected in the vicinity of the diffuse aurora boundary in the 557.7 nm emission. The Swarm-B satellite measured subauroral electron temperature peaks at latitudes of the SAR arc near the meridian of observations during the growth and recovery phases of the substorm. We show a probable relationship of the observed luminosity dynamics to the series of magnetospheric phenomena in the plasmapause vicinity.
稳定的极光红弧是环电流高能离子与等离子体顶相互作用的结果。文献中主要的观点是在磁暴恢复阶段观测到SAR弧。我们以前对雅库茨克子午线的亚极光亮度的研究表明,在亚暴扩展阶段,极光红弧出现和/或变亮。本文首次介绍了日甘斯克站(CGMLat 62°,GMLon 196°)全天成像仪同步观测极光动态的结果,以及Maimaga亚极光站(CGMLat 58°,GMLon 202°)SAR弧形成的结果。考虑了2018年2月15日最小SYM-H = - 20 nT的事件,其中红弧出现在IMF Bz向南转向后的次暴生长阶段。该次暴扩展相开始的纵向区域位于2000-2200 MLT的傍晚扇区。在午夜后的MLT时间里,极光凸起向东扩展,在那里,从西地平线到东观测到SAR弧变亮。与此同时,在557.7 nm发射波段,弧极边缘的辉光边缘也出现了向东移动,在弥漫性极光边界附近出现了射线(日冕)和光度脉动。在亚暴的生长和恢复阶段,Swarm-B卫星在观测子午线附近的SAR弧纬度测量了亚极光电子温度峰。我们显示了观测到的光度动力学与等离子体顶附近一系列磁层现象的可能关系。
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引用次数: 0
Adaptive gaining-sharing knowledge region coverage planning for multi-stratospheric airships in complex environments 复杂环境下多平流层飞艇自适应增益共享知识区域覆盖规划
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.066
Xing-han Liu, Ming Zhu, Yi-fei Zhang, Tian Chen
Region coverage planning of the multiple stratospheric airship (MSA) system has attracted wide attention. With increasing requirements on the continuous coverage capability of the MSA system, existing methods are not sufficient for MSA continuous coverage missions and struggle to respond to complex environments when considering multiple objectives. Therefore, an adaptive gaining-sharing knowledge planner is proposed. First, an integrated model is established on the unique demands of the MSAs together with multiple mission objectives, including renewable energy, region coverage, and so on. Besides, a location potential map is designed to enhance the airships’ perception of environmental information under a rolling horizon planning framework, such as time-varying and non-uniform wind fields and forbidden areas. Then, to elevate the solving efficiency of complex constrained multi-objective problems, a novel adaptive gaining-sharing knowledge optimizer with adaptive population size reduction (AGSK-APSR) is proposed to obtain optimal control inputs. The trajectories achieve coverage rates of over 99% in different simulation conditions within 24 h, with a decrease of 5.02% in average waypoint wind speed and the minimum energy consumption. The proposed method realizes a reduction of 10.17% in the comprehensive evaluation compared to the advanced AGSK optimization.
多平流层飞艇(MSA)系统的区域覆盖规划引起了广泛关注。随着对MSA系统连续覆盖能力要求的不断提高,现有方法已不能满足MSA连续覆盖任务的要求,且在考虑多目标时难以对复杂环境做出响应。为此,提出了一种自适应收益共享知识规划方法。首先,根据msa的独特需求,结合可再生能源、区域覆盖等多个任务目标,建立综合模型;此外,为了增强飞艇对时变非均匀风场、禁区等环境信息的感知,设计了位置势图。然后,为了提高复杂约束多目标问题的求解效率,提出了一种具有自适应种群大小缩减的自适应增益共享知识优化器(AGSK-APSR)来获得最优控制输入。不同模拟条件下轨迹在24 h内的覆盖率均在99%以上,平均航点风速和最小能耗下降5.02%。与先进的AGSK优化方法相比,该方法在综合评价中实现了10.17%的降低。
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引用次数: 0
Adaptive neural networks-based fixed-time fault-tolerant control for space manipulator with prescribed performance and input saturations 具有预定性能和输入饱和的空间机械臂自适应神经网络定时容错控制
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.067
Sheng Gao , Wei Zhang , Ting Li , Zhaoguang Wang
An adaptive fixed-time fault-tolerant prescribed performance control strategy for space manipulators trajectory tracking considering bounded external disturbances, parametric uncertainties, and input saturations is proposed in this paper. An improved prescribed performance function (PPF) is investigated to achieve better performance. The PPF and nonsingular fast terminal sliding mode control are used for solving actuator faults and saturations. Adaptive radial bias function neural networks are employed for approximation to effectively compensate for lumped uncertainties including unknown disturbances, parametric uncertainties, and system dynamics. Lyapunov theory is employed for a rigorous theoretical analysis of practical fixed-time stability and for realising the prescribed performance. The effectiveness of the proposed controller is demonstrated through numerical simulations. The proposed controller provides superior trajectory tracking performance while ensuring strong robustness against actuator faults and complex disturbances.
针对空间机械臂轨迹跟踪问题,提出了一种考虑有界外部干扰、参数不确定性和输入饱和的自适应定时容错预定性能控制策略。研究了一种改进的规定性能函数(PPF),以获得更好的性能。采用PPF和非奇异快速终端滑模控制来解决执行器故障和饱和问题。采用自适应径向偏置函数神经网络进行逼近,可有效补偿集总不确定性,包括未知扰动、参数不确定性和系统动力学。采用李亚普诺夫理论对实际的定时稳定性进行了严格的理论分析,并实现了规定的性能。通过数值仿真验证了所提控制器的有效性。该控制器在保证对执行器故障和复杂干扰具有较强鲁棒性的同时,提供了优越的轨迹跟踪性能。
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引用次数: 0
Preliminary design and analysis of a radar system model based-on a phased-array RF astro-receiver for space debris detection and tracking 基于相控阵射频天文接收机的空间碎片探测与跟踪雷达系统模型初步设计与分析
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.022
Lalida Tantiparimongkol , Ming Shen , Peng-qi Gao , Xiao-zhong Guo , Huan-huan Yu , Jia-wei Li , Jia-lang Ding , Yu-ting Chu , Ran Duan , You Zhao
Space debris detection and monitoring are increasingly critical due to the accelerated growth of orbital debris, particularly in low-Earth orbit (LEO). Most existing detection systems are complex and remain inaccessible for civilian or academic research. This study presents a conceptual radar design model that integrates a phased-array radio astronomy receiver, developed at the National Astronomical Observatories, Chinese Academy of Sciences, as the receiving element. The quasi-monostatic phased-array architecture is designed to enable debris detection at altitudes of up to 1,000 km. A feasibility analysis was conducted by optimising radar parameters and modelling system components, including transmit antenna configuration, waveform design, and digital signal processing functions. The results demonstrate detection capability for spherical debris as small as 6-cm in diameter at 1,000 km altitude, with extended performance for sub-10 cm debris within LEO up to 2,000 km. Cataloguing potential was further assessed utilising two-line element (TLE) data of representative LEO objects. The study contributes an accessible space monitoring infrastructure in support of global space sustainability.
由于轨道碎片,特别是近地轨道碎片的加速增长,空间碎片的探测和监测变得越来越重要。大多数现有的探测系统都很复杂,仍然无法用于民用或学术研究。本研究提出了一种概念雷达设计模型,该模型集成了中国科学院国家天文台开发的相控阵射电天文接收机作为接收元件。准单站相控阵结构设计用于在高达1,000公里的高度进行碎片检测。通过优化雷达参数和建模系统组件,包括发射天线配置、波形设计和数字信号处理功能,进行了可行性分析。结果表明,该系统具有在1000千米高空对直径小至6厘米的球形碎片进行探测的能力,并具有在近地轨道2000千米高空对直径小于10厘米的碎片进行探测的扩展性能。利用代表性LEO天体的双线元(TLE)数据进一步评估编目潜力。这项研究有助于建立便利的空间监测基础设施,以支持全球空间的可持续性。
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引用次数: 0
Target localisation using GNSS-R and Doppler bound estimation for NavIC-L5 reflected signal: a simulation-based approach 基于GNSS-R和多普勒界估计的NavIC-L5反射信号目标定位:基于仿真的方法
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.045
Bushra Ansari, Sanat K. Biswas
This work focuses on target tracking using GNSS-Reflectometry (GNSS-R) with NavIC-L5 multipath signals. After receiving the satellite signal, signal acquisition plays a crucial role in both Positioning, Navigation, and Timing (PNT) applications and reflectometry applications. In this study, we derive an expression for the Doppler frequency bound of NavIC-L5 multipath signals, which significantly improves signal acquisition efficiency. A grid-based analysis is performed to compute the Doppler frequencies for various surface target points within the NavIC service region. The estimated Doppler frequency bound significantly reduces the signal acquisition time by 70 % and 60 % for static and moving receiver scenarios, respectively, compared to acquisition using GPS Doppler bounds. Specifically, the Doppler frequency bound is found to be ±0.55 kHz for a static receiver and ±3.7 kHz for a moving receiver onboard a Low Earth Orbit (LEO) satellite travelling at 7.78 km/s. Furthermore, this work explores the application of GNSS-R for target tracking by leveraging bistatic range observations. The target location is estimated by optimizing three sets of bistatic ranges derived from multiple GNSS transmitters and a single receiver. The difference between the direct and reflected path lengths serves as a key observation for target tracking. Additionally, Position Dilution of Precision (PDOP) analysis is conducted to assess the accuracy of target localization using the GNSS-R technique. The Doppler bound calculation presented in this work is used to define the Doppler search range while performing the signal acquisition. It also helps to reduce the processing time for NavIC multipath signal acquisition during the GNSS-R analysis.
这项工作的重点是使用GNSS-Reflectometry (GNSS-R)与NavIC-L5多径信号进行目标跟踪。接收到卫星信号后,信号采集在定位、导航和授时(PNT)应用和反射测量应用中都起着至关重要的作用。在本研究中,我们推导了NavIC-L5多径信号的多普勒频率界表达式,显著提高了信号采集效率。基于网格的分析计算了NavIC服务区域内不同地表目标点的多普勒频率。与使用GPS多普勒边界进行采集相比,估计的多普勒频率边界在静态和移动接收机场景下分别显著减少了70%和60%的信号采集时间。具体地说,对于以7.78 km/s速度运行的低地球轨道(LEO)卫星上的静态接收机,多普勒频率界为±0.55 kHz,对于移动接收机,多普勒频率界为±3.7 kHz。此外,本工作还探讨了利用双基地距离观测,GNSS-R在目标跟踪中的应用。通过优化来自多个GNSS发射机和单个接收机的三组双基地距离来估计目标位置。直接路径长度和反射路径长度之间的差异是目标跟踪的关键观测值。此外,通过位置精度稀释(PDOP)分析来评估GNSS-R技术的目标定位精度。本工作中提出的多普勒边界计算用于在执行信号采集时定义多普勒搜索范围。它还有助于减少GNSS-R分析期间NavIC多径信号采集的处理时间。
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引用次数: 0
Integration of Jason-3, HY-2 series, and GPS observations for global ionospheric modeling with refined systematic biases Jason-3、HY-2系列和GPS观测的整合,用于精细系统偏差的全球电离层模拟
IF 2.8 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2026-02-01 DOI: 10.1016/j.asr.2025.11.034
Tieding Lu , Yang Zhang , Zhiping Chen , Wen Xie , Jianghe Chen , Ruchao Tan , Haiqing He , Kaiyun Lv
Global Ionospheric Maps (GIM) serve as an essential data product for investigating ionospheric responses to solar activity and mitigating ionospheric delays in navigation positioning. However, the uneven distribution of ground-based GPS stations, particularly the scarcity of stations over oceanic regions, results in substantially degraded accuracy in GIM products derived solely from ground-based GPS observations. To address this limitation, this study pioneers the integration of HaiYang-2 (HY-2) series observations with a latitude-dependent systematic bias calibration scheme, establishing a new global ionospheric TEC model that combines multi-altimetry satellite and GPS observations. Comparative analyses with conventional GPS-only TEC models demonstrate significant improvements in both stability and accuracy for GIM and Differential Code Bias (DCB) products. These findings provide valuable references for future TEC retrieval and global ionospheric modeling over oceanic regions using HY-2 series observations. Compared with the GIM products obtained from GPS-only observations, the mean model RMS, MAR, and RMSE of the GIM products from the proposed model are reduced by 40.64 %, 11.53 %, and 17.78 %, respectively, with the GIM products of the Chinese Academy of Sciences (CAS) as the reference. The mean STD and RMSE of the satellite DCB products are reduced by 2.73 % and 12.13 %, respectively, while the mean STD and MAE of the station DCB products are reduced by 8.00 % and 5.23 %. Additionally, the accuracy of DCB in the Southern Hemisphere, where station distribution is sparse, is significantly improved by 14.64 % after integrating multi-source altimetry satellite observations. Taking the measurements from five GPS stations that were not involved in the global ionospheric TEC modeling as references, the mean RMSE of the GIM products from the proposed model is reduced by 23.77 % and 14.72 % compared with those of the GIM products of CAS and GPS-only, respectively.
全球电离层地图(GIM)是研究电离层对太阳活动的响应和减轻导航定位电离层延迟的重要数据产品。然而,地面GPS站点分布不均匀,特别是海洋地区站点稀少,导致仅依靠地面GPS观测获得的GIM产品的精度大大降低。为了解决这一问题,本研究首次将海洋2号(hy2)系列观测与纬度相关的系统偏差校准方案整合,建立了一个结合多测高卫星和GPS观测的全球电离层TEC新模型。与传统的GPS-only TEC模型的比较分析表明,GIM和差分码偏差(DCB)产品的稳定性和准确性都有显着提高。这些发现为今后利用HY-2系列观测资料进行TEC反演和全球电离层模拟提供了有价值的参考。与仅使用gps观测得到的GIM产品相比,以中国科学院(CAS)的GIM产品为参考,该模型的平均模型RMS、MAR和RMSE分别降低了40.64%、11.53%和17.78%。卫星DCB产品的平均STD和RMSE分别降低了2.73%和12.13%,而台站DCB产品的平均STD和MAE分别降低了8.00%和5.23%。此外,在观测站分布稀疏的南半球,多源测高卫星观测数据整合后的DCB精度显著提高了14.64%。以未参与全球电离层TEC模拟的5个GPS站点的实测数据为参考,与仅使用CAS和GPS的GIM产品相比,该模型的平均RMSE分别降低了23.77%和14.72%。
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引用次数: 0
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Advances in Space Research
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