首页 > 最新文献

Satellite Navigation最新文献

英文 中文
A novel global grid model for soil moisture retrieval considering geographical disparity in spaceborne GNSS-R 考虑到机载 GNSS-R 的地理差异的新型全球土壤水分检索网格模型
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-09-02 DOI: 10.1186/s43020-024-00150-9
Liangke Huang, Anrong Pan, Fade Chen, Fei Guo, Haojun Li, Lilong Liu
Spaceborne global navigation satellite system-reflectometry has become an effective technique for Soil Moisture (SM) retrieval. However, the accuracy of global SM retrieval using a single model is limited due to the complexity of land surface. Introducing redundant ancillary data may also result in over-reliance problems. Therefore, we propose a method for SM retrieval that considers geographical disparities using the data from Cyclone GNSS (CYGNSS) observations and Soil Moisture Active and Passive (SMAP) product. Based on the CYGNSS effective reflectivity and ancillary datasets of SMAP, we establish five models for each grid with different parameters to achieve global SM retrieval. Subsequently, an optimal model, determined by the performance indicator, is used for SM retrieval. The results show that the root mean square error $$S_{mathrm{RMSE}}$$ with the improved method is decreased by 9.1% using SMAP SM as reference with the $$S_{mathrm{RMSE}}$$ = 0.040 cm3/cm3 compared with using single reflectivity-temperature-vegetation method. Additionally, using the in-situ SM of International Soil Moisture Network as reference, the overall correlation coefficient $$R$$ and $$S_{mathrm{RMSE}}$$ values with the improved method are 0.80 and 0.064 cm3/cm3, respectively. The average $$R$$ of the chosen sites is increased by 22.7%, and the average $$S_{mathrm{RMSE}}$$ is decreased by 8.7%. The results indicate that the improved method can better retrieve SM in both global and local scales without redundant auxiliary data.
空间全球导航卫星系统-反射测量已成为土壤水分(SM)检索的有效技术。然而,由于地表的复杂性,使用单一模型进行全球土壤水分检索的精度有限。引入冗余辅助数据还可能导致过度依赖问题。因此,我们提出了一种利用旋风全球导航卫星系统(CYGNSS)观测数据和土壤水分主动和被动(SMAP)产品考虑地理差异的 SM 检索方法。根据 CYGNSS 的有效反射率和 SMAP 的辅助数据集,我们为每个网格建立了五个具有不同参数的模型,以实现全球 SM 检索。随后,根据性能指标确定一个最佳模型,用于 SM 检索。结果表明,与使用单一的反射率-温度-植被法相比,以SMAP SM为参考,改进方法的均方根误差$S_{mathrm{RMSE}}$$降低了9.1%,即$S_{mathrm{RMSE}}$=0.040 cm3/cm3。此外,以国际土壤水分网络的原位 SM 为参考,改进方法的总体相关系数 $$R$$ 和 $$S_{mathrm{RMSE}}$ 值分别为 0.80 和 0.064 cm3/cm3。所选点位的平均 $$R$$ 增加了 22.7%,平均 $$S_{mathrm{RMSE}}$ 降低了 8.7%。结果表明,改进后的方法可以在没有冗余辅助数据的情况下,在全局和局部尺度上更好地检索 SM。
{"title":"A novel global grid model for soil moisture retrieval considering geographical disparity in spaceborne GNSS-R","authors":"Liangke Huang, Anrong Pan, Fade Chen, Fei Guo, Haojun Li, Lilong Liu","doi":"10.1186/s43020-024-00150-9","DOIUrl":"https://doi.org/10.1186/s43020-024-00150-9","url":null,"abstract":"Spaceborne global navigation satellite system-reflectometry has become an effective technique for Soil Moisture (SM) retrieval. However, the accuracy of global SM retrieval using a single model is limited due to the complexity of land surface. Introducing redundant ancillary data may also result in over-reliance problems. Therefore, we propose a method for SM retrieval that considers geographical disparities using the data from Cyclone GNSS (CYGNSS) observations and Soil Moisture Active and Passive (SMAP) product. Based on the CYGNSS effective reflectivity and ancillary datasets of SMAP, we establish five models for each grid with different parameters to achieve global SM retrieval. Subsequently, an optimal model, determined by the performance indicator, is used for SM retrieval. The results show that the root mean square error $$S_{mathrm{RMSE}}$$ with the improved method is decreased by 9.1% using SMAP SM as reference with the $$S_{mathrm{RMSE}}$$ = 0.040 cm3/cm3 compared with using single reflectivity-temperature-vegetation method. Additionally, using the in-situ SM of International Soil Moisture Network as reference, the overall correlation coefficient $$R$$ and $$S_{mathrm{RMSE}}$$ values with the improved method are 0.80 and 0.064 cm3/cm3, respectively. The average $$R$$ of the chosen sites is increased by 22.7%, and the average $$S_{mathrm{RMSE}}$$ is decreased by 8.7%. The results indicate that the improved method can better retrieve SM in both global and local scales without redundant auxiliary data.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"124 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142181522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the gain factors of 5G-assisted BDS RTK positioning in urban environments 城市环境中 5G 辅助 BDS RTK 定位的增益因素分析
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-26 DOI: 10.1186/s43020-024-00149-2
Weixiang Chen, Tengfei Wang, Zheng Yao, Mingquan Lu, Yi Wang, Cheng Li
The joint utilization of the Fifth Generation Communications Technology (5G) and the Global Navigation Satellite System (GNSS) serves as a promising solution to address the challenges associated with insufficient visible satellites and lower observation quality in urban environments. 5G allows for the angle and distance measurements, augmenting the performance of Real-Time Kinematic (RTK) positioning. To quantify the improvement of 5G observations on RTK positioning, this paper proposes a float solution gain factor and the Ambiguity Dilution of Precision (ADOP) gain factor. Based on these gain factors, the theoretical analysis and simulation are performed. This study designs an extended Kalman filter for 5G-assisted BeiDou Navigation Satellite System (BDS) RTK positioning, employing both the Full Ambiguity Resolution (FAR) and Partial Ambiguity Resolution (PAR) modes. Our experiment verified the effectiveness of 5G-assisted BDS RTK positioning in mitigating outlier occurrences and improving the ambiguity fixing rate as well as the positioning accuracy. In the FAR and PAR modes, the Three-Dimensional (3D) spatial accuracy increased by 48% and 18.8%, respectively, and the results are consistent with theoretical analysis based on gain factors. The fixing rate of RTK increased from 11.11% to 13.93%, while it increased from 32.58% to 44.43% for the PAR mode. The assistance of 5G observations reduced the median error for the FAR mode from over 1.3m to 0.9 m, and the third quartile from 2.1m to 1.05 m. For the PAR mode, the median error decreased from 0.5m to 0.12 m, and the third and fourth quartiles decreased from 0.65m to 0.38 m.
第五代通信技术(5G)和全球导航卫星系统(GNSS)的联合使用是解决城市环境中可视卫星不足和观测质量较低等相关挑战的一种有前途的解决方案。5G 允许进行角度和距离测量,增强了实时运动学(RTK)定位的性能。为了量化 5G 观测对 RTK 定位的改进,本文提出了浮动解增益因子和精度模糊稀释(ADOP)增益因子。基于这些增益因子,本文进行了理论分析和仿真。本研究为 5G 辅助北斗卫星导航系统(BDS)RTK 定位设计了扩展卡尔曼滤波器,同时采用了全模糊分辨率(FAR)和部分模糊分辨率(PAR)模式。我们的实验验证了 5G 辅助北斗卫星导航系统 RTK 定位在减少离群点出现、提高模糊度修正率和定位精度方面的有效性。在 FAR 和 PAR 模式下,三维(3D)空间精度分别提高了 48% 和 18.8%,结果与基于增益因子的理论分析一致。RTK 的固定率从 11.11% 提高到 13.93%,而 PAR 模式的固定率则从 32.58% 提高到 44.43%。在 5G 观测的帮助下,FAR 模式的中位误差从超过 1.3 米减小到 0.9 米,第三四分位误差从 2.1 米减小到 1.05 米;PAR 模式的中位误差从 0.5 米减小到 0.12 米,第三和第四四分位误差从 0.65 米减小到 0.38 米。
{"title":"Analysis of the gain factors of 5G-assisted BDS RTK positioning in urban environments","authors":"Weixiang Chen, Tengfei Wang, Zheng Yao, Mingquan Lu, Yi Wang, Cheng Li","doi":"10.1186/s43020-024-00149-2","DOIUrl":"https://doi.org/10.1186/s43020-024-00149-2","url":null,"abstract":"The joint utilization of the Fifth Generation Communications Technology (5G) and the Global Navigation Satellite System (GNSS) serves as a promising solution to address the challenges associated with insufficient visible satellites and lower observation quality in urban environments. 5G allows for the angle and distance measurements, augmenting the performance of Real-Time Kinematic (RTK) positioning. To quantify the improvement of 5G observations on RTK positioning, this paper proposes a float solution gain factor and the Ambiguity Dilution of Precision (ADOP) gain factor. Based on these gain factors, the theoretical analysis and simulation are performed. This study designs an extended Kalman filter for 5G-assisted BeiDou Navigation Satellite System (BDS) RTK positioning, employing both the Full Ambiguity Resolution (FAR) and Partial Ambiguity Resolution (PAR) modes. Our experiment verified the effectiveness of 5G-assisted BDS RTK positioning in mitigating outlier occurrences and improving the ambiguity fixing rate as well as the positioning accuracy. In the FAR and PAR modes, the Three-Dimensional (3D) spatial accuracy increased by 48% and 18.8%, respectively, and the results are consistent with theoretical analysis based on gain factors. The fixing rate of RTK increased from 11.11% to 13.93%, while it increased from 32.58% to 44.43% for the PAR mode. The assistance of 5G observations reduced the median error for the FAR mode from over 1.3m to 0.9 m, and the third quartile from 2.1m to 1.05 m. For the PAR mode, the median error decreased from 0.5m to 0.12 m, and the third and fourth quartiles decreased from 0.65m to 0.38 m.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"18 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142181523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A dual-base station constraint method to improve deformation monitoring precision consistency in strip regions 提高带状区域变形监测精度一致性的双基站约束方法
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-19 DOI: 10.1186/s43020-024-00148-3
Cheng Hou, Junbo Shi, Chenhao Ouyang, Jiming Guo, Jingui Zou
The precision of deformation monitoring with Global Navigation Satellite System (GNSS) relative positioning is significantly influenced by the distance between the monitoring and base stations. In long strip regions, the considerable differences in station spacing lead to inconsistent monitoring precision among multiple stations. This presents a challenge to accurately model and predict the deformation pattern. To tackle this issue, this paper introduces a novel dual-base station constraint method. This method integrates the baseline length constraint between two base stations into the conventional relative positioning model. The formulae of the proposed method are first derived in detail. Then the data collected at eight monitoring stations in two strip regions of 6 km and 8 km over a 28-day period are used to validate the effectiveness of the proposed method. The quantitative analysis of monitoring precision consistency indicators and hypothesis testing on the correlation between monitoring precision and station spacing are conducted. The results show that: (1) median values of the East, North, and Up consistency indicators are reduced from 2.14, 1.41, and 1.83 to 0.91, 0.67, and 0.55 and from 1.85, 1.85, and 2.32 to 0.69, 1.00, and 0.87, respectively, indicating monitoring precision consistency improvement for two case studies; (2) the absolute values of the correlation coefficients between monitoring precision and station spacing decrease from 0.99, 0.94, and 0.98 to 0.09, 0.36, and 0.32. Using the t-test with a significant level of 0.01, it is demonstrated that there is no significant correlation between monitoring precision and station spacing when employing the proposed method.
利用全球导航卫星系统(GNSS)相对定位进行形变监测的精度受到监测站和基站之间距离的很大影响。在长条形地区,台站间距的巨大差异导致多个台站的监测精度不一致。这给精确建模和预测变形模式带来了挑战。为解决这一问题,本文介绍了一种新颖的双基站约束方法。该方法将两个基站之间的基线长度约束整合到传统的相对定位模型中。首先详细推导了拟议方法的计算公式。然后,利用在 6 千米和 8 千米两个带状区域的八个监测站收集到的 28 天内的数据来验证所提方法的有效性。对监测精度一致性指标进行定量分析,并对监测精度与监测站间距的相关性进行假设检验。结果表明(1) 东、北、上一致性指标的中值分别从 2.14、1.41、1.83 降为 0.91、0.67、0.55,从 1.85、1.85、2.32 降为 0.69、1.00、0.(2) 监测精度与监测站间距之间相关系数的绝对值分别从 0.99、0.94 和 0.98 降至 0.09、0.36 和 0.32。用显著性水平为 0.01 的 t 检验表明,采用建议的方法时,监测精度与监测站间距之间没有显著的相关性。
{"title":"A dual-base station constraint method to improve deformation monitoring precision consistency in strip regions","authors":"Cheng Hou, Junbo Shi, Chenhao Ouyang, Jiming Guo, Jingui Zou","doi":"10.1186/s43020-024-00148-3","DOIUrl":"https://doi.org/10.1186/s43020-024-00148-3","url":null,"abstract":"The precision of deformation monitoring with Global Navigation Satellite System (GNSS) relative positioning is significantly influenced by the distance between the monitoring and base stations. In long strip regions, the considerable differences in station spacing lead to inconsistent monitoring precision among multiple stations. This presents a challenge to accurately model and predict the deformation pattern. To tackle this issue, this paper introduces a novel dual-base station constraint method. This method integrates the baseline length constraint between two base stations into the conventional relative positioning model. The formulae of the proposed method are first derived in detail. Then the data collected at eight monitoring stations in two strip regions of 6 km and 8 km over a 28-day period are used to validate the effectiveness of the proposed method. The quantitative analysis of monitoring precision consistency indicators and hypothesis testing on the correlation between monitoring precision and station spacing are conducted. The results show that: (1) median values of the East, North, and Up consistency indicators are reduced from 2.14, 1.41, and 1.83 to 0.91, 0.67, and 0.55 and from 1.85, 1.85, and 2.32 to 0.69, 1.00, and 0.87, respectively, indicating monitoring precision consistency improvement for two case studies; (2) the absolute values of the correlation coefficients between monitoring precision and station spacing decrease from 0.99, 0.94, and 0.98 to 0.09, 0.36, and 0.32. Using the t-test with a significant level of 0.01, it is demonstrated that there is no significant correlation between monitoring precision and station spacing when employing the proposed method.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"31 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142181525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-precision GPS orbit determination by integrating the measurements from regional ground stations and LEO onboard receivers 通过整合区域地面站和低地轨道机载接收器的测量结果确定高精度 GPS 轨道
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-12 DOI: 10.1186/s43020-024-00147-4
Kai Li, Chengpan Tang, Shanshi Zhou, Xiaogong Hu, Xuhua Zhou
High-precision Global Navigation Satellite System (GNSS) orbit and clock products are crucial for precise applications. An evenly distributed global network enables continuous tracking for GNSS satellites, while a regional network may result in tracking gaps in the areas where monitoring stations are not deployed. This also means that the orbit determination accuracy based on a regional network is not comparable to that with a global network. Integrating the measurements from regional ground stations and Low Earth Orbit (LEO) satellites onboard receivers is a potential approach for generating GNSS orbit and clock products with centimeter-level accuracy, which is particularly important for BDS and the local commercial providers relying on a regional network. In the integrated Precise Orbit Determination (POD), LEO satellites are used to compensate for the drawback of regional ground stations in the precise orbit and clock determination of GNSS satellites. To validate the role of LEO satellites in the orbit determination with a regional network, 6 International GNSS Service stations around China and 13 LEO satellites from January 20 to 26, 2019, including GRACE-C/D, SWARM-A/B/C, Jason-3, Sentinel-3A/B, and SAT-A/B/C/D/E are selected in this study to perform the integrated POD. The orbit and clock accuracies of GPS and LEO satellites are evaluated by comparison with precise products. The average Root Mean Square (RMS)of GPS orbit errors in the radial (R), along-track (T) and cross-track (N) directions are 2.27 cm, 3.45 cm, and 3.08 cm, respectively, and the clock accuracy is better than 0.15 ns based on a comparison with the final products provided by Center for Orbit Determination in Europe (CODE). The LEO orbit accuracy is better than 2 cm in the R direction, and the position errors are mostly within 4 cm. The results indicate that the integrated POD can generate high-precision orbit and clock products for GPS and LEO satellites based on regional network stations. Finally, the integrated POD products are assessed for Precise Point Positioning (PPP). Simulated kinematic PPP has a comparable performance in terms of the convergence time and positioning accuracy. With more LEO satellites available, the orbit and clock determination accuracy and PPP positioning accuracy can be improved.
高精度全球导航卫星系统(GNSS)轨道和时钟产品对精确应用至关重要。均匀分布的全球网络可对全球导航卫星系统卫星进行连续跟踪,而区域网络可能会在未部署监测站的地区造成跟踪空白。这也意味着基于区域网络的轨道确定精度无法与全球网络相比。将区域地面站和低地球轨道卫星机载接收器的测量结果进行整合是生成具有厘米级精度的全球导航卫星系统轨道和时钟产品的一种潜在方法,这对依赖区域网络的 BDS 和当地商业供应商尤为重要。在综合精确轨道确定(POD)中,低地轨道卫星用于弥补区域地面站在精确确定全球导航卫星系统卫星轨道和时钟方面的不足。为了验证低地轨道卫星在区域网络轨道测定中的作用,本研究选取了2019年1月20日至26日中国周边的6个国际GNSS服务站和13颗低地轨道卫星(包括GRACE-C/D、SWARM-A/B/C、Jason-3、Sentinel-3A/B和SAT-A/B/C/D/E)进行综合POD测定。通过与精确产品的比较,对 GPS 和低地轨道卫星的轨道和时钟精度进行了评估。根据与欧洲轨道测定中心(CODE)提供的最终产品的比较,GPS 轨道在径向(R)、沿轨(T)和跨轨(N)方向的平均均方根误差分别为 2.27 厘米、3.45 厘米和 3.08 厘米,时钟精度优于 0.15 ns。低地轨道的轨道精度在 R 方向优于 2 厘米,位置误差大多在 4 厘米以内。结果表明,综合 POD 可以根据区域网络站生成 GPS 和低地轨道卫星的高精度轨道和时钟产品。最后,对综合 POD 产品进行了精确点定位(PPP)评估。模拟运动学 PPP 在收敛时间和定位精度方面的性能相当。随着更多低地轨道卫星的出现,轨道和时钟确定精度以及 PPP 定位精度都可以得到提高。
{"title":"High-precision GPS orbit determination by integrating the measurements from regional ground stations and LEO onboard receivers","authors":"Kai Li, Chengpan Tang, Shanshi Zhou, Xiaogong Hu, Xuhua Zhou","doi":"10.1186/s43020-024-00147-4","DOIUrl":"https://doi.org/10.1186/s43020-024-00147-4","url":null,"abstract":"High-precision Global Navigation Satellite System (GNSS) orbit and clock products are crucial for precise applications. An evenly distributed global network enables continuous tracking for GNSS satellites, while a regional network may result in tracking gaps in the areas where monitoring stations are not deployed. This also means that the orbit determination accuracy based on a regional network is not comparable to that with a global network. Integrating the measurements from regional ground stations and Low Earth Orbit (LEO) satellites onboard receivers is a potential approach for generating GNSS orbit and clock products with centimeter-level accuracy, which is particularly important for BDS and the local commercial providers relying on a regional network. In the integrated Precise Orbit Determination (POD), LEO satellites are used to compensate for the drawback of regional ground stations in the precise orbit and clock determination of GNSS satellites. To validate the role of LEO satellites in the orbit determination with a regional network, 6 International GNSS Service stations around China and 13 LEO satellites from January 20 to 26, 2019, including GRACE-C/D, SWARM-A/B/C, Jason-3, Sentinel-3A/B, and SAT-A/B/C/D/E are selected in this study to perform the integrated POD. The orbit and clock accuracies of GPS and LEO satellites are evaluated by comparison with precise products. The average Root Mean Square (RMS)of GPS orbit errors in the radial (R), along-track (T) and cross-track (N) directions are 2.27 cm, 3.45 cm, and 3.08 cm, respectively, and the clock accuracy is better than 0.15 ns based on a comparison with the final products provided by Center for Orbit Determination in Europe (CODE). The LEO orbit accuracy is better than 2 cm in the R direction, and the position errors are mostly within 4 cm. The results indicate that the integrated POD can generate high-precision orbit and clock products for GPS and LEO satellites based on regional network stations. Finally, the integrated POD products are assessed for Precise Point Positioning (PPP). Simulated kinematic PPP has a comparable performance in terms of the convergence time and positioning accuracy. With more LEO satellites available, the orbit and clock determination accuracy and PPP positioning accuracy can be improved.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"75 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141930578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-frequency smartphone positioning performance evaluation: insights into A-GNSS PPP-B2b services and beyond 多频智能手机定位性能评估:对 A-GNSS PPP-B2b 服务及其他服务的启示
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-08-05 DOI: 10.1186/s43020-024-00146-5
Jiale Wang, Chuang Shi, Fu Zheng, Cheng Yang, Xu Liu, Shuo Liu, Ming Xia, Guifei Jing, Tuan Li, Wu Chen, Qingcheng Li, Yong Hu, Yuan Tian, Yunfeng Shan
In August 2023, Xiaomi unveiled the Redmi K60 Ultra, the first multi-frequency smartphone integrated with BeiDou-3 Navigation Satellite System Precise Point Positioning (PPP-B2b) services and employing PPP technology as the primary positioning method. The positioning enhancement service is provided by the Assisted Global Navigation Satellite System (A-GNSS) location platform developed by the China Academy of Information and Communications Technology. The signaling interaction between the server and the users strictly adheres to the Third Generation of Mobile Communications Technology Partnership Project Long-Term Evolution Positioning Protocol and the Open Mobile Alliance Secure User Plane Location framework. To comprehensively evaluate the Redmi K60 Ultra’s capabilities, this study designed six distinct experimental scenarios and conducted comprehensive research on multi-frequency and multi-GNSS observation noise, Time to First Fix (TTFF), as well as the performance of both GNSS-based and network-based positioning. Experimental results indicate that the GNSS chipset within the Redmi K60 Ultra has achieved a leading position in the consumer market concerning supported satellite constellations, frequencies, and observation accuracy, and is comparable to some low-cost GNSS receivers. A-GNSS positioning can reduce the TTFF from 30 to under 5 s, representing an improvement of over 85% in the cold start speed compared to a standalone GNSS mode. The positioning results show that the A-GNSS PPP-B2b service can achieve positioning performance with RMS errors of less than 1.5 m, 2.5 m, and 4 m in open-sky, realistic, and challenging urban environments. Compared to GNSS-based positioning, cellular network-based Observed Time Difference of Arrival (OTDOA) positioning achieves an accuracy ranging from tens to hundreds of meters in various experimental scenarios and currently functions primarily as coarse location determination. Additionally, this study explores the potential of the Three-Dimensional Mapping-Aided (3DMA) GNSS algorithm in detecting Non-Line-of-Sight signals and enhancing positioning performance. The results indicate that 3DMA PPP, as compared to conventional PPP, can significantly accelerate PPP convergence and improve positioning accuracy by over 30%. Consequently, 3D city models can be utilized as future assistance data for the A-GNSS location platform.
2023 年 8 月,小米发布了红米 K60 Ultra,这是首款集成北斗三号卫星导航系统精确点定位(PPP-B2b)服务并采用 PPP 技术作为主要定位方法的多频智能手机。定位增强服务由中国信息通信研究院开发的辅助全球导航卫星系统(A-GNSS)定位平台提供。服务器与用户之间的信令交互严格遵守《第三代移动通信技术合作伙伴项目长期演进定位协议》和《开放移动联盟安全用户平面定位框架》。为了全面评估红米 K60 Ultra 的性能,本研究设计了六个不同的实验场景,并对多频和多 GNSS 观测噪声、首次定位时间(TTFF)以及基于 GNSS 和基于网络的定位性能进行了全面研究。实验结果表明,红米 K60 Ultra 内的 GNSS 芯片组在支持的卫星星座、频率和观测精度方面在消费类市场处于领先地位,可与一些低成本 GNSS 接收器媲美。A-GNSS 定位可将 TTFF 从 30 秒缩短到 5 秒以内,与独立的 GNSS 模式相比,冷启动速度提高了 85% 以上。定位结果表明,A-GNSS PPP-B2b 服务可在开阔天空、现实和具有挑战性的城市环境中实现均方根误差小于 1.5 米、2.5 米和 4 米的定位性能。与基于全球导航卫星系统的定位相比,基于蜂窝网络的观测到达时间差(OTDOA)定位在各种实验场景中实现了从几十米到几百米不等的精度,目前主要用作粗略的位置确定。此外,本研究还探讨了三维映射辅助(3DMA)GNSS 算法在检测非视距信号和提高定位性能方面的潜力。结果表明,与传统的 PPP 相比,3DMA PPP 能显著加快 PPP 的收敛速度,并将定位精度提高 30% 以上。因此,三维城市模型可作为未来 A-GNSS 定位平台的辅助数据。
{"title":"Multi-frequency smartphone positioning performance evaluation: insights into A-GNSS PPP-B2b services and beyond","authors":"Jiale Wang, Chuang Shi, Fu Zheng, Cheng Yang, Xu Liu, Shuo Liu, Ming Xia, Guifei Jing, Tuan Li, Wu Chen, Qingcheng Li, Yong Hu, Yuan Tian, Yunfeng Shan","doi":"10.1186/s43020-024-00146-5","DOIUrl":"https://doi.org/10.1186/s43020-024-00146-5","url":null,"abstract":"In August 2023, Xiaomi unveiled the Redmi K60 Ultra, the first multi-frequency smartphone integrated with BeiDou-3 Navigation Satellite System Precise Point Positioning (PPP-B2b) services and employing PPP technology as the primary positioning method. The positioning enhancement service is provided by the Assisted Global Navigation Satellite System (A-GNSS) location platform developed by the China Academy of Information and Communications Technology. The signaling interaction between the server and the users strictly adheres to the Third Generation of Mobile Communications Technology Partnership Project Long-Term Evolution Positioning Protocol and the Open Mobile Alliance Secure User Plane Location framework. To comprehensively evaluate the Redmi K60 Ultra’s capabilities, this study designed six distinct experimental scenarios and conducted comprehensive research on multi-frequency and multi-GNSS observation noise, Time to First Fix (TTFF), as well as the performance of both GNSS-based and network-based positioning. Experimental results indicate that the GNSS chipset within the Redmi K60 Ultra has achieved a leading position in the consumer market concerning supported satellite constellations, frequencies, and observation accuracy, and is comparable to some low-cost GNSS receivers. A-GNSS positioning can reduce the TTFF from 30 to under 5 s, representing an improvement of over 85% in the cold start speed compared to a standalone GNSS mode. The positioning results show that the A-GNSS PPP-B2b service can achieve positioning performance with RMS errors of less than 1.5 m, 2.5 m, and 4 m in open-sky, realistic, and challenging urban environments. Compared to GNSS-based positioning, cellular network-based Observed Time Difference of Arrival (OTDOA) positioning achieves an accuracy ranging from tens to hundreds of meters in various experimental scenarios and currently functions primarily as coarse location determination. Additionally, this study explores the potential of the Three-Dimensional Mapping-Aided (3DMA) GNSS algorithm in detecting Non-Line-of-Sight signals and enhancing positioning performance. The results indicate that 3DMA PPP, as compared to conventional PPP, can significantly accelerate PPP convergence and improve positioning accuracy by over 30%. Consequently, 3D city models can be utilized as future assistance data for the A-GNSS location platform.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"73 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141930579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid early afterslip characteristics of the 2010 moment magnitude (Mw) 8.8 Maule earthquake determined with sub-daily GPS solutions 利用次日全球定位系统解决方案确定的 2010 年矩震级 (Mw) 8.8 级毛雷地震早期快速后滑动特征
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-07-29 DOI: 10.1186/s43020-024-00145-6
Kai Liu, Yangmao Wen, Jing Zeng, Jianghui Geng, Zhao Li, Caijun Xu
Ground surface deformations can be observed during the coseismic and postseismic periods. The accurate determination of displacements is of paramount importance for the assessment of the destructive power of large earthquakes and the characterization of fault behaviors. Therefore, we employ the sub-daily Global Positioning System (GPS) solutions at 19 GPS stations to determine the coseismic and postseismic deformations of the 2010 moment magnitude (Mw) 8.8 Maule earthquake. Using sub-daily GPS data, we can accurately measure both coseismic and early postseismic deformation signals, which can precisely identify the distribution of coseismic slip and the spatiotemporal evolution of early afterslip within the first 36 h. In particular, the sub-daily solution can provide more accurate and quicker results, nearly 10% smaller than those with the daily solution. Furthermore, there is significant ground motion in the immediate postseismic period, which decreases rapidly thereafter. The largest postseismic deformation observed during the first 2 h occurred at station CONZ and amounted to 3.6 cm. During the immediate postseismic period of the 2010 Maule earthquake, afterslip is the dominant mechanism, while poroelasticity plays a negligible role within the first 36 h. Meanwhile, early aftershocks tend to occur in the boundary and the inner part of the afterslip, indicating that the afterslip has the potential to drive the occurrence of aftershocks in the initial stages of postseismic activity.
地表变形可在共震期和后震期观测到。位移的精确测定对于评估大地震的破坏力和断层行为特征至关重要。因此,我们利用 19 个全球定位系统(GPS)站点的次日全球定位系统(GPS)解决方案来确定 2010 年矩级(Mw)8.8 莫尔地震的震中和震后变形。利用次日全球定位系统数据,我们可以精确测量共震和早期震后变形信号,从而精确确定前 36 小时内共震滑移的分布和早期后滑移的时空演变。此外,震后初期有明显的地面运动,随后迅速减小。震后 2 小时内观测到的最大变形发生在 CONZ 站,达 3.6 厘米。同时,早期余震往往发生在余震滑坡的边界和内部,这表明余震滑坡有可能在震后活动的初始阶段推动余震的发生。
{"title":"Rapid early afterslip characteristics of the 2010 moment magnitude (Mw) 8.8 Maule earthquake determined with sub-daily GPS solutions","authors":"Kai Liu, Yangmao Wen, Jing Zeng, Jianghui Geng, Zhao Li, Caijun Xu","doi":"10.1186/s43020-024-00145-6","DOIUrl":"https://doi.org/10.1186/s43020-024-00145-6","url":null,"abstract":"Ground surface deformations can be observed during the coseismic and postseismic periods. The accurate determination of displacements is of paramount importance for the assessment of the destructive power of large earthquakes and the characterization of fault behaviors. Therefore, we employ the sub-daily Global Positioning System (GPS) solutions at 19 GPS stations to determine the coseismic and postseismic deformations of the 2010 moment magnitude (Mw) 8.8 Maule earthquake. Using sub-daily GPS data, we can accurately measure both coseismic and early postseismic deformation signals, which can precisely identify the distribution of coseismic slip and the spatiotemporal evolution of early afterslip within the first 36 h. In particular, the sub-daily solution can provide more accurate and quicker results, nearly 10% smaller than those with the daily solution. Furthermore, there is significant ground motion in the immediate postseismic period, which decreases rapidly thereafter. The largest postseismic deformation observed during the first 2 h occurred at station CONZ and amounted to 3.6 cm. During the immediate postseismic period of the 2010 Maule earthquake, afterslip is the dominant mechanism, while poroelasticity plays a negligible role within the first 36 h. Meanwhile, early aftershocks tend to occur in the boundary and the inner part of the afterslip, indicating that the afterslip has the potential to drive the occurrence of aftershocks in the initial stages of postseismic activity.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"13 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multiple integer candidates ambiguity resolution: a unification ambiguity resolution algorithm 多整数候选数歧义解析:统一歧义解析算法
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-07-08 DOI: 10.1186/s43020-024-00141-w
Shengfeng Gu, Lizhe Fang, Weiping Jiang
Among all the ambiguity resolution techniques, the Full Ambiguity Resolution (FAR), Partial Ambiguity Resolution (PAR) and Best Integer Equivariant (BIE) estimator are widely used. Although the researches have been done on the different classes of ambiguity resolution, we still hope to find the relationships among these specific algorithms. In this work, we unify the PAR and FAR algorithms under a whole framework of BIE by applying multiple integer candidates. A concise estimation formula of the variance of Gaussian BIE estimator based on the variance of float solution and the probability distribution of the candidates is first derived. Then, we propose an algorithm named Multiple Integer Candidates Ambiguity Resolution (MICAR) to discover as many ambiguities in the BIE as possible that can be estimated more precisely by PAR (FAR) algorithm instead of BIE. In the experiments, we utilize the simulated data of GPS (Global Positioning System) + BDS (BeiDou Navigation Satellite System) + Galileo (Galileo navigation satellite system) to contrast the effects of MICAR and single candidate estimator, i.e., FAR. By taking the threshold of 5 cm at 95% confidence level as an example, MICAR accelerates the convergence process by about 3.0 min. When the positioning sequence converges, MICAR reduces the root mean square of the positioning error by 9.8% in horizontal directions and 3.5% in vertical direction, which is attributed to more fixed NL.
在所有模糊解决技术中,完全模糊解决(FAR)、部分模糊解决(PAR)和最佳整数等差(BIE)估计器得到了广泛应用。虽然对不同类别的模糊性解决方法都进行了研究,但我们仍希望找到这些具体算法之间的关系。在这项工作中,我们通过应用多整数候选,将 PAR 算法和 FAR 算法统一在 BIE 的整体框架下。首先,我们根据浮解的方差和候选数的概率分布,推导出了高斯 BIE 估计器方差的简明估计公式。然后,我们提出了一种名为 "多整数候选模糊度解析(MICAR)"的算法,以尽可能多地发现 BIE 中的模糊点,并用 PAR(FAR)算法代替 BIE 进行更精确的估计。在实验中,我们利用 GPS(全球定位系统)+ BDS(北斗卫星导航系统)+ Galileo(伽利略卫星导航系统)的模拟数据来对比 MICAR 和单一候选估计器(即 FAR)的效果。以置信度为 95% 的 5 厘米阈值为例,MICAR 使收敛过程加快了约 3.0 分钟。当定位序列收敛时,MICAR 在水平方向上将定位误差的均方根降低了 9.8%,在垂直方向上将定位误差的均方根降低了 3.5%,这归功于更固定的 NL。
{"title":"Multiple integer candidates ambiguity resolution: a unification ambiguity resolution algorithm","authors":"Shengfeng Gu, Lizhe Fang, Weiping Jiang","doi":"10.1186/s43020-024-00141-w","DOIUrl":"https://doi.org/10.1186/s43020-024-00141-w","url":null,"abstract":"Among all the ambiguity resolution techniques, the Full Ambiguity Resolution (FAR), Partial Ambiguity Resolution (PAR) and Best Integer Equivariant (BIE) estimator are widely used. Although the researches have been done on the different classes of ambiguity resolution, we still hope to find the relationships among these specific algorithms. In this work, we unify the PAR and FAR algorithms under a whole framework of BIE by applying multiple integer candidates. A concise estimation formula of the variance of Gaussian BIE estimator based on the variance of float solution and the probability distribution of the candidates is first derived. Then, we propose an algorithm named Multiple Integer Candidates Ambiguity Resolution (MICAR) to discover as many ambiguities in the BIE as possible that can be estimated more precisely by PAR (FAR) algorithm instead of BIE. In the experiments, we utilize the simulated data of GPS (Global Positioning System) + BDS (BeiDou Navigation Satellite System) + Galileo (Galileo navigation satellite system) to contrast the effects of MICAR and single candidate estimator, i.e., FAR. By taking the threshold of 5 cm at 95% confidence level as an example, MICAR accelerates the convergence process by about 3.0 min. When the positioning sequence converges, MICAR reduces the root mean square of the positioning error by 9.8% in horizontal directions and 3.5% in vertical direction, which is attributed to more fixed NL.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"8 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141567198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Navigation performance analysis of Earth–Moon spacecraft using GNSS, INS, and star tracker 使用全球导航卫星系统、INS 和星体跟踪器的地月航天器导航性能分析
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-07-01 DOI: 10.1186/s43020-024-00140-x
Dixing Wang, Tianhe Xu, Min Li, Yali Shi
Global Navigation Satellite System (GNSS) can provide an approach for spacecraft autonomous navigation in earth–moon space to make up for the insufficiency of earth-based tracking, telemetry, and control systems. However, its weak power and poor observation geometry near the moon causes new problems. After the GNSS signal characteristics and satellite visibility were evaluated in Phasing Orbit and Lunar Transfer Orbit, we proposed an adaptive Kalman filter based on the Carrier-to-Noise ratio (C/N0) and innovation vector to weaken the influence of GNSS accuracy attenuation as much as possible. The experimental results show that the spacecraft position and velocity accuracy are better than 10 m and 0.1 m/s near the Earth, and better than 50 m and approximately 0.2 m/s near the moon use GNSS with the proposed adaptive algorithms. Additionally, because of the deterioration of navigation performance based on the orbit filter during orbital maneuvering, we used accelerometer data to compensate for the dynamic model to maintain navigation performance. The results of the experiment provide a reference for subsequent studies.
全球导航卫星系统(GNSS)可以为航天器在地月空间的自主导航提供一种方法,以弥补地基跟踪、遥测和控制系统的不足。然而,其微弱的功率和在月球附近较差的观测几何形状带来了新的问题。在对相位轨道和月球转移轨道的 GNSS 信号特性和卫星能见度进行评估后,我们提出了一种基于载噪比(C/N0)和创新矢量的自适应卡尔曼滤波器,以尽可能削弱 GNSS 精度衰减的影响。实验结果表明,使用所提出的自适应算法,航天器的位置和速度精度在地球附近优于 10 米和 0.1 米/秒,在月球附近优于 50 米和约 0.2 米/秒。此外,由于轨道机动时基于轨道滤波器的导航性能会下降,我们使用加速度计数据对动态模型进行补偿,以保持导航性能。实验结果为后续研究提供了参考。
{"title":"Navigation performance analysis of Earth–Moon spacecraft using GNSS, INS, and star tracker","authors":"Dixing Wang, Tianhe Xu, Min Li, Yali Shi","doi":"10.1186/s43020-024-00140-x","DOIUrl":"https://doi.org/10.1186/s43020-024-00140-x","url":null,"abstract":"Global Navigation Satellite System (GNSS) can provide an approach for spacecraft autonomous navigation in earth–moon space to make up for the insufficiency of earth-based tracking, telemetry, and control systems. However, its weak power and poor observation geometry near the moon causes new problems. After the GNSS signal characteristics and satellite visibility were evaluated in Phasing Orbit and Lunar Transfer Orbit, we proposed an adaptive Kalman filter based on the Carrier-to-Noise ratio (C/N0) and innovation vector to weaken the influence of GNSS accuracy attenuation as much as possible. The experimental results show that the spacecraft position and velocity accuracy are better than 10 m and 0.1 m/s near the Earth, and better than 50 m and approximately 0.2 m/s near the moon use GNSS with the proposed adaptive algorithms. Additionally, because of the deterioration of navigation performance based on the orbit filter during orbital maneuvering, we used accelerometer data to compensate for the dynamic model to maintain navigation performance. The results of the experiment provide a reference for subsequent studies.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"212 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141511010","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-precision services of BeiDou navigation satellite system (BDS): current state, achievements, and future directions 北斗卫星导航系统(BDS)的高精度服务:现状、成就和未来方向
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-06-24 DOI: 10.1186/s43020-024-00143-8
Weiguang GAO, Wei Zhou, Chengpan Tang, Xingxing Li, Yongqiang Yuan, Xiaogong Hu
With the rapid development of technologies such as autonomous driving and robotic navigation, the demand for accurate and reliable positioning results with BDS has increased. The current status and future development of BDS high precision services are reviewed. The operational PPP-B2b of BDS-3 achieves positioning accuracy at decimeter-level within 14 min and has the drawbacks in regional coverage and long convergence time compared with the international counterparts, such as CLAS of QZSS and HAS of Galileo. A development frame for multi-layer BDS high-precision services is proposed by considering its construction cost, compatibility of user terminal, operating maintenance burden, and service level. The global high-precision service with the improved orbit and clock accuracy enhanced with the inter-satellite link is taken as the most fundamental layer. By incorporating inter-satellite link observations, the orbit errors URE and clock errors are significantly reduced to approximately 0.05 m and 0.16 ns, respectively, which will expand PPP service to global. Based on this, the regional PPP-AR and PPP-RTK services with improved convergence performance are taken as the second layer. With PPP-AR, the convergence time drops to 10 min. With PPP-RTK, the convergence time would be further shortened to less than 3 min. The LEO enhanced PPP service is taken as the third layer which overcomes both drawbacks of the long convergence time of the inter-satellite link enhanced service (the first layer) and the regional coverage of the PPP-AR/PPP-RTK services (the second layer). The simulation results show that by introducing a LEO constellation of 288 satellites, the LEO enhanced PPP can achieve positioning accuracy better than 5 cm within approximately 1 min. In addition, the integration of LEO constellation and PPP-RTK is further proposed to enable instantaneous convergence. The implementation challenges are also presented.
随着自动驾驶和机器人导航等技术的快速发展,人们对 BDS 的精确、可靠定位结果的要求也越来越高。本文回顾了 BDS 高精度服务的现状和未来发展。与 QZSS 的 CLAS 和 Galileo 的 HAS 等国际同类系统相比,BDS-3 的 PPP-B2b 在区域覆盖和收敛时间长方面存在缺陷。考虑到其建设成本、用户终端兼容性、运行维护负担和服务水平,提出了多层 BDS 高精度服务的发展框架。通过卫星间链路提高轨道和时钟精度的全球高精度服务被视为最基础的一层。通过结合卫星间链路观测,轨道误差URE 和时钟误差将分别大幅降低到约 0.05 m 和 0.16 ns,从而将 PPP 服务扩展到全球。在此基础上,将收敛性能得到改善的区域 PPP-AR 和 PPP-RTK 服务作为第二层。使用 PPP-AR 时,收敛时间降至 10 分钟。PPP-RTK 的收敛时间将进一步缩短至 3 分钟以内。LEO 增强型 PPP 服务作为第三层,克服了卫星间链路增强型服务(第一层)收敛时间长和 PPP-AR/PPP-RTK 服务(第二层)区域覆盖范围小的缺点。仿真结果表明,通过引入由 288 颗卫星组成的低地轨道星座,低地轨道增强型 PPP 可在约 1 分钟内实现优于 5 厘米的定位精度。此外,还进一步提出了 LEO 星座与 PPP-RTK 的整合,以实现瞬时收敛。此外,还提出了实施方面的挑战。
{"title":"High-precision services of BeiDou navigation satellite system (BDS): current state, achievements, and future directions","authors":"Weiguang GAO, Wei Zhou, Chengpan Tang, Xingxing Li, Yongqiang Yuan, Xiaogong Hu","doi":"10.1186/s43020-024-00143-8","DOIUrl":"https://doi.org/10.1186/s43020-024-00143-8","url":null,"abstract":"With the rapid development of technologies such as autonomous driving and robotic navigation, the demand for accurate and reliable positioning results with BDS has increased. The current status and future development of BDS high precision services are reviewed. The operational PPP-B2b of BDS-3 achieves positioning accuracy at decimeter-level within 14 min and has the drawbacks in regional coverage and long convergence time compared with the international counterparts, such as CLAS of QZSS and HAS of Galileo. A development frame for multi-layer BDS high-precision services is proposed by considering its construction cost, compatibility of user terminal, operating maintenance burden, and service level. The global high-precision service with the improved orbit and clock accuracy enhanced with the inter-satellite link is taken as the most fundamental layer. By incorporating inter-satellite link observations, the orbit errors URE and clock errors are significantly reduced to approximately 0.05 m and 0.16 ns, respectively, which will expand PPP service to global. Based on this, the regional PPP-AR and PPP-RTK services with improved convergence performance are taken as the second layer. With PPP-AR, the convergence time drops to 10 min. With PPP-RTK, the convergence time would be further shortened to less than 3 min. The LEO enhanced PPP service is taken as the third layer which overcomes both drawbacks of the long convergence time of the inter-satellite link enhanced service (the first layer) and the regional coverage of the PPP-AR/PPP-RTK services (the second layer). The simulation results show that by introducing a LEO constellation of 288 satellites, the LEO enhanced PPP can achieve positioning accuracy better than 5 cm within approximately 1 min. In addition, the integration of LEO constellation and PPP-RTK is further proposed to enable instantaneous convergence. The implementation challenges are also presented.","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"15 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141511011","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Amplitude scintillation detection with geodetic GNSS receivers leveraging machine learning decision tree 利用机器学习决策树对大地测量全球导航卫星系统接收器进行振幅闪烁探测
IF 11.2 1区 地球科学 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-06-03 DOI: 10.1186/s43020-024-00136-7
Wang Li, Yiping Jiang, Hongyuan Ji, Wenqiang Wei
The amplitude scintillation detection is typically achieved by using the scintillation index generated by dedicated and costly ionospheric scintillation monitoring receivers (ISMRs). Considering the large volume of common Global Navigation Satellite System (GNSS) receivers, this paper presents a strategy to accurately identify the ionospheric amplitude scintillation events utilizing the measurements collected with geodetic GNSS receivers. The proposed detection method relies on a pre-trained machine learning decision tree algorithm, leveraging the scintillation index computed from the carrier-to-noise data and elevation angles collected at 1-Hz. The experimental results using real data demonstrate a 99% accuracy in scintillation detection can be achieved. By combining advanced machine learning techniques with geodetic GNSS receivers, this approach is feasible to effectively detect ionospheric scintillation using non-scintillation GNSS receivers.
振幅闪烁探测通常通过使用昂贵的专用电离层闪烁监测接收器生成的闪烁指数来实现。考虑到普通全球导航卫星系统(GNSS)接收器数量庞大,本文提出了一种利用大地测量 GNSS 接收器收集的测量数据准确识别电离层振幅闪烁事件的策略。所提出的检测方法依赖于预先训练的机器学习决策树算法,利用从载波噪声数据和以 1 赫兹收集的仰角计算出的闪烁指数。使用真实数据的实验结果表明,闪烁检测的准确率可达 99%。通过将先进的机器学习技术与大地测量全球导航卫星系统接收器相结合,这种方法可以利用非闪烁全球导航卫星系统接收器有效探测电离层闪烁。
{"title":"Amplitude scintillation detection with geodetic GNSS receivers leveraging machine learning decision tree","authors":"Wang Li, Yiping Jiang, Hongyuan Ji, Wenqiang Wei","doi":"10.1186/s43020-024-00136-7","DOIUrl":"https://doi.org/10.1186/s43020-024-00136-7","url":null,"abstract":"The amplitude scintillation detection is typically achieved by using the scintillation index generated by dedicated and costly ionospheric scintillation monitoring receivers (ISMRs). Considering the large volume of common Global Navigation Satellite System (GNSS) receivers, this paper presents a strategy to accurately identify the ionospheric amplitude scintillation events utilizing the measurements collected with geodetic GNSS receivers. The proposed detection method relies on a pre-trained machine learning decision tree algorithm, leveraging the scintillation index computed from the carrier-to-noise data and elevation angles collected at 1-Hz. The experimental results using real data demonstrate a 99% accuracy in scintillation detection can be achieved. By combining advanced machine learning techniques with geodetic GNSS receivers, this approach is feasible to effectively detect ionospheric scintillation using non-scintillation GNSS receivers.\u0000","PeriodicalId":52643,"journal":{"name":"Satellite Navigation","volume":"68 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141254397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Satellite Navigation
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1