Journal of Applied Geodesy最新文献

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A new approach of multi-dimensional correlation as a separability measure of multiple outliers in GNSS applications 将多维相关性作为全球导航卫星系统应用中多个离群值可分离度量的新方法
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-03-18 DOI: 10.1515/jag-2023-0106
A. Almagbile
{"title":"A new approach of multi-dimensional correlation as a separability measure of multiple outliers in GNSS applications","authors":"A. Almagbile","doi":"10.1515/jag-2023-0106","DOIUrl":"https://doi.org/10.1515/jag-2023-0106","url":null,"abstract":"\u0000 <jats:p>Detecting and identifying outliers/failures in GNSS measurements has garnered significant attention among researchers aiming to enhance the quality of GNSS positioning and navigation. This study delves into the analysis of the separability of multiple outliers when single, double, and triple outliers occur in single-point positioning (SPP) measurements. To achieve this, a novel method includes introducing a multi-dimensional correlation coefficient among test statistics. This coefficient functions as a measure of outliers separability and, in turn, assesses the possible impact of outliers on other measurements. This multi-dimensional correlation approach is based on a nested correlation (<jats:inline-formula id=\"j_jag-2023-0106_ineq_001\">\u0000 <jats:alternatives>\u0000 <m:math xmlns:m=\"http://www.w3.org/1998/Math/MathML\" overflow=\"scroll\">\u0000 <m:msubsup>\u0000 <m:mrow>\u0000 <m:mi>ρ</m:mi>\u0000 </m:mrow>\u0000 <m:mrow>\u0000 <m:mtext>nested</m:mtext>\u0000 </m:mrow>\u0000 <m:mrow>\u0000 <m:mi>θ</m:mi>\u0000 <m:mo>,</m:mo>\u0000 <m:mi>φ</m:mi>\u0000 </m:mrow>\u0000 </m:msubsup>\u0000 </m:math>\u0000 <jats:tex-math>${rho }_{text{nested}}^{theta ,varphi }$</jats:tex-math>\u0000 <jats:inline-graphic xmlns:xlink=\"http://www.w3.org/1999/xlink\" xlink:href=\"graphic/j_jag-2023-0106_ineq_001.png\" />\u0000 </jats:alternatives>\u0000 </jats:inline-formula>) that explains the variations in test statistic values with and without common measurements in two pairs/combinations. The performance of the <jats:inline-formula id=\"j_jag-2023-0106_ineq_002\">\u0000 <jats:alternatives>\u0000 <m:math xmlns:m=\"http://www.w3.org/1998/Math/MathML\" overflow=\"scroll\">\u0000 <m:msubsup>\u0000 <m:mrow>\u0000 <m:mi>ρ</m:mi>\u0000 </m:mrow>\u0000 <m:mrow>\u0000 <m:mtext>nested</m:mtext>\u0000 </m:mrow>\u0000 <m:mrow>\u0000 <m:mi>θ</m:mi>\u0000 <m:mo>,</m:mo>\u0000 <m:mi>φ</m:mi>\u0000 </m:mrow>\u0000 </m:msubsup>\u0000 </m:math>\u0000 <jats:tex-math>${rho }_{text{nested}}^{theta ,varphi }$</jats:tex-math>\u0000 <jats:inline-graphic xmlns:xlink=\"http://www.w3.org/1999/xlink\" xlink:href=\"graphic/j_jag-2023-0106_ineq_002.png\" />\u0000","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140232631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preliminary results of scintillation monitoring at KLEF-Guntur low latitude station using GNSS software defined radio 利用全球导航卫星系统软件无线电在 KLEF-Guntur 低纬度站进行闪烁监测的初步结果
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-03-01 DOI: 10.1515/jag-2024-0004
Venkata Ramana Gandreti, S. Miriyala, Venkateswara Rao Tanneeru, Venkata Ratnam Devanaboyina, Kshitija Deshpande
{"title":"Preliminary results of scintillation monitoring at KLEF-Guntur low latitude station using GNSS software defined radio","authors":"Venkata Ramana Gandreti, S. Miriyala, Venkateswara Rao Tanneeru, Venkata Ratnam Devanaboyina, Kshitija Deshpande","doi":"10.1515/jag-2024-0004","DOIUrl":"https://doi.org/10.1515/jag-2024-0004","url":null,"abstract":"\u0000 Global Navigation Satellite Systems (GNSS) have become an integral part of modern life, supporting various applications, from precise positioning and navigation to timing and synchronization. However, GNSS signals are vulnerable to natural interferences including various atmospheric disturbances, with ionospheric scintillations being a significant challenge. Ionospheric scintillations, caused by irregularities in the Earth’s ionosphere, introduce rapid fluctuations in the amplitude and phase of GNSS signals. These fluctuations can severely degrade the accuracy and reliability of GNSS receivers, leading to positioning errors and navigation failures. Hence, it is crucial to develop effective mitigation strategies. One of the promising approaches to mitigate ionospheric scintillations is the utilization of Software Defined Radio (SDR) technology in GNSS receivers. SDR allows for real-time adaptation to changing signal conditions, enabling the receiver to detect scintillations and adjust its signal processing accordingly. This adaptability enhances the receiver’s stability against ionospheric disturbances, ensuring more robust and accurate positioning and navigation. In this paper, preliminary results of GNSS SDR (Make: iP-Solutions, Japan) installed at Koneru Lakshmaiah Education Foundation (KLEF), Vaddeswaram (Guntur) (16.44° N, 80.62° E) are presented. Amplitude scintillation index (S4) variations for different PRNs and subsequent positioning results are interpreted from April to September 2023. The results are compared and validated with those of the co-located Novatel GNSS receiver and NAVIC receiver. Most of the S4 variations correlate well with the S4 values from the Novatel and NAVIC receivers. S4 observations from the Septentrio receiver at Daytona Beach (Florida) are also presented. The results of SDR will be extended further for the development of scintillation mitigation algorithms. We plan to install an SDR and employ similar mitigation strategy at this location in the near future.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140087282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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 ionospheric anomalies before the Fukushima Mw 7.3 earthquake of March 16, 2022 2022 年 3 月 16 日福岛 7.3 级地震前的电离层异常分析
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-21 DOI: 10.1515/jag-2023-0105
Haocheng Li
{"title":"Analysis of ionospheric anomalies before the Fukushima Mw 7.3 earthquake of March 16, 2022","authors":"Haocheng Li","doi":"10.1515/jag-2023-0105","DOIUrl":"https://doi.org/10.1515/jag-2023-0105","url":null,"abstract":"\u0000 In order to study the coupling relationship between earthquakes and ionospheric disturbances, TEC data during the Mw 7.3 earthquake that occurred near Fukushima, Japan on March 16, 2022, were processed using global ionospheric data provided by the Center for Orbit Determination in Europe (CODE). In this paper, the sliding quartile interval method is used to eliminate solar activity in a 27-day window, including sunspot number (SSN), F10.7 cm radio flux (F10.7), total solar irradiation (TSI), solar wind velocity (Vsw) and geomagnetic activity. The impact of disturbance storm time index (DST) and global geomagnetic activity index (KP) on TEC anomaly disturbance can obtain more accurate TEC anomaly information. The results indicate that when the solar and geomagnetic activity cycles are inconsistent with the TEC anomalies on fifth day before the earthquake, the TEC anomalies above the epicenter are significantly greater than those observed in other regions, and the corresponding magnetic conjugate region is accompanied by anomalies, which is the characteristic of TEC anomalies caused by earthquakes. This means that the detected TEC anomalies can be used as a potential ionospheric precursors, indicating that the Fukushima earthquake is imminent.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140445170","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Geomagnetic storm effect on equatorial ionosphere over Sri Lanka through total electron content observations from continuously operating reference stations network during Mar–Apr 2022 通过 2022 年 3 月至 4 月期间连续运行的基准站网络观测到的电子总含量,分析地磁暴对斯里兰卡上空赤道电离层的影响
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-19 DOI: 10.1515/jag-2024-0009
Venuraj Thiruvarangan, J. Rajavarathan, S. Panda, Jayakody Arachichilage Swarnalatha Jayakody
{"title":"Geomagnetic storm effect on equatorial ionosphere over Sri Lanka through total electron content observations from continuously operating reference stations network during Mar–Apr 2022","authors":"Venuraj Thiruvarangan, J. Rajavarathan, S. Panda, Jayakody Arachichilage Swarnalatha Jayakody","doi":"10.1515/jag-2024-0009","DOIUrl":"https://doi.org/10.1515/jag-2024-0009","url":null,"abstract":"\u0000 The technological advancements in the current era have highlighted the increasing significance of satellite-based positioning, navigation, and timing services in a wide range of dynamic and critical applications. This has led to significant efforts towards enhancing the performance of global navigation satellite systems (GNSS) operating under challenging ionospheric conditions. The Sri Lankan ionosphere region is a focal point of equatorial aeronomy scientists, being situated in the southernmost landmass of the Indian longitude sector within the vicinity of the magnetic equator where a combination of electric, wind, and temperature dynamics exerts a substantial influence on the ionosphere but was relatively unexplored in the past. In the present work, we employed a Kriging interpolation technique on the total electron content (TEC) variables from ten GNSS receivers operating under the Continuously Operating Reference Stations (CORS) network in Sri Lanka first ever of its kind to deliver two-dimensional regional ionospheric TEC maps at hourly intervals, both during quiet and disturbed ionospheric conditions in the equinoctial March and April months of 2022. The latitudinal variation patterns are discernable from the hourly TEC maps. Furthermore, a comparative analysis of the performance of GNSS-derived TEC with that of the routinely published Global Ionospheric Maps (GIMs) confirms overestimation characteristics of the latter irrespective of the local time of observation. The generated regional ionospheric maps are fairly responsive to the onset of the storm and the recovery phase thereafter. The extent of nighttime ionospheric irregularity is also probed through the rate of TEC index (ROTI) variations, demonstrating that the irregularities were insignificant during the selected storm event.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139958870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementation of GAGAN augmentation on smart mobile devices and development of a cooperative positioning architecture 在智能移动设备上实施 GAGAN 增强技术并开发合作定位架构
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-16 DOI: 10.1515/jag-2023-0056
J. Rajavarathan, Guenther Retscher, Gajanan Karunanithy
{"title":"Implementation of GAGAN augmentation on smart mobile devices and development of a cooperative positioning architecture","authors":"J. Rajavarathan, Guenther Retscher, Gajanan Karunanithy","doi":"10.1515/jag-2023-0056","DOIUrl":"https://doi.org/10.1515/jag-2023-0056","url":null,"abstract":"\u0000 This study presents an Android-based cooperative positioning (CP) architecture to improve the GNSS positioning performance on mobile devices. SBAS (Satellite Based Augmentation System) augmentation increases positioning accuracies significantly by sharing corrections between SBAS-enabled and non-capable devices via wireless connection or using a central server. The Indian GAGAN (GPS Aided GEO Augmented Navigation) is employed and assessed in the experiments. If GAGAN corrections are applied, all three chosen mobile devices showed a positioning accuracy improvement of around 95 %. The average 2D RSME was reduced from 75.23 to 1.35 m for the single-frequency GNSS smartphone Xiaomi Redmi Note 8 and from 33.25 to 1.62 m for the dual-frequency Google Pixel 4. As expected, the third GIS mapping device, Stonex S70 tablet, showed the highest performance, achieving sub-meter positioning accuracies. Thus, the experiment has proven the suitability of GAGAN augmentation for mobile devices, providing positive insight for further development of the CP architecture.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139833389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementation of GAGAN augmentation on smart mobile devices and development of a cooperative positioning architecture 在智能移动设备上实施 GAGAN 增强技术并开发合作定位架构
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-16 DOI: 10.1515/jag-2023-0056
J. Rajavarathan, Guenther Retscher, Gajanan Karunanithy
{"title":"Implementation of GAGAN augmentation on smart mobile devices and development of a cooperative positioning architecture","authors":"J. Rajavarathan, Guenther Retscher, Gajanan Karunanithy","doi":"10.1515/jag-2023-0056","DOIUrl":"https://doi.org/10.1515/jag-2023-0056","url":null,"abstract":"\u0000 This study presents an Android-based cooperative positioning (CP) architecture to improve the GNSS positioning performance on mobile devices. SBAS (Satellite Based Augmentation System) augmentation increases positioning accuracies significantly by sharing corrections between SBAS-enabled and non-capable devices via wireless connection or using a central server. The Indian GAGAN (GPS Aided GEO Augmented Navigation) is employed and assessed in the experiments. If GAGAN corrections are applied, all three chosen mobile devices showed a positioning accuracy improvement of around 95 %. The average 2D RSME was reduced from 75.23 to 1.35 m for the single-frequency GNSS smartphone Xiaomi Redmi Note 8 and from 33.25 to 1.62 m for the dual-frequency Google Pixel 4. As expected, the third GIS mapping device, Stonex S70 tablet, showed the highest performance, achieving sub-meter positioning accuracies. Thus, the experiment has proven the suitability of GAGAN augmentation for mobile devices, providing positive insight for further development of the CP architecture.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139773856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the GPS signal multipath at ASG-EUPOS stations 关于 ASG-EUPOS 观测站的 GPS 信号多径问题
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-16 DOI: 10.1515/jag-2023-0090
D. Tomaszewski, R. Pelc-Mieczkowska, Jacek Rapiński
{"title":"On the GPS signal multipath at ASG-EUPOS stations","authors":"D. Tomaszewski, R. Pelc-Mieczkowska, Jacek Rapiński","doi":"10.1515/jag-2023-0090","DOIUrl":"https://doi.org/10.1515/jag-2023-0090","url":null,"abstract":"\u0000 The accuracy of the results of satellite measurements is influenced by many factors. One of them is the multipath phenomenon resulting from reflections of the satellite signal, mainly from objects in the vicinity of the GNSS antenna. The multipath remains a domain source of ranging errors in satellite positioning. Despite the groups of multipath mitigation methods, it is impossible to totally eliminate the influence of this error on the measurement results. This error has two main effects in the case of carrier phase differential positioning. First, the multipath increases the initial search space for correct ambiguities. Secondly, the accuracy of the vector solution between the reference station and the rover receiver is affected. The authors of this article analyzed the presence of multipath in the Polish network of permanent GNSS stations ASG-EUPOS. Data from the year 2021 were used for the analysis. Two computational strategies were adopted to determine the multipath. The pseudorange multipath observable combination (MP) for L1, L2 and L5 signals was used for code measurements. In the case of the carrier phase, multipath analyses of double-differenced L1, L2, and L5 carriers between neighbouring stations were performed. Based on the research, the average multipath level for the Polish GNSS reference stations network was determined. Stations where the levels of particular combinations exceed the assumed values were successively determined. Finally, multipath models in the form of sidereal maps were created. Based on these models, six stations were identified and recommended for further analysis concerning the impact of multipath on GNSS measurements.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140454877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a hybrid geoid model using a global gravity field model over Sri Lanka 利用斯里兰卡全球重力场模型开发混合大地水准面模型
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-02-01 DOI: 10.1515/jag-2023-0092
Dinithi Udarika Edirisinghe, Duminda Ranganath Welikanna, Thunendran Periyandy, Ranmalee Bandara
{"title":"Development of a hybrid geoid model using a global gravity field model over Sri Lanka","authors":"Dinithi Udarika Edirisinghe, Duminda Ranganath Welikanna, Thunendran Periyandy, Ranmalee Bandara","doi":"10.1515/jag-2023-0092","DOIUrl":"https://doi.org/10.1515/jag-2023-0092","url":null,"abstract":"\u0000 Sri Lanka is still in need of a well-defined local geoid model. This geoidal void has made present-day Global Navigation Satellite System (GNSS) surveys heavily dependent on Global Geopotential Models (GGMs) for height determination. Further, in many instances, the accuracy of GGMs have shown drawbacks in elevation determination over Sri Lanka. Therefore, the study focused on developing a hybrid geoid model (HGM) for Sri Lanka by integrating the available GGMs. Five high-resolution (2190°) GGMs; EGM2008, EIGEN-6C4, GECO, XGM2019e-2159, and SGG-UGM2 were employed to extract GGM-derived geoid undulation for 21 Fundamental Benchmarks (FBMs). The residuals (geoid height deviation) were calculated relative to the observed geoid undulation using GNSS/leveling on the FBMs. The data set was clustered based on topography, and residuals were adjusted using weighted least squares adjustment (LSA). The uneven distribution of the FBMs promotes topography-based clustering. EIGEN-6C4 is found to be the robust GGM for Sri Lanka to develop a hybrid approach, with a 0.001 m RMS value of estimated residuals in LSA. The resulting HGM was interpolated at 1 arc-second grid resolution (30 m × 30 m) using the Inverse Distance Weighted Interpolation. Regression lines were generated for the interpolated HGM with respect to the interpolated observed geoid undulation for 9 transects along the parallel passing through Mount Pedro and for the 16 transects along the meridian. The coefficient of determination on both lines is 0.999. HGM generated by EIGEN-6C4 has shown reliable RMS gradient and intercept values of 8.860078 × 10−9 and 0.0039239, respectively, in first-order polynomial fitting.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139686588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of ML-based classification algorithms for GNSS signals in ocean environment 评估海洋环境中基于 ML 的全球导航卫星系统信号分类算法
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-01-22 DOI: 10.1515/jag-2023-0091
Jyothsna S. R. S. Koiloth, D. S. Achanta, Padma Raju Koppireddy
{"title":"Evaluation of ML-based classification algorithms for GNSS signals in ocean environment","authors":"Jyothsna S. R. S. Koiloth, D. S. Achanta, Padma Raju Koppireddy","doi":"10.1515/jag-2023-0091","DOIUrl":"https://doi.org/10.1515/jag-2023-0091","url":null,"abstract":"\u0000 In the maritime environment, multipath interference exhibits a significantly pronounced influence, resulting in GNSS system performance degradation. Enhancing system performance involves the identification and elimination of NLOS signals. This study focuses on the analysis of multipath data induced by sea waves, collected off the coast of Kakinada Sea (16.98° N, 82.29° E), to categorize signals as Line-of-Sight (LOS), Non-Line-of-Sight (NLOS) and Multipath (MP). A machine learning (ML) approach is employed to identify the presence of LOS, NLOS and MP signals in a coastal environment, both before and after the advancement of tidal waves. In the proposed approach, ML algorithms are trained using 3 key parameters namely elevation angle, signal strength and pseudorange residuals. This study involves the implementation of 14 prominent supervised classification algorithms and their accuracies and computational times are compared. The results due to GPS (L1) and IRNSS (L5 and S1) are considered. Decision Tree and its ensemble function AdaBoost, exhibited exceptional performance of accuracy (99.99 %) and computational time (0.45 s).","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139608037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Practical implications in the interpolation methods for constructing the regional mean sea surface model in the eastern Mediterranean Sea 地中海东部区域平均海面模型内插方法的实际意义
IF 1.4
Journal of Applied Geodesy Pub Date : 2024-01-19 DOI: 10.1515/jag-2023-0070
M. Murshan, Balaji Devaraju, Balasubramanian Nagarajan, Onkar Dikshit
{"title":"Practical implications in the interpolation methods for constructing the regional mean sea surface model in the eastern Mediterranean Sea","authors":"M. Murshan, Balaji Devaraju, Balasubramanian Nagarajan, Onkar Dikshit","doi":"10.1515/jag-2023-0070","DOIUrl":"https://doi.org/10.1515/jag-2023-0070","url":null,"abstract":"\u0000 This investigation estimates a regional Mean Sea Surface (MSS) model, named SY21MSS, over the eastern Mediterranean Sea using satellite altimetry data from nine Exact Repeat Missions (ERM) and two Geodetic Missions (GM). Two interpolation methods, Least Squares Collocation (LSC) and Ordinary Kriging (OK), were employed, and statistical metrics were applied to assess their performance within a 15 km buffer from the coast. The comparison between LSC and OK techniques in the context of regional MSS modeling primarily centers on the covariance functions used by these methods. Furthermore, generalized cross-validation results indicate that OK outperforms LSC in this region. Consequently, the study recommends adopting the Kriging-based model for calculating regional MSS models in this region due to its superior performance. The investigation further explored the disparities between estimated regional MSS models and the global model DTU18MSS, highlighting a pronounced similarity between OK-SY21MSS and DTU18MSS, as evidenced by a lesser standard deviation (SD) difference compared to LSC-SY21MSS. The practical implications of this research underscore the importance of selecting an appropriate interpolation technique based on data characteristics and study area specifics. While both LSC and OK techniques are deemed viable for MSS modeling, the study emphasizes the superior performance of OK, particularly concerning covariance functions. Additionally, the results emphasize caution when applying global models in regions with significant local variations.","PeriodicalId":45494,"journal":{"name":"Journal of Applied Geodesy","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139613437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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