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The improved artificial bee colony algorithm for mixed additive and multiplicative random error model and the bootstrap method for its precision estimation 加乘混合随机误差模型的改进人工蜂群算法及其精度估计的bootstrap方法
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.04.005
Leyang Wang , Shuhao Han

To solve the complex weight matrix derivative problem when using the weighted least squares method to estimate the parameters of the mixed additive and multiplicative random error model (MAM error model), we use an improved artificial bee colony algorithm without derivative and the bootstrap method to estimate the parameters and evaluate the accuracy of MAM error model. The improved artificial bee colony algorithm can update individuals in multiple dimensions and improve the cooperation ability between individuals by constructing a new search equation based on the idea of quasi-affine transformation. The experimental results show that based on the weighted least squares criterion, the algorithm can get the results consistent with the weighted least squares method without multiple formula derivation. The parameter estimation and accuracy evaluation method based on the bootstrap method can get better parameter estimation and more reasonable accuracy information than existing methods, which provides a new idea for the theory of parameter estimation and accuracy evaluation of the MAM error model.

为解决使用加权最小二乘法估计混合加性与乘性随机误差模型(MAM误差模型)参数时的复杂权矩阵导数问题,采用改进的无导数人工蜂群算法和自举法对MAM误差模型进行参数估计和精度评估。改进的人工蜂群算法基于准仿射变换思想构造新的搜索方程,实现了对个体的多维更新,提高了个体之间的协作能力。实验结果表明,该算法基于加权最小二乘准则,无需多次公式推导即可得到与加权最小二乘方法一致的结果。基于自提法的参数估计和精度评价方法比现有方法能得到更好的参数估计和更合理的精度信息,为MAM误差模型的参数估计和精度评价理论提供了新的思路。
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引用次数: 3
Extraction and analysis of tree canopy height information in high-voltage transmission-line corridors by using integrated optical remote sensing and LiDAR 基于光学遥感和激光雷达的高压输电在线走廊树冠高度信息提取与分析
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.008
Jinpeng Hao , Xiuguang Li , Hong Wu , Kai Yang , Yumeng Zeng , Yu Wang , Yuanjin Pan

Traditional inspection methods cannot quickly and accurately monitor tree barriers and safeguard the transmission lines. To solve these problems, in this study, we proposed a rapid canopy height information extraction method using optical remote sensing and LiDAR, and used UAV optical imagery with LiDAR to monitor the height of trees in a university and a high-voltage transmission line corridor in the Ningxia region. The results showed that the relative error of tree height extraction using UAV optical images was less than 5%, and the lowest relative error was 0.11%. The determination coefficient R2 between the optical image tree height extraction results and the measured tree height was 0.97, thus indicating a high correlation for both. In the field of tree barrier monitoring, the determination coefficient R2 of tree height extracted using airborne LiDAR point cloud, and canopy height model (CHM) and of the measured tree height were 0.947 and 0.931, respectively. The maximum and minimum relative error in tree height extraction performed using point cloud was 2.91% and 0.2%, respectively, with an extraction accuracy of over 95%. The experimental results demonstrated that it is feasible to use UAV optical remote sensing and LiDAR in monitoring tree barriers and tree height information extraction quickly and accurately, which is of great significance for the risk assessment and early warning of tree barriers in transmission-line corridors.

传统的检测方法无法快速准确地监测树木屏障,保障输电线路安全。针对这些问题,本研究提出了一种基于光学遥感和激光雷达的快速树冠高度信息提取方法,并利用无人机光学图像和激光雷达对宁夏地区某高校和某高压输电线路走廊的树木高度进行了监测。结果表明:利用无人机光学影像提取树高的相对误差小于5%,最低相对误差为0.11%;光学图像树高提取结果与实测树高的决定系数R2为0.97,两者具有较高的相关性。在树障监测领域,利用机载LiDAR点云提取的树高确定系数R2和测量树高的冠层高度模型(CHM)确定系数R2分别为0.947和0.931。点云提取树高的最大和最小相对误差分别为2.91%和0.2%,提取精度在95%以上。实验结果表明,利用无人机光学遥感和激光雷达快速准确地监测树木屏障和提取树木高度信息是可行的,这对传输线廊道树木屏障的风险评估和预警具有重要意义。
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引用次数: 1
Local geoid modeling in the central part of Java, Indonesia, using terrestrial-based gravity observations 利用地面重力观测在印度尼西亚爪哇岛中部建立局部大地水准面模型
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.007
Rahayu Lestari , Brian Bramanto , Kosasih Prijatna , Arisauna M. Pahlevi , Widy Putra , Raa Ina Sidrotul Muntaha , Febriananda Ladivanov

The Global Navigation Satellite System (GNSS) positioning method has been significantly developed in geodetic surveying. However, the height obtained through GNSS observations is given in a geodetic height system that needs to be converted to orthometric height for engineering applications. Information on geoid height, which can be calculated using the global geopotential mode, is required to convert such GNSS observations into orthometric height. However, its accuracy is still insufficient for most engineering purposes. Therefore, a reliable geoid model is essential, especially in areas growing fast, e.g., the central part of Java, Indonesia. In this study, we modeled the local geoid model in the central part of Java, Indonesia, using terrestrial-based gravity observations. The Stokes' formula with the second Helmert's condensation method under the Remove-Compute-Restore approach was implemented to model the geoid. The comparison between our best-performing geoid model and GNSS/leveling observations showed that the standard deviation of the geoid height differences was estimated to be 4.4 cm. This geoid result outperformed the commonly adopted global model of EGM2008 with the estimated standard deviation of geoid height differences of 10.7 cm.

全球卫星导航系统(GNSS)定位方法在大地测量中得到了显著的发展。然而,通过GNSS观测获得的高度是在大地测量高度系统中给出的,在工程应用中需要将其转换为正测高度。要将这些GNSS观测值转换为正测高度,需要使用全球位势模式计算大地水准面高度信息。然而,它的精度仍然不足以满足大多数工程目的。因此,可靠的大地水准面模型至关重要,特别是在发展迅速的地区,例如印度尼西亚爪哇中部地区。在本研究中,我们利用地面重力观测对印度尼西亚爪哇中部的局部大地水准面模型进行了建模。采用Stokes公式和第二Helmert凝聚法在Remove-Compute-Restore方法下对大地水准面进行建模。将我们的最佳大地水准面模型与GNSS/水准观测结果进行比较,估计大地水准面高差的标准差为4.4 cm。该大地水准面结果优于常用的EGM2008全球模型,估计大地水准面高差的标准差为10.7 cm。
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引用次数: 0
The gravity field and gravity data reduction across the continental area of Nigeria 尼日利亚大陆地区重力场和重力数据缩减
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.09.003
Oluwatimilehin B. Balogun , Isaac B. Osazuwa

This research presents the variation of the gravity field and associated gravity field components over the continental area of Nigeria to provide data for geoscience research, geodetic and engineering works, aerodynamic studies and deep crustal inferences. Accurate positions and elevations were observed at 58 of the 59 base stations of the Primary Gravity Network of Nigeria (PGNN), whose absolute gravity values had been accurately determined. The absolute gravity values were plotted against their respective positions to reveal the distribution pattern and strength of the gravity field within the study area. Theoretical gravity values at each base station were generated using the Somigliana's equation. The free-air gravity and free-air anomaly gravity values were generated with respect to the World Geodetic System 1984 (WGS84) ellipsoid using GPS-derived elevation data. Then, the perturbing potential, free-air gravity with respect to the geoid, and the indirect effects were evaluated. The average of the indirect effects was used to adjust the WGS84 gravity formula to produce a gravity formula that better approximates the geoid across the continental area of Nigeria, compatible with the heights measured relative to the geoid, which can serve as a reference for establishing a vertical height control. The Bouguer gravity and Bouguer gravity anomalies across Nigeria revealed a “trans-southern gravity high strip” interpreted to be associated with mantle upwelling. Two new major mega-lineaments related to mantle upwelling were mapped. A batholith province trending NW–SE was delineated, occurring from north central Nigeria to the north western region and containing closures of “Bouguer gravity lows” interpreted as batholiths. A separate closure of “Bouguer gravity low” was detected at Azare, north eastern Nigeria, which may be due to the presence of intrusive granitic body. It is recommended that the mantle structure beneath “the trans-southern gravity high strip”, “delineated batholith province” and “isolated gravity closures” around the northeast of Nigeria should be studied from seismic shear wave splitting analysis for better understanding of the deep lithospheric structures and moho relief.

该研究展示了尼日利亚大陆地区重力场及其相关分量的变化,为地球科学研究、大地测量和工程工作、空气动力学研究和深部地壳推断提供了数据。尼日利亚初级重力网(PGNN)的59个基站中有58个观测到了准确的位置和高度,这些基站的绝对重力值已经得到了准确的确定。将重力绝对值与其对应的位置相对应,以揭示研究区内重力场的分布格局和强度。每个基站的理论重力值是使用Somigliana方程生成的。利用gps高程数据在世界大地测量系统1984 (WGS84)椭球上生成自由空气重力和自由空气异常重力值。然后,对扰动势、自由空气重力相对于大地水准面和间接效应进行了评价。利用间接效应的平均值对WGS84重力公式进行了调整,得到了一个更接近尼日利亚大陆大地水准面的重力公式,该重力公式与相对于大地水准面测量的高度相一致,可作为建立垂直高度控制的参考。尼日利亚的布格重力和布格重力异常揭示了一个“跨南重力高带”,被解释为与地幔上涌有关。绘制了两个与地幔上涌有关的大型新地貌。在尼日利亚中北部至西北部地区,圈定了一个走向NW-SE的基省,其中包含被解释为基岩的“布格重力低压”闭包。在尼日利亚东北部的Azare发现了一个单独的“bouger重力低”闭合,这可能是由于侵入花岗岩体的存在。建议通过地震横波分裂分析研究尼日利亚东北部“跨南重力高带”、“圈定基省”和“孤立重力闭包”下的地幔结构,以更好地理解深部岩石圈结构和莫霍地形。
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引用次数: 3
Coastal bathymetry inversion using SAR-based altimetric gravity data: A case study over the South Sandwich Island 基于sar的高程重力数据的海岸测深反演:以南桑威奇岛为例
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.10.001
Yihao Wu , Junjie Wang , Xiufeng He , Yunlong Wu , Dongzhen Jia , Yueqian Shen

The global bathymetry models are usually of low accuracy over the coastline of polar areas due to the harsh climatic environment and the complex topography. Satellite altimetric gravity data can be a supplement and plays a key role in bathymetry modeling over these regions. The Synthetic Aperture Radar (SAR) altimeters in the missions like CryoSat-2 and Sentinel-3A/3B can relieve waveform contamination that existed in conventional altimeters and provide data with improved accuracy and spatial resolution. In this study, we investigate the potential application of SAR altimetric gravity data in enhancing coastal bathymetry, where the effects on local bathymetry modeling introduced from SAR altimetry data are quantified and evaluated. Furthermore, we study the effects on bathymetry modeling by using different scale factor calculation approaches, where a partition-wise scheme is implemented. The numerical experiment over the South Sandwich Islands near Antarctica suggests that using SAR-based altimetric gravity data improves local coastal bathymetry modeling, compared with the model calculated without SAR altimetry data by a magnitude of 3.55 m within 10 km of offshore areas. Moreover, by using the partition-wise scheme for scale factor calculation, the quality of the coastal bathymetry model is improved by 7.34 m compared with the result derived from the traditional method. These results indicate the superiority of using SAR altimetry data in coastal bathymetry inversion.

由于极地地区恶劣的气候环境和复杂的地形,全球测深模式在极地地区的海岸线上精度较低。卫星测高重力数据可以作为补充,并在这些地区的水深模拟中发挥关键作用。在CryoSat-2和Sentinel-3A/3B等任务中使用的合成孔径雷达(SAR)高度计可以消除传统高度计存在的波形污染,并提供更高精度和空间分辨率的数据。在本研究中,我们探讨了SAR高度重力数据在增强海岸测深方面的潜在应用,并对SAR高度数据引入的局部测深模型的影响进行了量化和评估。此外,我们还研究了使用不同的比例因子计算方法对水深建模的影响,其中实现了分区方案。在南极洲附近的南桑威奇群岛上进行的数值试验表明,与没有SAR高度数据计算的模式相比,使用基于SAR的高度重力数据在近海10公里范围内提高了3.55 m的震级。此外,采用分块方案进行尺度因子计算,得到的海岸测深模型质量比传统方法提高了7.34 m。这些结果表明了利用SAR测高数据进行海岸测深反演的优越性。
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引用次数: 2
Performance of GPS and IMU sensor fusion using unscented Kalman filter for precise i-Boat navigation in infinite wide waters 基于无迹卡尔曼滤波器的GPS和IMU传感器融合在无限宽水域精确i-Boat导航中的性能
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.005
Mokhamad Nur Cahyadi , Tahiyatul Asfihani , Ronny Mardiyanto , Risa Erfianti

The Unmanned Surface Vehicle (USV) navigation system needs an accurate, firm, and reliable performance to avoid obstacles, as well as carry out automatic movements during missions. The Global Positioning System (GPS) is often used in these systems to provide absolute position information. However, the GPS measurements are affected by external conditions such as atmospheric bias and multipath effects. This leads to the inability of the stand-alone GPS to provide accurate positioning for the USV systems. One of the solutions to correct the errors of this sensor is by conducting GPS and Inertial Measurement Unit (IMU) fusion. The IMU sensor is complementary to the GPS and not affected by external conditions. However, it accumulates noise as time elapses. Therefore, this study aims to determine the fusion of the GPS and IMU sensors for the i-Boat navigation system, which is a USV developed by Institut Teknologi Sepuluh Nopember (ITS) Surabaya. Using the Unscented Kalman filter (UKF), sensor fusion was carried out based on the state equation defined by the dynamic and kinematic mathematical model of ship motion in 6 degrees of freedom. Then the performance of this model was tested through several simulations using different combinations of attitude measurement data. Two scenarios were conducted in the simulations: attitude measurement inclusion and exclusion (Scenarios I and II, respectively). The results showed that the position estimation in Scenario II was better than in Scenario I, with the Root Mean Square Error (RMSE) value of 0.062 m. Further simulations showed that the presence of attitude measurement data caused a decrease in the fusion accuracy. The UKF simulation with eight measurement parameters (Scenarios A, B and C) and seven measurement parameters (Scenarios D, E and F), as well as analytical attitude movement, indicated that yaw data had the largest noise accumulation compared to roll and pitch.

无人水面飞行器(USV)导航系统需要精确、坚固和可靠的性能,以避开障碍物,并在任务期间执行自动移动。这些系统通常使用全球定位系统(GPS)来提供绝对位置信息。然而,GPS测量受到大气偏置和多径效应等外部条件的影响。这导致独立的GPS无法为USV系统提供准确的定位。GPS与惯性测量单元(IMU)融合是解决该传感器误差的方法之一。IMU传感器与GPS互补,不受外界条件影响。然而,随着时间的推移,它会积累噪音。因此,本研究旨在确定i-Boat导航系统的GPS和IMU传感器的融合,该系统是由suabaya Sepuluh十一月理工学院(ITS)开发的USV。利用Unscented卡尔曼滤波(UKF),基于船舶六自由度运动动力学和运动学数学模型定义的状态方程进行传感器融合。然后利用不同姿态测量数据组合进行了多次仿真,验证了该模型的性能。模拟采用了两种情景:态度测量的包容和排斥(情景I和情景II)。结果表明,场景II的位置估计优于场景I,均方根误差(RMSE)值为0.062 m。进一步的仿真表明,姿态测量数据的存在导致融合精度降低。采用8个测量参数(场景A、B和C)和7个测量参数(场景D、E和F)以及分析姿态运动的UKF仿真表明,偏航数据比滚转和俯仰数据具有最大的噪声积累。
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引用次数: 3
Feasibility of maintaining satellite altimetry calibration site based on qianliyan islet at the Yellow Sea 黄海千里岩岛卫星定标站点维护的可行性
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.004
Bin Guan , Zhongmiao Sun , Lei Yang , Zhenhe Zhai , Jian Ma

The calibration of the sea surface height (SSH) measured by satellite altimeters is essential to understand altimeter biases. Many factors affects the construction and maintenance of a permanent calibration site. In order to calibrate Chinese satellite altimetry missions, the feasibility of maintaining a calibration site based on the Qianliyan islet in Yellow Sea of China is taken into account. The related calibration facilities, such as the permanent tide gauge, GNSS reference station and meteorological station, were already operated by the Ministry of Natural Resources of China. The data could be fully used for satellite altimeter calibration with small fiscal expenditure. In addition, the location and marine environments of Qianliyan were discussed. Finally, we used the Jason-3 mission to check the possibility of calibration works. The result indicates that the brightness temperatures of three channels measured by microwave radiometer (MWR) and the derived wet tropospheric correction varies smoothly, which means the land contamination to MWR could be ignored. The high frequency waveforms at the Qianliyan site present no obvious difference from the normal waveforms received by satellite radar altimeter over the open ocean. In conclusion, the Qianliyan islet will not influence satellite altimetry observation. Following these analyses, a possible layout and mechanism of the Qianliyan calibration site are proposed.

卫星高度计测量的海面高度(SSH)的校准是了解高度计偏差的必要条件。许多因素影响永久性校准场地的建设和维护。为了对中国卫星测高任务进行定标,考虑了在中国黄海千里岩岛建立定标站点的可行性。中国自然资源部已经在运营永久性验潮仪、GNSS参考站和气象站等相关校准设施。这些数据可以充分用于卫星高度计的校准,而财政支出很少。此外,还讨论了千里岩的地理位置和海洋环境。最后,我们使用Jason-3任务来检查校准工作的可能性。结果表明,微波辐射计测得的3个通道的亮度温度和得到的湿对流层改正量变化平稳,表明陆地对微波辐射计的污染可以忽略不计。千里岩站点的高频波形与卫星雷达高度计在公海上接收到的正常波形没有明显差异。综上所述,千里岩岛不会对卫星测高产生影响。在此基础上,提出了千里岩定标场的可能布局和机制。
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引用次数: 0
Spatio-temporal variability of terrestrial water storage in the Yangtze River Basin: Response to climate changes 长江流域陆地蓄水的时空变化:对气候变化的响应
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.006
Yaoguo Wang , Zhaoyang Sun , Qiwen Wu , Jun Fang , Wei Jia

The Yangtze River Basin (YRB) is an important region for China's economic development. However, it has a complex terrain layout, most of which is affected by monsoon weather, and the geographical and temporal distribution of water resources is severely unbalanced. Therefore, the detailed analysis of spatio-temporal water mass changes is helpful to the development and rational utilization of water resources in the YRB. In this study, the variation of terrestrial water storage (TWS) is monitored by Gravity Recovery and Climate Experiment (GRACE) satellite gravity. We find that the University of Texas Center for Space Research (CSR) solution shows a notable difference with the Jet Propulsion Laboratory (JPL) in space, but the general trend is consistent in time series. Then the GRACE inferred water mass variation reveals that the YRB has experienced several drought and flood events over the past two decades. Global Land Data Assimilation System (GLDAS) results are similar to GRACE. Furthermore, the overall precipitation trend tends to be stable in space, but it is greatly influenced by the strong El Niño-Southern Oscillation (ENSO), which is the response to global climate change. The upper YRB is less affected by ENSO and shows a more stable water storage signal with respect to the lower YRB.

长江流域是中国经济发展的重要区域。但其地形布局复杂,大部分受季风天气影响,水资源的时空分布严重不平衡。因此,详细分析长江源区水团的时空变化,有助于长江源区水资源的开发与合理利用。本文采用重力恢复与气候实验卫星(GRACE)重力卫星监测陆地储水量(TWS)变化。我们发现,得克萨斯大学空间研究中心(CSR)的解决方案与喷气推进实验室(JPL)的解决方案在空间上存在显著差异,但总体趋势在时间序列上是一致的。然后GRACE推断的水质量变化揭示了YRB在过去20年中经历了几次干旱和洪水事件。全球土地数据同化系统(GLDAS)的结果与GRACE相似。总体降水趋势在空间上趋于稳定,但受强烈El Niño-Southern涛动(ENSO)的影响较大,是对全球气候变化的响应。上YRB受ENSO的影响较小,相对于下YRB表现出更稳定的储水信号。
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引用次数: 2
Methodology for local correction of the heights of global geoid models to improve the accuracy of GNSS leveling 提高GNSS水准精度的全球大地水准面模型高度局部校正方法
4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-31 DOI: 10.1016/j.geog.2023.02.005
Stepan Savchuk , Alina Fedorchuk

At present, one of the methods used to determine the height of points on the Earth's surface is Global Navigation Satellite System (GNSS) leveling. It is possible to determine the orthometric or normal height by this method only if there is a geoid or quasi-geoid height model available. This paper proposes the methodology for local correction of the heights of high-order global geoid models such as EGM08, EIGEN-6C4, GECO, and XGM2019e_2159. This methodology was tested in different areas of the research field, covering various relief forms. The dependence of the change in corrected height accuracy on the input data was analyzed, and the correction was also conducted for model heights in three tidal systems: “tide free”, “mean tide”, and “zero tide”. The results show that the heights of EIGEN-6C4 model can be corrected with an accuracy of up to 1 cm for flat and foothill terrains with the dimensionality of 1°×1°,2°×2°,and3°×3°. The EGM08 model presents an almost identical result. The EIGEN-6C4 model is best suited for mountainous relief and provides an accuracy of 1.5 cm on the 1°×1° area. The height correction accuracy of GECO and XGM2019e_2159 models is slightly poor, which has fuzziness in terms of numerical fluctuation.

目前,用于确定地球表面各点高度的方法之一是全球导航卫星系统(GNSS)水准测量。只有在有大地水准面或准大地水准面高度模型的情况下,才能用这种方法确定正交或法线高度。本文提出了对高阶全球大地水准面模型(如 EGM08、EIGEN-6C4、GECO 和 XGM2019e_2159)高度进行局部校正的方法。该方法在研究领域的不同领域进行了测试,涵盖各种地貌形式。分析了校正高度精度的变化与输入数据的关系,并对三种潮汐系统中的模型高度进行了校正:还对 "无潮汐"、"平均潮汐 "和 "零潮汐 "三种潮汐系统中的模型高度进行了校正。结果表明,对于 1°×1°、2°×2° 和 3°×3°的平坦和山麓地形,EIGEN-6C4模型的高度校正精度可达1厘米。EGM08 模型的结果几乎相同。EIGEN-6C4 模型最适合山区地形,在 1°×1° 区域的精度为 1.5 厘米。GECO 和 XGM2019e_2159 模型的高度校正精度稍差,在数值波动方面存在模糊性。
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引用次数: 0
An artificial neural network model in predicting VTEC over central Anatolia in Turkey 人工神经网络模型预测土耳其安纳托利亚中部VTEC
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-01 DOI: 10.1016/j.geog.2022.07.004
Ali Özkan

This research investigates the capability of artificial neural networks to predict vertical total electron content (VTEC) over central Anatolia in Turkey. The VTEC dataset was derived from the 19 permanent Global Positioning System (GPS) stations belonging to the Turkish National Permanent GPS Network-Active (TUSAGA-Aktif) and International Global Navigation Satellite System Service (IGS) networks. The study area is located at 32.6°E-37.5°E and 36.0°N-42.0°N. Considering the factors inducing VTEC variations in the ionosphere, an artificial neural network (NN) with seven input neurons in a multi-layer perceptron model is proposed. The KURU and ANMU GPS stations from the TUSAGA-Aktif network are selected to implement the proposed neural network model. Based on the root mean square error (RMSE) results from 50 simulation tests, the hidden layer in the NN model is designed with 41 neurons since the lowest RMSE is achieved in this attempt. According to the correlation coefficients, absolute and relative errors, the NN VTEC provides better predictions for hourly and quarterly GPS VTEC. In addition, this paper demonstrates that the NN VTEC model shows better performance than the global IRI2016 model. Regarding the spatial contribution of the GPS network to TEC prediction, the KURU station performs better than ANMU station in fitting with the proposed NN model in the station-based comparison.

本研究探讨了人工神经网络预测土耳其安纳托利亚中部垂直总电子含量(VTEC)的能力。VTEC数据集来自19个永久全球定位系统(GPS)站,这些站属于土耳其国家永久GPS网络- active (TUSAGA-Aktif)和国际全球导航卫星系统服务(IGS)网络。研究区域位于32.6°E-37.5°E和36.0°N-42.0°N。针对引起电离层VTEC变化的因素,提出了一种具有7个输入神经元的多层感知器模型人工神经网络。选择TUSAGA-Aktif网络中的KURU和ANMU GPS站来实现所提出的神经网络模型。基于50个仿真测试的均方根误差(RMSE)结果,神经网络模型中的隐藏层被设计为41个神经元,因为在这次尝试中获得了最低的RMSE。根据相关系数、绝对误差和相对误差,NN VTEC能较好地预测每小时和每季度GPS VTEC。此外,本文还证明了NN VTEC模型比全局IRI2016模型具有更好的性能。在GPS网络对TEC预测的空间贡献方面,KURU站对所提出的神经网络模型的拟合优于ANMU站。
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引用次数: 1
期刊
Geodesy and Geodynamics
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