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Height connection across sea by using satellite altimetry data sets, ellipsoidal heights, astrogeodetic deflections of the vertical, and an Earth Gravity Model 利用卫星测高数据集、椭球面高度、垂直方向的天文测量偏差和地球重力模型进行跨海高度连接
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 DOI: 10.1016/j.geog.2022.11.010
Jianbo Wang , Xinmin Qi , Kai Luo , Zhengyuan Li , Ruikang Zhou , Jinyun Guo

Islands and the mainland are separated by seas, and the distances between them might be so long that the height on the mainland cannot be exactly translated to the islands, resulting in different height systems on the mainland and the islands. In this study, we used astrogeodetic deflections of the vertical and ellipsoidal heights of points on the mainland and island near their coastlines to implement height connection across sea areas. First, the modeled gravity and modeled astrogeodetic vertical deflections of segmentation points along connecting routes over the sea between the mainland and the island were determined by Earth Gravity Model (EGM), and the ellipsoidal heights of segmentation points were determined by the satellite altimetry data sets. Second, we used a linear interpolation model to increase the precision of the vertical deflections of segmentation points. Third, we computed the geopotential difference of points between the mainland and the island using a method derived from geopotential theory and the astronomical leveling principle. Finally, we estimated the normal height of the point on the island using the geopotential-difference iterative computation approach. Using observed data of normal heights, ellipsoidal heights, and astrogeodetic vertical deflections referring to height sites in Qingdao, Shandong Province, we conducted a numerical experiment involving the normal height connection across sea regions. We determined the data of the ellipsoidal heights and gravity of segmentation points along the connecting route across the water in the numerical experiment using DTU10. The distance of the height connection across the sea was approximately 10.5 km. According to China's official leveling specifications, the experimental results met the criterion of third-class leveling precision.

岛屿和大陆被海洋隔开,它们之间的距离可能很长,大陆上的高度不能准确地转换到岛屿上,导致大陆和岛屿的高度系统不同。在本研究中,我们利用大陆和岛屿上靠近海岸线的点的垂直高度和椭球面高度的天文大地测量挠度来实现跨海域的高度连接。首先,利用地球重力模型(Earth gravity Model, EGM)确定大陆与岛屿之间海上连接路线上切分点的模型重力和模型天文大地测量垂直挠度,并利用卫星测高数据集确定切分点的椭球高度。其次,我们使用线性插值模型来提高分割点垂直偏移的精度。第三,利用位势理论和天文水准原理推导出大陆与岛屿之间点的位势差。最后,利用位势差分迭代计算方法估计了岛上点的法向高度。利用山东省青岛市高程站点的法向高度、椭球高度和天文大地垂直位移观测资料,进行了跨海域法向高度联系的数值试验。在数值实验中,我们利用DTU10确定了跨水连接路线上分割点的椭球高度和重力数据。跨越海洋的高度连接距离约为10.5公里。根据中国官方水准规范,实验结果达到三级水准精度标准。
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引用次数: 3
Tidal triggering of seismicity in the region of Palu, Central Sulawesi, Indonesia 印度尼西亚中苏拉威西巴鲁地区地震活动的潮汐触发
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 DOI: 10.1016/j.geog.2022.12.002
Ibnu Nurul Huda , Sébastien Lambert , Jean Souchay

This paper investigates the correlation between tidal stress and earthquakes for periods ranging from hours to months in the limited zone of the Palu region (Central Sulawesi, Indonesia). Through Schuster and binomial tests, we examined the relation between the seismicity (time density of seismic events) and tidal potential arising from the Moon and Sun, using all tidal components simultaneously and focusing on the estimation of specific terms. The results show significant correlations between the seismicity and tidal potential for S2 (0.5 d) and O1 (1.075 d) tidal components in the case of solely isolated earthquake events, particularly for shallow earthquakes. Meanwhile, there is a strong relationship between aftershocks and tidal components larger than the Mf period (13.661 d). Finally, the analysis of the temporal variation of the earthquake-tide relation reveals an optimal correlation for about six years before the 2018 great Palu earthquake. The correlation becomes insignificant afterwards.

本文研究了在帕卢地区(印度尼西亚苏拉威西岛中部)有限区域潮汐应力与地震之间从数小时到数月不等的相关性。通过Schuster和二项检验,我们研究了地震活动性(地震事件的时间密度)与由月球和太阳引起的潮汐势之间的关系,同时使用所有潮汐分量并侧重于特定项的估计。结果表明,在单独孤立的地震事件中,特别是浅层地震,S2 (0.5 d)和01 (1.075 d)潮汐分量的地震活动性与潮汐势之间存在显著的相关性。同时,余震与大于Mf周期(13.661 d)的潮汐分量之间存在较强的相关性。最后,对地震-潮汐关系的时间变化分析表明,2018年帕卢大地震前约6年的相关关系最优。之后相关性变得不显著。
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引用次数: 1
Fast 3D joint inversion of gravity and magnetic data based on cross gradient constraint 基于交叉梯度约束的重磁数据三维快速联合反演
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 DOI: 10.1016/j.geog.2022.12.003
Sheng Liu , Xiangyun Wan , Shuanggen Jin , Bin Jia , Songbai Xuan , Quan Lou , Binbin Qin , Rongfu Peng , Dali Sun

The gravity and magnetic data can be adopted to interpret the internal structure of the Earth. To improve the calculation efficiency during the inversion process and the accuracy and reliability of the reconstructed physical property models, the triple strategy is adopted in this paper to develop a fast cross-gradient joint inversion for gravity and magnetic data. The cross-gradient constraint contains solving the gradients of the physical property models and performing the cross-product calculation of their gradients. The sparse matrices are first obtained by calculating the gradients of the physical property models derived from the first-order finite difference. Then, the triple method is applied to optimize the storages and the calculations related to the gradients of the physical property models. Therefore, the storage compression amount of the calculations related to the gradients of the physical property models and the cross-gradient constraint are reduced to one-fold of the number of grid cells at least, and the compression ratio increases with the increase of the number of grid cells. The test results from the synthetic data and field data prove that the structural coupling is achieved by using the fast cross-gradient joint inversion method to effectively reduce the multiplicity of solutions and improve the computing efficiency.

重磁资料可以用来解释地球的内部结构。为了提高反演过程中的计算效率和重建物性模型的准确性和可靠性,本文采用三重策略,开发了重磁资料快速跨梯度联合反演方法。交叉梯度约束包括求解物性模型的梯度和对其梯度进行交叉积计算。稀疏矩阵首先通过计算由一阶有限差分导出的物理性质模型的梯度得到。在此基础上,采用三重法对储层进行优化,并对物理性质模型的梯度相关计算进行优化。因此,与物理性质模型的梯度和交叉梯度约束相关的计算的存储压缩量至少减少到网格单元数的1倍,并且压缩比随着网格单元数的增加而增加。综合数据和现场数据的试验结果表明,采用快速交叉梯度联合反演方法实现了结构耦合,有效地减少了解的多重性,提高了计算效率。
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引用次数: 2
Polar motion prediction using the combination of SSA and ARMA 结合SSA和ARMA的极运动预测
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 DOI: 10.1016/j.geog.2022.12.004
Qiaoli Kong , Jingwei Han , Xin Jin , Changsong Li , Tianfa Wang , Qi Bai , Yanfei Chen

High-precision polar motion (PM) prediction is of important significance in astronomy, geodesy, aviation, hydrographic mapping, interstellar navigation, and so on. SSA can effectively extract the trend and period terms of PM,in the process of achieving high-precision medium- and long-term polar motion prediction, it is necessary to solve the end effect problem and overfitting problem of SSA forecasting method; therefore, ARMA was applied to decreasethe end effect, and a suitable combination of reconstructed components was determined to avoid the high variance reaction of SSA overfitting. Based on the decomposition and reconstruction of the PM by SSA, the reconstructed components are determined to participate in the SSA iterative fitting model according to the variance contribution rate. The combination of the reconstructed components representing the polar motion period term and the trend term is determined according to the correlation analysis of the selected reconstructed components. After the above work, the principal component prediction sequence is obtained by fitting the period term and the trend term to convergence, respectively, and then, the SSA end effect is modified, and the residual term is predicted based on ARMA. The test results show that he prediction accuracy of SSA + ARMA at the front of the X and Y directions are improved by 96.90% and 97.53% compared with those of SSA, respectively, and the forecast accuracy of 365 days are improved by 37.93% and 19.53% in the X and Y directions compared with those of Bulletin A, respectively.

高精度极移预测在天文学、大地测量学、航空、水文测绘、星际导航等领域具有重要意义。SSA能有效提取PM的趋势项和周期项,但在实现高精度中长期极移预测的过程中,需要解决SSA预测方法的末端效应问题和过拟合问题;因此,采用ARMA来减小末端效应,并确定合适的重构分量组合,以避免SSA过拟合的高方差反应。在SSA对PM进行分解重构的基础上,根据方差贡献率确定重构分量参与SSA迭代拟合模型。通过对所选重构分量的相关性分析,确定代表极运动周期项和趋势项的重构分量的组合。完成上述工作后,分别对周期项和趋势项进行拟合收敛,得到主成分预测序列,然后对SSA端点效应进行修正,并基于ARMA对残差项进行预测。试验结果表明,SSA + ARMA在X和Y方向前缘的预报精度比SSA分别提高了96.90%和97.53%,在X和Y方向365天的预报精度比公告A分别提高了37.93%和19.53%。
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引用次数: 0
Improved cat swarm optimization for parameter estimation of mixed additive and multiplicative random error model 混合加性与乘性随机误差模型参数估计的改进cat群算法
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 DOI: 10.1016/j.geog.2022.10.003
Leyang Wang , Shuhao Han

To estimate the parameters of the mixed additive and multiplicative (MAM) random error model using the weighted least squares iterative algorithm that requires derivation of the complex weight array, we introduce a derivative-free cat swarm optimization for parameter estimation. We embed the Powell method, which uses conjugate direction acceleration and does not need to derive the objective function, into the original cat swarm optimization to accelerate its convergence speed and search accuracy. We use the ordinary least squares, weighted least squares, original cat swarm optimization, particle swarm algorithm and improved cat swarm optimization to estimate the parameters of the straight-line fitting MAM model with lower nonlinearity and the DEM MAM model with higher nonlinearity, respectively. The experimental results show that the improved cat swarm optimization has faster convergence speed, higher search accuracy, and better stability than the original cat swarm optimization and the particle swarm algorithm. At the same time, the improved cat swarm optimization can obtain results consistent with the weighted least squares method based on the objective function only while avoiding multiple complex weight array derivations. The method in this paper provides a new idea for theoretical research on parameter estimation of MAM error models.

为了利用加权最小二乘迭代算法估计混合加性与乘性(MAM)随机误差模型的参数,引入了一种无需导数的猫群优化算法进行参数估计。我们将使用共轭方向加速且不需要导出目标函数的Powell方法嵌入到原猫群优化算法中,提高了算法的收敛速度和搜索精度。采用普通最小二乘法、加权最小二乘法、原始猫群算法、粒子群算法和改进猫群算法分别对非线性程度较低的直线拟合MAM模型和非线性程度较高的DEM MAM模型进行参数估计。实验结果表明,改进的猫群算法比原猫群算法和粒子群算法具有更快的收敛速度、更高的搜索精度和更好的稳定性。同时,改进的猫群优化算法在避免了多重复杂权数组推导的前提下,仅能得到与基于目标函数的加权最小二乘法一致的结果。该方法为MAM误差模型参数估计的理论研究提供了新的思路。
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引用次数: 0
Analysis of the effect of the 2021 Semeru eruption on water vapor content and atmospheric particles using GNSS and remote sensing 利用GNSS和遥感分析2021年塞默鲁火山喷发对水蒸气含量和大气颗粒的影响
4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-13 DOI: 10.1016/j.geog.2023.04.005
Mokhamad Nur Cahyadi , Arizal Bawasir , Syachrul Arief , Amien Widodo , Meifal Rusli , Deni Kusumawardani , Yessi Rahmawati , Ana Martina , Putra Maulida , Hilda Lestiana

Mount Semeru, an active volcano in East Java, Indonesia, erupted on December 4, 2021, following extreme rainfall that caused an avalanche of hot pyroclastic flows and lava. The tropospheric conditions and dominant particle components in the atmosphere can be monitored using Global Navigation Satellite System (GNSS) technology and remote sensing satellites. GNSS signal propagation delay in Precise Point Positioning (PPP) processing can be used to determine Zenith Tropospheric Delay (ZTD) and Precipitable Water Vapor (PWV) variables so that atmospheric conditions can be generated. In addition, by using remote sensing satellite data, it is possible to obtain rainfall data with high temporal resolution as well as the dominant particle and gas content values during eruptions. During the eruption period, the high value of PWV was dominated by the high intensity of precipitation during the rainy season. High rainfall before the eruption caused activity inside the mountain to increase, which occurred in avalanche type eruption. Apart from that, the atmosphere around Semeru was also dominated by SO2 content, which spreaded for tens of kilometers. SO2 content began to be detected significantly by remote sensing sensors on December 7, 2021. In this study, deformation and atmospheric monitoring were also carried out using low-cost GNSS at the Semeru Monitoring Station on September 9–15, 2022. The results of the ZTD and ZWD values show the dominance of the wet component, which is directly proportional to rainfall activity in this period.

塞梅鲁火山是印度尼西亚东爪哇岛的一座活火山,2021 年 12 月 4 日,在极端降雨导致高温火成碎屑流和熔岩雪崩后爆发。利用全球导航卫星系统(GNSS)技术和遥感卫星可以监测对流层状况和大气中的主要粒子成分。精确点定位(PPP)处理中的全球导航卫星系统信号传播延迟可用于确定天顶对流层延迟(ZTD)和可降水蒸汽(PWV)变量,从而生成大气条件。此外,通过使用遥感卫星数据,可以获得高时间分辨率的降雨数据以及喷发期间的主要颗粒物和气体含量值。在火山爆发期间,PWV 的高值主要是由雨季的高强度降水造成的。喷发前的高降雨量导致山体内部活动增加,出现雪崩式喷发。除此以外,塞梅鲁周围的大气中二氧化硫含量也很高,并蔓延了数十公里。2021 年 12 月 7 日,遥感传感器开始明显检测到二氧化硫含量。在本次研究中,2022 年 9 月 9 日至 15 日还在塞梅鲁监测站使用低成本全球导航卫星系统进行了形变和大气监测。ZTD 值和 ZWD 值的结果显示湿成分占主导地位,与这一时期的降雨活动成正比。
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引用次数: 0
Periodic signal extraction of GNSS height time series based on adaptive singular spectrum analysis 基于自适应奇异谱分析的 GNSS 高度时间序列周期信号提取
4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-05 DOI: 10.1016/j.geog.2023.04.003
Chenfeng Li , Peibing Yang , Tengxu Zhang , Jiachun Guo

Singular spectrum analysis is widely used in geodetic time series analysis. However, when extracting time-varying periodic signals from a large number of Global Navigation Satellite System (GNSS) time series, the selection of appropriate embedding window size and principal components makes this method cumbersome and inefficient. To improve the efficiency and accuracy of singular spectrum analysis, this paper proposes an adaptive singular spectrum analysis method by combining spectrum analysis with a new trace matrix. The running time and correlation analysis indicate that the proposed method can adaptively set the embedding window size to extract the time-varying periodic signals from GNSS time series, and the extraction efficiency of a single time series is six times that of singular spectrum analysis. The method is also accurate and more suitable for time-varying periodic signal analysis of global GNSS sites.

奇异谱分析广泛应用于大地测量时间序列分析。然而,当从大量全球导航卫星系统(GNSS)时间序列中提取时变周期信号时,选择合适的嵌入窗口大小和主成分会使这种方法变得繁琐而低效。为了提高奇异频谱分析的效率和准确性,本文通过将频谱分析与新的跟踪矩阵相结合,提出了一种自适应奇异频谱分析方法。运行时间和相关性分析表明,本文提出的方法可以自适应地设置嵌入窗口大小,从 GNSS 时间序列中提取时变周期信号,单个时间序列的提取效率是奇异谱分析方法的六倍。该方法还具有较高的精度,更适用于全球 GNSS 站点的时变周期信号分析。
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引用次数: 0
Constraint on the focal mechanism of the 2011 Tohoku earthquake from the radial modes 辐射模态对2011年东北地震震源机制的约束
4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-02 DOI: 10.1016/j.geog.2023.04.002
Weikun Chen, Hao Ding

Different from other normal modes of the Earth's free oscillation that depend on all the six components (Mrr, Mtt, Mpp, Mrt, Mrp, and Mtp) of the centroid moment tensor, the amplitudes of the radial modes depend on the Mrr component (e.g., scalar moment (M0), dip (δ), and slip (λ)) and hypocenter depth of the focal mechanism, and hence can be easily used to constrain these parameters of the focal mechanism. In this study, we use the superconducting gravimeter (SG) records after the 2011 Tohoku earthquake to analyze the radial modes 0S0 and 1S0. Based on the solutions of the focal mechanism provided by the GCMT and USGS, we can obtain the theoretical amplitudes of these two radial modes. Comparing the theoretical amplitudes with the observation amplitudes, it is found that there are obvious differences between the former and the latter, which means that the GCMT and USGS focal mechanisms cannot well represent the real focal mechanism of the 2011 event. Taking the GCMT solution as a reference and changing the depth and the three parameters of the Mrr moment, the scalar moment (M0) and the dip (δ) have significant influences, but the effects of the slip (λ) and the depth are minor. After comparisons, we provide a new constraint (M0 = 5.8 ± 0.09 × 1022 N·m, δ = 10.1 ± 0.08°, λ = 88°, and depth = 20 km) for the focal mechanism of the 2011 event. In addition, we further determine the center frequency (1.631567 ± 2.6e-6 mHz) and quality factor (2046.4± 50.1) of the 1S0 mode.

地球自由振荡的其他法向模态取决于地心力矩张量的所有六个分量(Mrr、Mtt、Mpp、Mrt、Mrp和Mtp),与此不同,径向模态的振幅取决于Mrr分量(例如标量力矩(M0)、倾角(δ)和滑移(λ))以及焦点机制的次中心深度,因此很容易用于约束焦点机制的这些参数。在本研究中,我们利用 2011 年东北地震后的超导重力仪(SG)记录分析了径向模式 0S0 和 1S0。根据 GCMT 和 USGS 提供的焦点机制解决方案,我们可以得到这两种径向模式的理论振幅。将理论振幅与观测振幅进行比较,发现前者与后者存在明显差异,这说明 GCMT 和 USGS 的焦点机制不能很好地代表 2011 年事件的真实焦点机制。以GCMT解为参考,改变深度和Mrr矩的三个参数,标量矩(M0)和倾角(δ)的影响较大,而滑移(λ)和深度的影响较小。经过比较,我们为 2011 年事件的焦点机制提供了新的约束条件(M0 = 5.8 ± 0.09 × 1022 N-m,δ = 10.1 ± 0.08°,λ = 88°,深度 = 20 km)。此外,我们还进一步确定了 1S0 模式的中心频率(1.631567 ± 2.6e-6 mHz)和品质因数(2046.4± 50.1)。
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引用次数: 0
The dual choice of geodetic horizontal reference systems for Ukraine 乌克兰大地测量水平参考系的双重选择
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.11.001
Elena Novikova, Alena Palamar, Rostyslav Lopunov

Almost all European countries use at least two horizontal reference systems, which allow them to minimize all risks when changing the coordinate system. The first system is used for the needs of the national survey in general, and also for technical applications in engineering surveys. A brief description of this system can be written by the formula: Geocentric Ellipsoid (GRS80) + Projection (UTM). More than half of the European countries for the second national systems use the GRS80 geocentric ellipsoid together with a projection other than UTM, some of them continue to use the projection of the old coordinate systems. The rest of the countries, excluding Ukraine, adapted the existing national coordinate systems to modern requirements, removing deformations from them concerning the ETRS89. A small number of European countries have implemented the GRS80 geocentric ellipsoid together with the UTM projection for cadastral surveys and topographic maps with a scale of 1:5000 and larger. Only one country, Ukraine, chose a variant for the new coordinate system (UCS2000), which is briefly written by the formula: Old Not Geocentric Ellipsoid + New Projection. The analysis of modern coordinate systems of Europe made it possible to formulate two variants of the future coordinate system of Ukraine based on a geocentric ellipsoid. It is shown that the transition to a geocentric ellipsoid will change the coordinates and heights of the points, but practically will not change the distance between the points and the area of the parcels.

几乎所有的欧洲国家都至少使用两个水平参考系,这使得他们在改变坐标系时将所有风险降到最低。第一个系统一般用于全国测量的需要,也用于工程测量中的技术应用。该系统的简单描述可以写成:地心椭球体(GRS80) +投影(UTM)。欧洲一半以上的国家使用GRS80地心椭球结合UTM以外的投影进行第二国家系统,其中一些国家继续使用旧坐标系的投影。除乌克兰外的其他国家将现有的国家坐标系统调整为符合现代要求,消除了它们在ETRS89方面的变形。少数欧洲国家已将GRS80地心椭球与UTM投影一起应用于1:50 000及以上比例尺的地籍测量和地形图。只有乌克兰为新坐标系(UCS2000)选择了一种变体,简写为:旧非地心椭球+新投影。通过对欧洲现代坐标系统的分析,可以在以地心椭球为基础的基础上,提出乌克兰未来坐标系统的两种变体。结果表明,向地心椭球体的过渡会改变点的坐标和高度,但实际上不会改变点与地块面积之间的距离。
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引用次数: 0
Spatial and temporal analysis of urban heat island effect over Tiruchirappalli city using geospatial techniques 基于地理空间技术的蒂鲁奇拉帕利市城市热岛效应时空分析
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-01 DOI: 10.1016/j.geog.2022.10.004
Ajay Badugu , K.S. Arunab , Aneesh Mathew , P. Sarwesh

Alterations made to the natural ground surface and the anthropogenic activity elevate the surface and air temperature in the urban areas compared with the surrounding rural areas, known as urban heat island effect. Thermal remote sensors measure the radiation emitted by ground objects, which can be used to estimate the land surface temperature and are beneficial for studying urban heat island effects. The present study investigates the spatial and temporal variations in the effects of urban heat island over Tiruchirappalli city in India during the summer and winter seasons. The study also identifies hot spots and cold spots within the study area. In this study, a significant land surface temperature difference was observed between the urban and rural areas, predominantly at night, indicating the presence of urban heat island at night. These diurnal land surface temperature fluctuations are also detected seasonally, with a relatively higher temperature intensity during the summer. The trend line analysis shows that the mean land surface temperature of the study area is increasing at a rate of 0.166 K/decade with p less than 0.01. By using the spatial autocorrelation method with the urban heat island index as the key parameter, hot spots with a 99 percent confidence level and a 95 percent confidence level were found within the urban area. A hot spot with 95 and 90 percent confidence level was identified outside the urban area. This spike in temperature for a particular region in the rural area is due to industry and the associated built-up area. The study also identified cold spots with a 90 percent confidence level within the rural area. However, cold spots with a 95 and 99 percent confidence level were not identified within the study area.

对自然地表的改变和人为活动使城市地区的地表和空气温度比周围农村地区升高,称为城市热岛效应。热遥感器测量地物发射的辐射,可用于估算地表温度,有利于研究城市热岛效应。本文研究了印度蒂鲁奇拉帕利市夏季和冬季城市热岛效应的时空变化。该研究还确定了研究区域内的热点和冷点。城乡地表温差显著,且以夜间为主,表明城市热岛在夜间存在。这些地表温度日波动也是季节性的,在夏季温度强度相对较高。趋势线分析表明,研究区地表平均温度以0.166 K/ a的速率上升,p < 0.01。采用以城市热岛指数为关键参数的空间自相关方法,在城市区域内发现了置信水平分别为99%和95%的热点。在市区之外,发现了95%和90%置信度的热点。农村某一特定地区的气温飙升是由于工业和相关的建成区造成的。该研究还确定了农村地区的冷点,置信度为90%。然而,在研究区域内并没有发现95%和99%置信水平的冷点。
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引用次数: 7
期刊
Geodesy and Geodynamics
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