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Correlation analysis between fault frequency and service time of underground fluid instruments 井下流体仪器故障频率与使用时间的相关性分析
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 Epub Date: 2023-02-08 DOI: 10.1016/j.geog.2022.12.005
Xiao Tian, Guoying Su

In this paper, we make a statistical analysis of the fault information of the underground fluid instruments of 12 models in China from January 2021 to May 2022 based on the Pearson correlation coefficient, and compare the fault statistics of the meteorological three-element instruments of 3 models during the study period. The results show that: (1) The numbers of faults of the underground fluid instruments of 12 models with different service times are basically positively correlated with the numbers of the corresponding instruments, with good consistency. Moreover, the automatic observation instruments (8 models) with more than 30 units are significantly correlated at a 0.05 significance level (95% confidence level). Even at a 0.01 significance level (99% confidence level), there are 7 models (7/8) with significant correlation. (2) The positive and negative correlations between the monthly average number of faults and the corresponding service times of the underground fluid instruments of 12 models with different service times are random, and there are 9 models (75%) with no significant correlation at a 0.05 significance level (95% confidence level), while 12 models (100%) with no significant correlation at a 0.01 significance level (99% confidence level). (3) The monthly average numbers of faults of the underground fluid instruments of 12 models are basically 0.02–0.05 times/(unit·month), and the overall fault frequency is low. (4) The fault statistics results of the meteorological three-element instruments of 3 models are consistent with the characteristics of the underground fluid instruments of 12 models. In general, there is no significant correlation between the fault frequency and the service time of underground fluid instruments. (5) The results of this paper demonstrate that the service time of underground fluid instruments cannot be taken as the main reason for whether to update the instruments. Similarly, the fault frequency of the instruments cannot be taken as the main reason for the service life of the instruments in the process of formulating the service life standards of underground fluid instruments.

本文基于Pearson相关系数对中国12个模式的地下流体仪器在2021年1月至2022年5月的故障信息进行统计分析,并对3个模式的气象三要素仪器在研究期间的故障统计量进行比较。结果表明:(1)12种不同服役年限的地下流体仪器的断层数与相应仪器的断层数基本呈正相关,一致性较好。超过30台的自动观测仪器(8个型号)在0.05的显著性水平(95%置信水平)上显著相关。即使在0.01显著性水平(99%置信水平)下,也有7个模型(7/8)具有显著相关性。(2) 12种不同使用时间的地下流体仪器月平均故障数与相应使用时间的正、负相关是随机的,有9种(75%)模型在0.05显著水平(95%置信度)下无显著相关性,有12种(100%)模型在0.01显著水平(99%置信度)下无显著相关性。(3) 12个型号地下流体仪器月平均故障次数基本在0.02 ~ 0.05次/(单位·月),总体故障频次较低。(4) 3种模式的气象三元仪器的故障统计结果与12种模式的地下流体仪器的特征一致。一般情况下,井下流体仪器的故障频率与使用时间之间没有明显的相关性。(5)本文的研究结果表明,地下流体仪器的使用时间不能作为是否更新仪器的主要原因。同样,在制定地下流体仪器使用寿命标准的过程中,也不能将仪器的故障频率作为影响仪器使用寿命的主要原因。
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引用次数: 0
Vertical deformation model on postseismic phase using exponential and logarithmic function based on InSAR 基于InSAR的指数和对数函数地震后阶段垂直变形模型
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 Epub Date: 2023-03-09 DOI: 10.1016/j.geog.2023.01.003
Irma Yusiyanti , Tattyana Wening Kalbuadi Prajardi , Yofita Indah Saputri , Cecep Pratama

The Palu MW7.4 earthquake occurred on September 28, 2018, with the epicenter at 119.86°, 0.72°. The severe shaking caused severe damage in Central Sulawesi, especially in Palu. We conducted a postseismic deformation study to determine the deformation pattern and reduce future earthquakes' impact. Interferometric Synthetic Aperture Radar (InSAR) data were processed using LiCSBAS to get the time series. The time series data were fitted to exponential and logarithmic functions to determine the mechanism of postseismic deformation. The exponential model identified the influence of the viscoelastic mechanism, and the logarithm identified the afterslip mechanism. The Palu earthquake was fitted to logarithmic and exponential, but the logarithmic was more significant than an exponential function. Afterslip mechanism predominates, and viscoelastic mechanisms play a minor role in this postseismic deformation.

2018年9月28日,帕卢发生MW7.4级地震,震中为119.86°,0.72°。强烈的震动给苏拉威西中部造成了严重的破坏,特别是在帕卢。我们进行了震后变形研究,以确定变形模式并减少未来地震的影响。利用LiCSBAS对干涉合成孔径雷达(InSAR)数据进行处理,得到时间序列。将时间序列数据拟合成指数函数和对数函数,以确定地震后变形的机理。指数模型识别粘弹性机制的影响,对数模型识别后滑机制。帕卢地震拟合对数函数和指数函数,但对数函数比指数函数更重要。震后变形以后滑机制为主,粘弹性机制作用较小。
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引用次数: 0
First acceptance testing of multiple A10 absolute gravimeters in China and analysis of the comparison results 国内多台A10绝对重力仪首次验收试验及对比结果分析
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 Epub Date: 2023-03-07 DOI: 10.1016/j.geog.2023.02.001
Xiaotong Zhang , Hao Zhou , Ying Jiang , Dulin Zhai , Gongzhe Wei , Hui Li , Ziwei Liu

Three A10 absolute gravimeters (AGs) were first acquired in China by the Hubei Earthquake Agency under the Belt and Road Seismic Monitoring Network Project. Although AG measuring and testing technique is not new, the purchase and simultaneous testing of 3 A10 absolute gravimeters is unprecedented in China. This study conducted the first acceptance testing of the AGs at 3 locations (the Jiufengshan Gravity Observation Station, the Global Navigation Satellite System Observation Station in Wuhan, and the Jiugongshan Observation Station in Xianning). The results were compared using a method based on expert validation, and the acceptance testing scheme was formulated by referring to the Technical Regulations for Tectonic Environment Monitoring Networks in China and Specifications for Gravimetry Control. Based on the repeatability, precision, and consistency of the measured g values, the results from each instrument were evaluated using the air pressure precision test. Comparing the instrument reference values, the final test results can identify the indicator parameters for 3 A10 AGs, the effects of the surrounding environment, and the related parameters on measurement precision. The precision of A10-059, A10-058, and A10-057 exceeded 0.78 μGal, 0.79 μGal, and 0.42 μGal, respectively. This testing scheme can be used as a reference for conducting acceptance testing of AGs in the future and obtaining absolute gravimetric measurements.

湖北省地震局在“一带一路”地震监测台网项目下首次获得3台A10型绝对重力仪。AG测量和测试技术虽然并不新鲜,但购买3台A10绝对重力仪并同时测试在国内还是前所未有的。本研究在3个地点(武汉九峰山重力观测站、全球卫星导航系统观测站和咸宁九宫山观测站)对AGs进行了首次验收试验。采用专家验证法对结果进行比较,参照《中国构造环境监测网技术规程》和《重力控制规范》制定验收试验方案。基于测量g值的重复性、精密度和一致性,使用气压精度测试对每个仪器的结果进行评估。通过对比仪器参考值,最终的测试结果可以识别出3个A10 AGs的指标参数、周围环境的影响,以及相关参数对测量精度的影响。A10-059、A10-058和A10-057的精密度分别超过0.78 μGal、0.79 μGal和0.42 μGal。该检测方案可作为今后对AGs进行验收检测和获得绝对重量测量的参考。
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引用次数: 0
Relationship between gravity change and Yangbi MS6.4 earthquake 重力变化与杨壁MS6.4地震的关系
IF 2.4 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-01 Epub Date: 2023-01-23 DOI: 10.1016/j.geog.2022.11.009
Xiong Yang, Yiqing Zhu, Yunfeng Zhao, Shouchun Wei

Based on the relative and absolute gravity measurements in the southern South-North Seismic Belt since 2015, we analyzed the dynamic change of the regional gravity field and its relationship with the Yangbi MS6.4 earthquake that occurred on May 21, 2021. The results show that: 1) The regional gravity field changes are closely related to the Weixi-Qiaohou fault, which reflects the surface gravity field changes caused by the fault activity from 2015 to 2021; 2) The gravity field change related to the preparation of Yangbi earthquake has experienced the evolution process of " steady state - regional gravity anomaly - local gravity anomaly - four-quadrant distribution - large area positive anomaly - earthquake occurring in the reverse change process "; 3) The cumulative and differential change images of the gravity field show that there were significant gravity changes in the two years preceding the Yangbi earthquake, and the earthquake occurred in the high-gradient belt of gravity variation, the center of the four-quadrant, and close to the zero contour turn; 4) The dynamic evolution image of the gravity field can well reflect the precursory phenomena during the preparation for the Yangbi MS6.4 earthquake. Based on the anomaly change of mobile gravity, a certain degree of medium-term prediction was made before the Yangbi MS6.4 earthquake, especially the determination of strong earthquake location.

基于2015年以来南-北地震带的相对重力和绝对重力测量数据,分析了区域重力场的动态变化及其与2021年5月21日杨碧MS6.4地震的关系。结果表明:1)区域重力场变化与渭西-桥侯断裂密切相关,反映了2015 - 2021年断层活动引起的地表重力场变化;2)与杨壁地震准备相关的重力场变化经历了“稳态-区域重力异常-局部重力异常-四象限分布-大面积正异常-地震发生的逆变化过程”的演化过程;3)重力场累积和微分变化图像显示,阳壁地震前2年存在明显的重力变化,地震发生在重力变化高梯度带、四象限中心,接近零等高线转折;4)重力场动态演化图像能较好地反映杨壁MS6.4地震准备过程中的前兆现象。根据活动重力异常变化,在杨壁MS6.4地震前进行了一定程度的中期预报,特别是确定了强震位置。
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引用次数: 0
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 Epub Date: 2023-01-24 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
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 Epub Date: 2023-01-27 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
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 Epub Date: 2023-01-25 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
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 Epub Date: 2023-01-31 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 Epub Date: 2022-11-30 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
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 Epub Date: 2022-12-09 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
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Geodesy and Geodynamics
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