Improvement of spatial interpolation accuracy of daily maximum air temperature in urban areas using a stacking ensemble technique     

Dongjin Cho  Cheolhee Yoo  Yeonsu Lee  Jaese Lee 《地理信息系统科学与遥感》2020,57(5):633-649

ABSTRACT

The reliable and robust monitoring of air temperature distribution is essential for urban thermal environmental analysis. In this study, a stacking ensemble model consisting of multi-linear regression (MLR), support vector regression (SVR), and random forest (RF) optimized by the SVR is proposed to interpolate the daily maximum air temperature (T_max) during summertime in a mega urban area. A total of 10 geographic variables, including the clear-sky averaged land surface temperature and the normalized difference vegetation index, were used as input variables. The stacking model was compared to Cokriging, three individual data-driven methods, and a simple average ensemble model, all through leave-one-station-out cross validation. The stacking model showed the best performance by improving the generalizability of the individual models and mitigating the sensitivity to the extreme daily T_max. This study demonstrates that the stacking ensemble method can improve the accuracy of spatial interpolation of environmental variables in various research fields.  相似文献   

顾及地理矢量场空间变化特征的多分辨率纹理可视化方法     

尚戴雨  丁雨淋  朱庆  吴林宝 《测绘学报》2020,49(5):656-666

网络环境下海量、高维、动态、多尺度地理空间矢量场数据的在线高效可视化,一直是大规模密集矢量场数据集成与综合应用分析亟须解决的关键问题。地理矢量场数据蕴含大量非规则、多尺度、时空异质的变化特征与结构,传统矢量场纹理可视化方法,受全局统一采样密度的限制,存在典型的稠密遮挡、特征模糊的问题。针对上述问题,本文提出了一种顾及地理矢量场空间变化特征的多分辨率纹理可视化方法,引入复合信息熵定量显式描述矢量场的空间变化,以此驱动图像空间内多频噪声纹理生成、矢量场多分辨率纹理的构建与增强表达,有效克服传统纹理可视化方法的技术瓶颈。最后采用风场数据进行试验,验证了本文方法的可靠性与有效性。  相似文献   

基于昆明市精细化GIS的天气雷达标准格式基数据应用     

甄廷忠  江龙  段燕楠  王菲 《气象科技》2020,48(1):59-67

以国家地理信息公共服务平台、云南数字乡村、Mapinfo公共数据为数据源,在C#开发环境下实现了精细到乡镇、公路、行政村、自然村的昆明市精细化地理信息系统(GIS)的自主研发,解决了基层气象部门缺乏精细化GIS的难题。介绍了标准格式基数据的解析、成图过程及注意事项,在全国范围内较早实现了天气雷达标准格式基数据在基层气象部门的业务应用。在业务应用过程中,发现了CC天气雷达标准格式早期基数据存在回波强度严重减弱的问题;昆明市精细化GIS与昆明天气雷达回波图的融合应用,可以精确定位雷达强回波区,对精细化气象服务具有指导作用,提高了强天气精细化预警能力、短时临近精细化预报能力和防灾减灾能力。  相似文献   

Impulsive time-free transfers between halo orbits   总被引：1，自引：0，他引：1  

L. A. Hiday-Johnston  K. C. Howell 《Celestial Mechanics and Dynamical Astronomy》1996,64(4):281-303

A methodology is developed to design optimal time-free impulsive transfers between three-dimensional halo orbits in the vicinity of the interior L ₁ libration point of the Sun-Earth/Moon barycenter system. The transfer trajectories are optimal in the sense that the total characteristic velocity required to implement the transfer exhibits a local minimum. Criteria are established whereby the implementation of a coast in the initial orbit, a coast in the final orbit, or dual coasts accomplishes a reduction in fuel expenditure. The optimality of a reference two-impulse transfer can be determined by examining the slope at the endpoints of a plot of the magnitude of the primer vector on the reference trajectory. If the initial and final slopes of the primer magnitude are zero, the transfer trajectory is optimal; otherwise, the execution of coasts is warranted. The optimal time of flight on the time-free transfer, and consequently, the departure and arrival locations on the halo orbits are determined by the unconstrained minimization of a function of two variables using a multivariable search technique. Results indicate that the cost can be substantially diminished by the allowance for coasts in the initial and final libration-point orbits.An earlier version was presented as Paper AIAA 92-4580 at the AIAA/AAS Astrodynamics Conference, Hilton Head Island, SC, U.S.A., August 10–12, 1992.  相似文献   

《深圳市地图集》地理基础底图的设计与编制     

胡胜华  何宗宜 《测绘信息与工程》2002,27(3):9-11

详细介绍了《深圳市地图集》地理基础底图的设计原理和编制方法。着重论述了其地理底图的总体设计,底图系统的设计,投影和比例尺的设计,各底图系统的编制方法,制作地理底图的技术路线设计。  相似文献   

Transient analysis of wave propagation in non‐homogeneous elastic unbounded domains by using the scaled boundary finite‐element method     

Mohammad Hossein Bazyar  Chongmin Song 《地震工程与结构动力学》2006,35(14):1787-1806

The scaled boundary finite‐element method has been developed for the dynamic analysis of unbounded domains. In this method only the boundary is discretized resulting in a reduction of the spatial dimension by one. Like the finite‐element method no fundamental solution is required. This paper extends the scaled boundary finite‐element method to simulate the transient response of non‐homogeneous unbounded domains with the elasticity modulus and mass density varying as power functions of spatial coordinates. To reduce the number of degrees of freedom and the computational cost, the technique of reduced set of base functions is applied. The scaled boundary finite‐element equation for an unbounded domain is reformulated in generalized coordinates. The resulting acceleration unit‐impulse response matrix is obtained and assembled with the equation of motion of standard finite elements. Numerical examples of non‐homogeneous isotropic and transversely isotropic unbounded domains demonstrate the accuracy of the scaled boundary finite‐element method. Copyright © 2006 John Wiley & Sons, Ltd.  相似文献   

基于? -SVR算法的隧道围岩位移演化规律预测   总被引：3，自引：0，他引：3  

陈秋南  张永兴  赵明华  刘新荣 《岩土力学》2006,27(4):591-593

针对目前广泛应用的灰色理论、遗传算法(GA)和人工神经网络(ANN)等方法预测隧道稳定性的缺陷，提出应用稳健性能较好的? -SVR（support vector machine）算法对非对称连拱隧道围岩位移演化规律进行预测研究。应用加速混合遗传算法搜索? -SVR最优参数，以提高? -SVR的预测能力。将预测结果与灰色理论、BP神经网络预测结果进行比较，显示? -SVR算法学习和预测精度高。  相似文献   

一种抗数据压缩的矢量地图数据数字水印算法   总被引：12，自引：4，他引：12  

朱长青  杨成松  李中原 《测绘科学技术学报》2006,23(4):281-283

基于矢量地图数据特点,提出了一种抗数据压缩的矢量地图数据数字水印算法,即在嵌入水印信息之前对数据进行道格拉斯-普克法压缩,然后在特征点中嵌入水印信息.实验分析表明,提出的水印算法在抗数据压缩方面具有较好的效果.  相似文献   

基于AutoCAD二次开发的矢量地形数据检查   总被引：1，自引：0，他引：1  

张彦彦  周卫  郝思宝 《现代测绘》2006,29(6):16-19

基于CAD的矢量地形数据是一类基本的重要的基础地理数据，其应用十分广泛，同时也是各类地理信息系统重要的数据源，其属性精度、逻辑一致性是其重要质量元素，本文论述了基于AuotoCAD二次开发实现矢量地形数据计算机自动化高效检查的技术方法。  相似文献   

基于支撑向量回归的高光谱混合像元非线性分解   总被引：10，自引：1，他引：10  

吴波  张良培  李平湘 《遥感学报》2006,10(3):312-318

提出了基于支撑向量回归的高光谱混合像元自动分解.首先利用投影迭代的方法自动寻找到影像的典型地物光谱,然后利用Hapke近似函数模拟出非线性的训练和测试数据.支撑向量回归的混合像元分解方法与基于基函数分解方法的不同点是不需要预先确定非线性的映射形式,它通过核函数,把像元矢量从低维空间映射到高维特征空间,使得在特征空间中构造的线性光谱组合对应着原始空间（像元空间）的非线性组合特性,从而揭示了典型地物光谱之间的高阶性质,提高了混合像元的分解精度.实验结果证明,这种方法具有很高的混合像元的分解精度.利用模拟数据作分解精度的评价,表明97%以上的像元分解绝对误差不大于10%,而各类总体平均平方根误差均小于3.5%.  相似文献