Comparison of radial basis function networks and empirical equations for converting from pan evaporation to reference evapotranspiration

Evapotranspiration (ET) is one of the major processes in the hydrological cycle, and its reliable estimation is essential to water resources management. Numerous equations have been developed for estimating ET, most of which are complex and require numerous items of weather data. In many areas, the necessary data are lacking, and simpler techniques are required. Evaporation pans are used throughout the world because of the simplicity of technique, low cost, and ease of application. In this study, the radial basis function (RBF) network is applied for pan evaporation to evapotranspiration conversions. The adaptive pan‐based RBF network was trained using daily Policoro data from 15 May 1981 to 23 December 1983. The RBF network obtained, Christiansen, FAO‐24 pan, and FAO‐56 Penman–Monteith equations were verified in comparison with lysimeter measurements of grass evapotranspiration using daily Policoro data from 25 February to 18 December 1984. Based on summary statistics, the RBF network ranked first with the lowest RMSE value (0·433 mm day^?1). The RBF network obtained on the basis of the daily data from Policoro, Italy and pan‐based equations were further tested using mean monthly data collected in Novi Sad, Serbia, and Kimberly, Idaho, USA. The overall results favoured use of the RBF network for pan evaporation to evapotranspiration conversions. The use of the RBF network is very simple and does not require any knowledge of ANNs. Users require only code (RBF network), E_pan data and corresponding R_a data. Copyright © 2009 John Wiley & Sons, Ltd.     

基于2维行程的栅格数据快速动态压缩算法

分析了常规2维行程压缩算法存在的不足,在此基础上提出了一种在遍历栅格数据过程中直接快速动态生成2维行程的栅格数据压缩算法.该算法以MD码代替行列号来扫描栅格数据,对于一个2×2的窗口由MD码反解行列号只需转换左上角格网单元,同时以动态线性表代替静态线性表.在提取栅格单元的过程中,直接检测对比格网单元的属性值,动态分配内存来建立2维行程编码.最后,大量实验表明,算法在运行效率和内存占有量方面均优于常规的2维行程压缩算法.     

基于二次多项式的AOD数据融合方法

针对Aqua和Terra MODIS AOD数据利用线性回归算法拟合结果不够精确的问题,本文提出了二次多项式回归算法对其进行拟合,二次多项式是指这个多项式的项数超过1,且最高次方数为2。采用二次多项式回归和线性回归算法分别对2015年随机选择的一天和4-6月的AOD数据进行拟合,并将两种方法拟合的结果进行对比分析。研究结果显示,针对同一组Aqua和Terra MODIS AOD数据的拟合,二次多项式回归方法拟合得到的RMSE、MAE、R值比线性回归拟合方法得到的值精度都要高很多,说明二次多项式回归拟合方法在Aqua和Terra MODIS AOD数据的拟合方面优于线性回归方法的拟合,证明了二次多项式回归拟合方法适用于此方面的研究,而且能够提升Aqua和Terra MODIS AOD数据拟合结果的精度。     

高光谱遥感影像混合像元分解研究进展

受高光谱成像仪低空间分辨率及复杂地物的影响,高光谱遥感图像存在大量混合像元。为提高地表分类精度以及满足亚像元级目标探测的需求,混合像元分解技术一直是高光谱遥感研究热点之一。本文主要对高光谱混合像元分解技术中的核心问题:端元数目估计、端元提取算法、丰度估计算法进行综述,系统地分析了各种典型算法的原理及优缺点,进一步阐述研究过程中建立高精度遥感混合反演模型与遥感产品业务化中的混合像元分解技术难题,同时针对今后混合像元分解技术发展方向,指出在继续引入新型算法理论方法基础上,结合用户应用需求,推进高光谱混合像元分解算法业务化应用,为高光谱遥感工程化应用提供支持。     

Evaluation of the Residual Mass Fractionation in High-Precision Cr Isotopic Analysis with TIMS

The Cr isotope ratios of terrestrial and extra-terrestrial materials are emerging as one of the most important tracers in geosciences. Previous studies on Cr isotopic measurements using TIMS have found that there is residual Cr isotopic fractionation between the mass-fractionation-corrected ⁵³Cr/⁵²Cr and ⁵⁴Cr/⁵²Cr ratios, which may cause an offset of obtained ratios from the reference values. The residual fractionation was thought to be caused by the evaporation of Cr-oxide species during thermal ionisation, but the mechanism by which this residual fractionation could be reduced remained unclear. Here we revisit the issue of residual fractionation and propose that this problem can be alleviated by utilising W filaments instead of conventionally used Re filaments for Cr ionisation. Using W filaments, the formation of CrO⁺ was suppressed during heating as the filament temperature was ~ 100 °C lower than when Re filaments were used. In repeated measurement of a carbonaceous chondrite, the intermediate precisions of ⁵³Cr/⁵²Cr and ⁵⁴Cr/⁵²Cr ratios in the W filament runs were two to three times better than those of the Re filament runs. Therefore, the new finding of this study will be of key importance for future studies of Cr isotopes for terrestrial and extra-terrestrial materials.     

昆明呈贡石灰岩上覆红黏土干缩裂隙的温度效应

温度是影响土体干缩开裂的重要外部环境因素之一。为研究温度对红黏土干缩裂隙的影响,以昆明呈贡石灰岩上覆红黏土为对象,经风干、碾碎和筛分后,选取2 mm以下的细颗粒,用正方形钢化玻璃容器制备9个厚度为10 mm的饱和泥浆样,分成3组,每组3个平行样,利用控温烘箱分别进行30℃、50℃和70℃的干燥试验,试验过程中定时称重试样和对土样表面进行拍照,然后用PCAS软件对照片进行图像处理。结果表明：红黏土的蒸发过程可分为3个阶段,干缩裂隙的形成和发展可分为5个阶段;温度升高,干燥完成时间减短,常速率阶段的蒸发速率和蒸发量增大,最终含水率降低;初始临界含水率随温度升高而增大;随着土体含水率持续减小,表面裂隙率先缓慢增加,然后快速增大,最后趋于稳定;温度升高,裂隙交点数、裂隙条数、裂隙总长度和土块数减少,裂隙平均长度、裂隙平均宽度、表面裂隙率、土块平均面积、土块最大面积、干缩厚度和干密度增大。温度显著影响红黏土的水分蒸发过程,干缩裂隙的形成和发展,以及表面裂隙结构和形态。     

京津冀地区线环构造遥感地质解译与控矿规律分析

线性构造和环形构造与矿产的生成有着密切的内在联系. 在京津冀地区地质背景与矿产资料搜集的基础上,获取京津冀地区Landsat 8 OLI遥感影像,继而对遥感影像上的线性和环形构造进行遥感地质解译;并借助于ArcGIS平台对研究区内的线性构造和环形构造及其交汇部位进行缓冲区分析,根据线性、环形构造的影像特征及其与矿点的产出关系,总结出线-环形构造的控矿规律及控矿模式,为以后遥感找矿、圈定成矿远景区提供依据.     

遥感在大兴安岭牛汾台林场地区1:5万区调中的应用研究

5万牛汾台林场等4幅区调项目分别采用资源三号卫星影像和LandSat-8多光谱数据进行遥感解译. 经对比分析, 资源三号卫星影像适合应用于地形地貌方面的解译, 而LandSat-8多光谱数据则在线型构造、环状构造解译中起到了更大作用. 解译出29条NE、NW向为主的线型构造, 29个与火山喷发活动相关的小型环形构造. 经野外实地验证, 其中11条线型构造发现断裂, 11个环形影像填绘出火山机构. 解译了第四系、新近系五叉沟组、古生界、上侏罗统—下白垩统和岩体的界线. 经验证, 五叉沟组以及第四系解译界线与野外调查界线大致吻合; 解译的古生界地层界线与验证的早古生代海勒斯台构造混杂岩界线大致相同; 岩体经验证为早白垩世正长花岗岩.     

基于抗转模型的颗粒材料宏−细观关系研究

接触模型的宏?细观参数标定是成功使用离散元方法的关键。在离散元的接触模型中线性接触模型与抗转线性接触模型均可用于模拟砂性土的力学行为,其中抗转线性接触模型在模拟密砂的剪胀性方面具备优势。采用抗转线性接触模型对室内密实砂土三轴试验进行了离散元模拟,验证了抗转线性接触模型的可靠性;进而系统分析了颗粒间摩擦系数、刚度比和抗转动系数等细观参数与砂土峰值内摩擦角、残余内摩擦角、峰值剪胀角等宏观参数的相关关系并进行了验证;揭示了偏应力作用下,细观参数对密实砂土试样内部剪切带宽度与倾角变化的影响规律,提出了考虑剪胀角的剪切带倾角经验公式。通过研究建立了抗转线性接触模型宏?细观参数的量化关系并给出了标定参数的具体流程图,提出了快速标定宏观参数的方法并应用实例进行了验证,为采用抗转线性接触模型精准模拟密实砂土的力学特性提供依据。     

多孔黏弹介质平面波理论及波场数值模拟

本文将黏弹固体骨架与各向异性多孔弹性模型相结合,并将地层黏弹性的特性考虑其中,更好地刻画了快P波和横波在地震频带的衰减现象。将多孔黏弹模型模拟结果同传统弹性模型模拟结果对比显示,多孔黏弹模型在模拟真实储层方面更具优势。