Monthly suspended sediment load prediction using artificial intelligence: testing of a new random subspace method     

Viet-Ha Nhu  Khabat Khosravi  James R. Cooper  Mahshid Karimi  Ozgur Kisi  Binh Thai Pham 《水文科学杂志》2020,65(12):2116-2127

ABSTRACT

The predictive capability of a new artificial intelligence method, random subspace (RS), for the prediction of suspended sediment load in rivers was compared with commonly used methods: random forest (RF) and two support vector machine (SVM) models using a radial basis function kernel (SVM-RBF) and a normalized polynomial kernel (SVM-NPK). Using river discharge, rainfall and river stage data from the Haraz River, Iran, the results revealed: (a) the RS model provided a superior predictive accuracy (NSE = 0.83) to SVM-RBF (NSE = 0.80), SVM-NPK (NSE = 0.78) and RF (NSE = 0.68), corresponding to very good, good, satisfactory and unsatisfactory accuracies in load prediction; (b) the RBF kernel outperformed the NPK kernel; (c) the predictive capability was most sensitive to gamma and epsilon in SVM models, maximum depth of a tree and the number of features in RF models, classifier type, number of trees and subspace size in RS models; and (d) suspended sediment loads were most closely correlated with river discharge (PCC = 0.76). Overall, the results show that RS models have great potential in data poor watersheds, such as that studied here, to produce strong predictions of suspended load based on monthly records of river discharge, rainfall depth and river stage alone.  相似文献   

Synchronous Transformations of Mineral and Organic Constituents of Sedimentary Rocks in Geological Structure with an Initial Extension and Subsequent Compression Tectonic Regime     

Petrova  V. V.  Nginh  Le Thi  Stukalova  I. E.  Sokolova  A. L.  Huyen  Nguyen Xuan  Pha  Phang Dong 《Lithology and Mineral Resources》2003,38(3):209-222

Sedimentary rocks of the section in the Red River fold zone of northern Viet Nam are considered. It is shown that secondary mineral parageneses formed in two stages. The first stage (35–17 Ma ago) corresponded to the period of structure extension and sediment subsidence to a depth of about 6 km. This period and subsequent 10 Ma were marked by the formation of a usual dia- and catagenetic zoning of metasedimentary rocks. The second stage (5–7 Ma ago) corresponded to processes of compression that were responsible for the deformation of rocks into gentle folds and 1.5 to 2.2 times contraction of the section thickness in different places. The sequential–mineralogical zoning was disturbed at this stage. Smectites and mixed-layer minerals were replaced by chlorites and hydromicas. Organic material also responded to compression simultaneously with inorganic components. The bituminous component was released from humic matter and rocks became enriched in hydrocarbons.  相似文献   

阿尔金北缘地区剥离断层控矿和金矿成因——以大平沟金矿床为例   总被引：5，自引：0，他引：5  

陈宣华  杨风  王小凤  陈柏林  陈正乐  王克卓 《吉林大学学报(地球科学版)》2002,32(2):122-127

阿尔金北缘大平沟金矿床是近年来在阿尔金山地区新发现的首例岩金矿床。为了阐明其矿床地质特征及其成因,采用构造解析与矿主档学研究相结合的方法。结果表明,（1）金矿物主要为金－银系列矿物,成色在915－946之间,金含量与K2O、Fe2O3呈正相关关系;（2）变粒岩、强片理化变粒岩、含金石英脉和无矿化纯净石英脉的稀土元素配分型式具有相似性;（3）主要成矿期温度范围198－290℃,为中温热液矿床;（4）成矿深度为1.77-2.68km;（5）氢氧同位素组成具有以岩浆水为主的特征。由此认为,大平沟金矿床是受阿尔金北缘断裂－剥离断层控制的金矿床,是该地区金矿找矿的方向。  相似文献   

论中国东部大型盆地区及邻区地质-地球物理复合尺度解析   总被引：7，自引：3，他引：4  

杨宝俊  张梅生  王璞珺  刘财  孙晓猛  焦新华  单玄龙  孟令顺  刘万崧  许文良  郭华 《地球物理学进展》2002,17(2):317-324

作为对中国东部陆缘地带大型盆地区及邻区地质－地球物理综合研究的部分结果,本文的基本认识：（1）穿过松辽盆地的1孙吴－双辽断裂可能是东倾伯低角度壳内断裂;（2）松辽盆地和渤海湾盆地可能属于“混合型裂谷盆地”;（3）东海盆地台北坳陷处在多期次张性应力场环境中,使在其西部附近产生张性正断层系;（4）欧亚大陆东部新生代区域构造运动总体处于右旋走滑拉张环境,其动力因素包括板块运动和地幔物质运动;（5）研究区莫霍面具有较为复杂的变化;（6）复合尺度研究方法是地质－地球物理综合分析的必要手段。  相似文献   

北京城的变迁与遐想   总被引：1，自引：1，他引：0  

宣之强 《化工矿产地质》2002,24(3):175-178,188

北京位于华北大平原西北边缘地区,这个三面环山形如海湾的地区又被称作“北京湾”。历经“北京猿人”、“新洞人”、“山顶洞人”及“燕都蓟城”、“幽州”等一系列演变,于1153年建都,至1274年都城宫阙建成,奠定了今日北京城的基础。侯仁之院士将北京城市规划建设划分为三个里程碑。突出体现21世纪首都风貌的“第三个里程碑”构建中,应特别关注周边地区建设、文化遗产保护、环境及水资源的保护与合理应用。  相似文献   

公路路产管理系统的设计与开发     

邹璇  田福娟  张勇  王振辉 《测绘信息与工程》2006,31(1):50-51

采用了Visual C 以及Access技术,实现了模块化的公路路产管理系统,阐明了系统各模块的功能及其相互关系。  相似文献   

Interrelation among several important links in seismic risk analysis     

黄玮琼  吴宣 《地震学报(英文版)》2006,19(3):284-291

Introduction In the probability analysis method of seismic risk considering time-space inhomogeneity of seismic activity and adopted commonly in China (State Seismological Bureau, 1996) (called in-homogeneous distribution model for short), the division of seismic statistical regions, delimitation of potential seismic sources and estimation of seismicity parameters are the main links that affect significantly the estimation of ground motion parameters of a site. HUANG and WU (2005) studied …  相似文献   

TTI介质的相速度研究     

轩义华  何樵登  林炎 《应用地球物理》2007,4(1):25-28

推导了二维TTI介质的相速度表达式,并且依据推导出来的相速度表达式,模拟并分析了二维TTI介质相速度的传播快照以及TI介质相速度的传播快照;对比并分析了TTI介质和TI介质模型的相速度理论计算值的X分量特征的差异。TTI介质的相速度研究具有较高的理论研究价值和实际应用价值．  相似文献   

圆形断面管道非满流流速计算表达式   总被引：1，自引：0，他引：1       下载免费PDF全文

茅泽育  赵璇  罗昇 《水科学进展》2007,18(2):170-174

工程实际中,常需要计算某一充满度下管道非满流的流量及流速。目前大多数计算模型均采用水力半径作为反映过流断面形状及几何尺寸的特征参数。针对不同充满度的研究结果表明,这种类型模型的计算结果与真实的流动特性并不相符,尤其当水深接近管顶时。根据水动力学基本原理及试验研究手段,对圆形断面管道无压均匀流流量-充满度非单一性进行了探索,并提出了以流量作为形状特征参数的更为合理且简单实用的水流流速计算表达式。  相似文献   

房产测量中椭圆和样条曲线的多段线逼近     

李家  张烜  周丽丽  刘颖 《现代测绘》2007,30(1):13-15

本文介绍了在AutoCAD环境中,对椭圆和样条曲线以面积为逼近指标调整偏移距离,用B样条函数处理偏移后样条曲线的控制数据,生成多段线逼近原椭圆或样条曲线的方法.解决了房产测量和建筑设计中将椭圆和椭圆弧精确地转化为多段线的问题.  相似文献