支持向量机的车载雷达点云目标识别     

李海亭  王厚之  李艳红  汪汇兵 《测绘科学》2016,41(5):45-49

为了进一步研究移动测量系统的数据处理问题,该文根据点云的基本特征,归纳了由7个特征构成的点云原始特征向量,在此基础上,结合语义环境构建了由17个特征构成的点云扩展特征向量,并采用支持向量机模型对车载LiDAR点云进行行道树点云识别的一系列实验。实验中采用粒子群优化算法和遗传算法对支持向量机进行参数寻优;采用不同特征向量和不同数目样本对点云进行学习和目标识别;分析了特征向量的学习曲线和识别精度。实验结果表明,支持向量机模型能够在行道树点云识别中取得较高的精度。  相似文献   

一种裸露土壤湿度反演方法   总被引：1，自引：0，他引：1  

张清河  徐飞  朱国强 《测绘科学》2016,41(2):11-14

针对目前土壤湿度反演方法研究较少且缺少实时性的现状,该文提出一种土壤湿度反演方法——最小二乘支持向量机技术。以积分方程模型为正向算法,数值模拟不同雷达参数(频率、入射角及极化)下后向散射系数随土壤含水量和地表粗糙度的变化情况。经过数据敏感性分析,选取C-波段和X-波段、小入射角下的同极化后向散射系数作为支持向量回归的训练样本信息;经过适当的训练,利用支持向量回归技术对土壤含水量进行了反演研究;并考虑通过多频率、多极化、多入射角数据的组合,消除地表粗糙度的影响,提高反演精度。模拟结果表明,该方法反演土壤湿度具有较高的精度和较好的实时性;同时,与人工神经网络方法的结果比较,证明了该方法的有效性,为土壤湿度的反演研究提供了一种方法。  相似文献   

混合核特征加权SVM遥感湿地空间分类     

刘冰  吴超  林怡 《测绘工程》2016,25(7):13-17

针对湿地空间信息的复杂性和SVM的分类性能,设计一种基于混合核函数的特征加权SVM分类模型,综合利用多种特征信息,避免被弱相关特征所支配,从而提供更佳的映射性能和泛化能力。实验结果表明,该分类模型兼具良好的外推和内推能力,能够有效地融合不同信息源特征,得到更完整和准确的分类结果,在总体精度、Kappa系数等多项指标上都表现出更高的水平。  相似文献   

改进支持向量机的高分遥感影像道路提取   总被引：2，自引：0，他引：2  

朱恩泽  宋伟东  戴激光 《测绘科学》2016,41(12):224-228

针对支持向量机受分类数的限制在高分辨率遥感影像中无法直接获取高精度道路网信息的问题,该文提出一种新的混合的基于支持向量机的方法:首先,利用模糊C均值聚类方法将输入的遥感影像分为3类,以减少支持向量机的错分现象;其次,运用支持向量机将不同类别的像素分为道路类和非道路类;最后,应用马尔科夫随机场对分类结果进行噪声去除,并采用形态学进行后处理,进而得到精确道路网信息。实验结果表明:该算法不仅能够从高分辨率遥感影像中提取出道路网,而且精度优于直接使用支持向量机算法以及对比算法。  相似文献   

A support vector machine classifier based on a new kernel function model for hyperspectral data     

Zhilei Lin  Luming Yan 《地理信息系统科学与遥感》2016,53(1):85-101

The kernel function is a key factor to determine the performance of a support vector machine (SVM) classifier. Choosing and constructing appropriate kernel function models has been a hot topic in SVM studies. But so far, its implementation can only rely on the experience and the specific sample characteristics without a unified pattern. Thus, this article explored the related theories and research findings of kernel functions, analyzed the classification characteristics of EO-1 Hyperion hyperspectral imagery, and combined a polynomial kernel function with a radial basis kernel function to form a new kernel function model (PRBF). Then, a hyperspectral remote sensing imagery classifier was constructed based on the PRBF model, and a genetic algorithm (GA) was used to optimize the SVM parameters. On the basis of theoretical analysis, this article completed object classification experiments on the Hyperion hyperspectral imagery of experimental areas and verified the high classification accuracy of the model. The experimental results show that the effect of hyperspectral image classification based on this PRBF model is apparently better than the model established by a single global or local kernel function and thus can greatly improve the accuracy of object identification and classification. The highest overall classification accuracy and kappa coefficient reached 93.246% and 0.907, respectively, in all experiments.  相似文献   

Temporal replication of the national land cover database using active machine learning     

Galen J. Maclaurin 《地理信息系统科学与遥感》2016,53(6):759-777

Regional and national level land cover datasets, such as the National Land Cover Database (NLCD) in the United States, have become an important resource in physical and social science research. Updates to the NLCD have been conducted every 5 years since 2001; however, the procedure for producing a new release is labor-intensive and time-consuming, taking 3 or 4 years to complete. Furthermore, in most countries very few, if any, such releases exist, and thus there is high demand for efficient production of land cover data at different points in time. In this paper, an active machine learning framework for temporal updating (or backcasting) of land cover data is proposed and tested for three study sites covered by the NLCD. The approach employs a maximum entropy classifier to extract information from one Landsat image using the NLCD, and then replicate the classification on a Landsat image for the same geographic extent from a different point in time to create land cover data of similar quality. Results show that this framework can effectively replicate the land cover database in the temporal domain with similar levels of overall and within class agreement when compared against high resolution reference land cover datasets. These results demonstrate that the land cover information encapsulated in the NLCD can effectively be extracted using solely Landsat imagery for replication purposes. The algorithm is fully automated and scalable for applications at landscape and regional scales for multiple points in time.  相似文献   

Research on Formation Mechanisms of Hot Dry Rock Resources in China   总被引：3，自引：0，他引：3  

WANG Guiling  LIN Wenjing  ZHANG Wei  LU Chuan  MA Feng  GAN Haonan 《《地质学报》英文版》2016,90(4):1418-1433

As an important geothermal resource, hot dry rock(HDR) reserves have been studied in many countries. HDR resources in China have huge capacity and have become one of the most important resources for the potential replacement of fossil fuels. However, HDR resources are difficult to develop and utilise. Technologies for use with HDR, such as high–temperature drilling, reservoir characterisation, reservoir fracturing, microseismic monitoring and high–temperature power stations, originate from the field of oil and drilling. Addressing how to take advantage of these developed technologies is a key factor in the development of HDR reserves. Based on the thermal crustal structure in China, HDR resources can be divided into four types: high radioactive heat production, sedimentary basin, modern volcano and the inner–plate active tectonic belt. The prospective regions of HDR resources are located in South Tibet, West Yunnan, the southeast coast of China, Bohai Rim, Songliao Basin and Guanzhong Basin. The related essential technologies are relatively mature, and the prospect of HDR power generation is promising. Therefore, analysing the formation mechanisms of HDR resources and promoting the transformation of technological achievements, large–scale development and the utilisation of HDR resources can be achieved in China.  相似文献   

庐枞LZSD-1孔科学钻孔钻头选择与使用     

余善平 《安徽地质》2016,26(1):36-37

受中国地质科学院地质研究所的委托,安徽省地质矿产勘查局313地质队承担《华东庐枞盆地科学钻探选址预研究》3000m科学钻探工程任务,该钻孔为大陆科学钻探选址预研究项目中6个钻孔之一,主要目的是通过钻探揭示和验证与成矿有关的岩体、基底、盖层的空间分布,建立地壳结构模型和异常解释的标尺,为大陆万米钻探提供选址依据。本文主要介绍了在施工过程中的钻头选用情况,仅供同行参考。  相似文献   

日照市河谷平原区成井方法对比研究     

陈冶  程微  陈文彬  岳雅  苑雪峰 《化工矿产地质》2016,(3):166-170

在分析日照河谷平原区水文地质条件的基础上,通过大量抽水试验数据,对比分析研究了当地民井与本次施工水井成井方法的差异,指出了当地民井在成井方法上的不足和缺陷,并提出了适宜该区的成井方法建议。  相似文献   

有限圈闭复杂沥青质稠油层钻井难点与对策          下载免费PDF全文

鲍洪志  肖超  赵向阳  何青水  杨顺辉  王朝明 《探矿工程》2016,43(12):18-22

中东YD油田为海相碳酸盐岩地层,Kazh地层分布着活跃的非均质沥青质稠油,高压并含有酸性气体,为非目的层,需要钻穿并封隔该层后对下部产层进行开发。由于沥青质稠油层分布不均,孔隙压力不确定,对钻井工程造成了极大的挑战。在一期施工中,3口井由于沥青质稠油的侵入被迫工程弃井,未能实现工程目的。针对此世界性难点问题,开展了沥青质稠油侵入机理实验研究、固化剂研制、控压钻井技术应用等一系列配套工艺技术研究,提出了复杂沥青质稠油层安全钻井技术对策,现场应用取得较好的效果。  相似文献