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   

内蒙古达来诺尔湖湖泊沉积物中敏感粒度组分沉积环境及地层分析   总被引：1，自引：0，他引：1       下载免费PDF全文

于瑞雪  李畅游  李文宝  甄志磊  赵胜男  张帅 《沉积与特提斯地质》2016,36(3):77-82

对达来诺尔湖北岸岸边(DL-0)、湖中心(DL-1)和湖南岸(DL-2)3个点的岩心沉积物进行了详细的岩性分析、粒度分析和粒度参数垂向分布序列分析。对沉积环境变化较为敏感的粒度组分的分析发现DL-0与DL-1和DL-2井岩心沉积物敏感粒度组分的峰值有较大差别,其粒度分布范围相差较大,表明湖北岸岸边、湖中心和湖南岸的沉积物来源和沉积环境的时空差异。敏感粒度组分含量随深度变化的初步分析表明,湖北岸岸边(DL-0)和湖中心(DL-1)两个点的沉积环境较为稳定;而位于湖南岸(DL-2)点的沉积环境变化比较大,包含了5个明显的沉积波动旋回,并对达来诺尔湖由北至南进行了沉积地层分析。在达来诺尔湖水下1.5m内主要是粒径0~200μm的颗粒,岩性为粘土、粉砂和砂,以粘土和粉砂为主,随着深度的增加,黏土含量增大,粉砂和砂含量减小。  相似文献   

Application research of enhanced in-situ micro-ecological remediation of petroleum contaminated soil          下载免费PDF全文

ZHANG Sheng  ZHANG Cui-yun  HE Ze  CHEN Li  ZHANG Fa-wang  YIN Mi-ying  NING Zhuo  SUN Zhen-hua  ZHEN Shi-jun 《地下水科学与工程》2016,4(3):157-164

Experimental study of enhanced in-situ micro-ecological remediation of petroleum contaminated loess soil was carried out in Zhongyuan oil production areas, and the enhanced in-situ micro-ecological remediation technique includes optimistic in-situ microbial communities, physical chemistry methods, alfalfa planting and regulation of soil environmental elements. Experiments showed that the oil content in the contaminated soil with oil content about 2 898.25 mg/kg can be reduced about 98.61% after in-situ micro-ecological remediation for 99 days, which demonstrated the effectiveness of in-situ micro-ecological remediation methods for petroleum contaminated soil in central plains of China, and explored the practical and feasible application of these methods.  相似文献   

Solar-, monsoon- and Kuroshio-influenced thermocline depth and sea surface salinity in the southern Okinawa Trough during the past 17,300 years     

Libo Wang  Jun Li  Jingtao Zhao  Helong Wei  Bangqi Hu  Yanguang Dou  Zhilei Sun  Liang Zou  Fenglong Bai 《Geo-Marine Letters》2016,36(4):281-291

Factors influencing millennial-scale variability in the thermocline depth (vertical mixing) and sea surface salinity (SSS) of the southern Okinawa Trough (OT) during the past 17,300 years were investigated based on foraminifer oxygen isotope records of the surface dweller Globigerinoides ruber sensu stricto and the thermocline dweller Pulleniatina obliquiloculata in the AMS ¹⁴C dated OKT-3 core. The thermocline depth is influenced by surface thermal buoyancy (heat) flux, in turn controlled by the annual mean insolation at 30°N and the strength of the East Asian winter monsoon (EAWM). Strong insolation and weak EAWM tend to increase buoyancy gain (decrease buoyancy loss), corresponding to shallow thermocline depths, and vice versa. Regional SSS is influenced by the global ice volume, the Kuroshio Current (KC), and vertical mixing. A deep thermocline coincides with a high SSS because strong vertical mixing brings more, saltier subsurface KC water to the surface, and vice versa. Local SSS (excluding the global ice volume effect) became lower in the northern OT than in the southern OT after ~9.2 ka, implying that Changjiang diluted water had stronger influence in the northern sector. SSS show no major changes during the Bølling/Allerød and Younger Dryas events, probably because the KC disturbed the North Atlantic signals. This argues against earlier interpretations of sea surface temperature records of this core. Wavelet and spectral analyses of the Δδ¹⁸O_P-G (δ¹⁸O of P. obliquiloculata minus G. ruber s.s.) and δ¹⁸O_local records display 1,540-, 1,480-, 1,050-, 860-, 640-, and 630-year periods. These are consistent with published evidence of a pervasive periodicity of 1,500 years in global climate as well as EAWM and KC signatures, and a fundamental solar periodicity of 1,000 years and intermediary derived periodicity of 700 years.  相似文献   

内蒙古阿鲁科尔沁旗陶海营子剖面林西组地球化学特征及其对物源-构造背景的制约          下载免费PDF全文

甄甄  陈树旺  郑月娟  张健  李永飞  苏飞  黄欣  公繁浩 《中国地质》2018,45(5):1011-1022

大兴安岭中南段上二叠统林西组发育厚层的暗色泥页岩,是区域上重要的上古生界生烃层系之一。阿鲁科尔沁旗陶海营子剖面是林西组的典型剖面之一,本文以该剖面为研究对象,对取自该剖面林西组的10件砂、泥岩样品进行主量元素、微量元素和稀土元素测试分析。剖面样品元素分析和物源判别函数（F₁-F₂）、Ni-TiO₂、La/Th-Hf图解判别结果表明,陶海营子剖面林西组沉积物来源多样,主要来源于上地壳长英质火成物源区和石英岩沉积物源区,还有少量来自中、基性岩火成物源区。剖面样品微量元素PAAS（后太古庙澳大利亚页岩）标准化蛛网图、稀土元素球粒陨石标准化配分模式图、K₂O/Na₂O-SiO₂、Zr/Th、TiO₂-（TFe₂O₃+MgO）图解、物源构造背景判别函数（F₁-F₂）''的分析判别和剖面样品与不同构造环境砂岩地球化学参数对比结果表明,陶海营子剖面林西组物源构造背景具有被动大陆边缘、活动大陆边缘和大陆岛弧特征,构造背景较复杂。综合分析可知,陶海营子剖面林西组物源主要为被动大陆边缘背景下的火成岩、石英质沉积岩,以及活动大陆边缘和大陆岛弧背景下的火成岩。结合前人相关研究成果,推测兴蒙造山带内伸展作用背景下的晚石炭世-二叠纪岩浆型被动陆缘沉积建造和与俯冲背景有关的古生代弧岩浆岩应该是陶海营子剖面林西组的主要物源。  相似文献   

一次浓雾过程的观测分析     

甄晓菊  吴国明  杨晓亮 《黑龙江气象》2019,36(2):6-8,22

利用DMTFM120雾滴谱仪(2-50μm)、VAISALAPWD22能见度仪和六要素自动气象站对2016年11月3日河北省中南部平原地区的一次浓雾天气进行了观测分析。这次浓雾过程主要由于夜间辐射降温形成,晴夜风速较弱,低空存在较强逆温,属于典型的辐射雾。观测表明,由于夜间长波辐射冷却作用的增强,温度迅速下降,雾滴浓度突增,导致能见度突降,出现了浓雾的爆发。这次浓雾过程的能见度最低为71m,相对湿度93%-99%;雾滴的平均浓度为89cm^-3,最小2cm^-3,最大403cm^-3;平均直径为3.9μm,最大直径13.5μm;平均含水量为0.0033gm^-3,最小含水量0.00002g·m^-3,最大含水量0.038g·m^-3。总体而言,这次过程雾滴浓度不高、含水量较低,各阶段的雾滴谱分布都偏向小滴一端,谱宽较窄,缺乏大滴,不利于向强浓雾发展。  相似文献   

乌鲁木齐市低空大气逆温特征分析   总被引：11，自引：1，他引：11  

刘增强  郑玉萍  李景林  陈洁  闫战江 《干旱区地理》2007,30(3):51-356

为了分析乌鲁木齐低层大气逆温变化特征,通过利用乌鲁木齐市气象站2000-2004年的探空观测资料,从逐日探空原始记录中提取得到贴地逆温、脱地逆温的底部、顶部高度、温度,分析它们的变化情况。乌鲁木齐市低空大气温度层结全年以弱稳定为主,一年四季都存在逆温层。冬季是逆温特征最为显著的季节,强度最强,平均为1.06℃/100 m。冬季逆温发生频率最高,平均为89%,贴地逆温厚度最厚,平均为860 m,脱地逆温底高平均为534 m,顶高平均为1 187 m。由于蒙古反气旋的冷空气在准噶尔盆地堆积,使得乌鲁木齐冬季近地面大气稳定。  相似文献   

贵州晴隆县王家湾金矿床地质特征及成因   总被引：1，自引：2，他引：1  

郑懋荣 《贵州地质》2002,19(1):27-30

根据采矿过程中的地质研究，总结了王家湾金矿成矿特征，对其成因提出了初步认识，这对于区域上找矿及探矿工程布置有一定指导意义。  相似文献   

重磁遗传算法三维反演中动态数组优化方法   总被引：3，自引：4，他引：3  

姚长利  郑元满 《物探化探计算技术》2002,24(3):240-245

将地下场源划分成很多规划小单元，并且反演这些单元的物性变化是重磁反演，特别是三维反演的重要方向。在应用遗传算法进行该类反演过程中，隐含着数据量大时高维动态数据内存管理问题。为此，作者在本文中提出了简单、有效的动态内存优化方法。  相似文献   

地球空间双星探测计划   总被引：10，自引：2，他引：10       下载免费PDF全文

刘振兴 《地球物理学报》2001,44(4):573-580

地球空间双星探测计划包括两颗小卫星,将分别运行于目前国际上地球空间探测卫星尚未覆盖的近地赤道区和近地极区.双星计划的主要科学目标是用高分辨率的仪器在近地空间的主要活动区探测场和粒子的时空变化;研究磁层亚暴、磁暴和磁层粒子暴的触发机制及磁层空间暴对太阳活动和行星际扰动的响应过程;建立地球空间环境的动态模式.为了实现科学目标,赤道卫星和极区卫星上各载有9台探测仪器.赤道卫星的轨道是:近地点550km,远地点60000km,倾角约2.5°;极区卫星轨道是:近地点350km,远地点25000km,倾角约90°左右.为了使双星计划与欧空局ClusterⅡ相配合,赤道卫星计划于2002年12月发射,极区卫星计划于2003年6月发射.双星计划与ClusterⅡ相配合,可形成地球空间6点探测计划,这将成为21世纪初国际上重要的地球空间探测计划.  相似文献