Novel Folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing     

《ISPRS Journal of Photogrammetry and Remote Sensing》2014

As a widely used approach for feature extraction and data reduction, Principal Components Analysis (PCA) suffers from high computational cost, large memory requirement and low efficacy in dealing with large dimensional datasets such as Hyperspectral Imaging (HSI). Consequently, a novel Folded-PCA is proposed, where the spectral vector is folded into a matrix to allow the covariance matrix to be determined more efficiently. With this matrix-based representation, both global and local structures are extracted to provide additional information for data classification. Moreover, both the computational cost and the memory requirement have been significantly reduced. Using Support Vector Machine (SVM) for classification on two well-known HSI datasets and one Synthetic Aperture Radar (SAR) dataset in remote sensing, quantitative results are generated for objective evaluations. Comprehensive results have indicated that the proposed Folded-PCA approach not only outperforms the conventional PCA but also the baseline approach where the whole feature sets are used.  相似文献   

经验模态分解和独立分量分解在航磁数据处理中的应用     

王成彬  陈建国  肖凡  梁良 《江苏地质》2014,38(4):623-629

以东天山1∶20万航磁数据为例,利用经验模态分解(EMD)方法对航磁数据进行分解,然后利用独立分量分析(ICA)方法对分解出的固有模态函数(IMF)数据进行重构。分解出来的从高频到低频IMF与地质体的分布具有一定的相关性,不同频率的IMF代表了一定的地质意义。经过ICA重构后的独立分量(IC)能够对异常IMF函数从盲源分离的角度进行有效的重构,其结果可以在一定程度上解释不同的地质事件对磁异常的贡献,并对构造识别和构造区域划分具有一定的指示意义。  相似文献   

层次分析及 GIS空间分析在矿山岩溶塌陷预测评估中的应用--以某大理石矿为例   总被引：1，自引：0，他引：1  

龚华根  徐芬  杨辉 《地下水》2014,(5)

以某大理石矿矿山地质环境调查资料为基础,通过对矿山岩溶塌陷的机理分析,采用层次分析法,选取地下水活动、覆盖层特征、岩溶发育程度和人类活动强度四个方面,共6个评价指标,建立某大理石矿岩溶塌陷预测评估体系。在确定各评价指标权重和各评价因子分级标准的基础上,以 MAPGIS 空间分析作为数据处理工具和系统运行平台,生成某大理石矿岩溶塌陷易发性分区图。  相似文献   

云南省施甸县东山铅锌矿成因分析     

邢永辉  张岐能  杨剑洲  杨积转 《云南地质》2014,(2):188-193

云南省施甸县东山铅锌矿为一中型铅锌矿床.矿体赋存于二叠系沙子坡组,主要受近SN向的区域断裂F2和F18及次级断裂构造控制,岩石（性）控矿也十分明显,成矿与构造、深部断裂、岩浆热液活动密切相关.成矿地质背景及成矿地质条件有利,通过对矿床成因分析,展示了矿区较好的找矿前景和资源潜力.  相似文献   

应用单体碳同位素分析技术探析农田土壤中多环芳烃的植物降解过程   总被引：1，自引：0，他引：1  

焦杏春  王广  叶传永  曹红英  王晓春  杨永亮  刘晓端 《岩矿测试》2014,33(6):863-870

长期以来,研究者在探讨土壤中多环芳烃(PAHs)的降解及修复过程中,缺乏简便有效的手段对化合物的降解动态进行定量研究。前人尝试用投加实验、对比采用降解措施前后污染物的浓度变化、模型计算等方法研究PAHs的降解过程,其结果常互相矛盾,或不能真实反映复杂的实际环境。本文应用单体碳同位素技术对农田土壤中多环芳烃的植物降解过程进行定量表征,采集了某地农田表土作为供试土壤,选择玉米作为供试作物,开展了作物对土壤中PAHs降解及消除过程的研究。气相色谱-质谱分析结果表明,培养所用的玉米原始土及分4批收集的空白土、根际土、非根际土样品中16种PAHs的浓度总和(∑PAHs)平均分别为380.8 ng/g、(281.5±34.7) ng/g、(272.2±11.6) ng/g和(299.8±37.9) ng/g;玉米生长期间,各土壤样品 的∑PAHs均比原始土壤有所下降,但除3环化合物(苊烯、苊、芴、菲、蒽)外,其他化合物并未随玉米的生长表现出显著趋势。与玉米根、叶倾向于富集低环PAHs化合物相对应,可以判断植物对土壤中的低环化合物去除作用最为显著。各采样时期玉米根际土、非根际土和空白土壤样品中多环芳烃单体化合物的碳同位素分馏值(δ¹³C)在-34.31‰~-23.95‰之间,且除芘外的其他化合物的δ¹³C值随时间呈现逐步变轻的趋势,波动值位于-0.6‰~-9.0‰之间;本文对于PAHs单体化合物,尤其是4、5环化合物,在玉米降解过程中的碳同位素分馏与浓度变化之间未发现明显关系。考虑3环以下的PAHs化合物更倾向于被降解和清除,且其碳、氢同位素分馏情况更容易被观察到,因此稳定同位素分析更有助于探明该类单体多环芳烃污染物在环境中的迁移、转化规律。  相似文献   

京津冀科技合作网络的演变特征及影响因素     

席强敏  李国平  孙瑜康  吕爽 《地理学报》2022,77(6):1359-1373

构建层次分明、结构合理的科技合作网络对于推动京津冀协同创新具有非常重要的作用。本文从基于知识创新的科研合作网络和基于技术创新的技术合作网络的角度,使用合作论文和合作专利数据,采用社会网络分析法对2013—2018年京津冀地区地级及以上城市之间科技合作网络的演变特征进行了分析,并基于半参数估计和面板计量模型实证检验了影响京津冀78个城市对之间科技合作的主要因素。主要结论为：① 京津冀科研合作网络快速成长,呈现北京与天津双核引领,以京津为主轴、京保石为次轴的空间结构。② 京津冀逐渐形成了以北京为主中心,天津、石家庄为次中心,廊坊、保定、沧州为三级枢纽,其他城市为节点的技术合作网络结构。③ 空间距离越近的城市之间越容易产生科技合作,高铁开通带来的时空距离压缩可以减弱科技合作的空间衰减系数;相对于科研合作,技术合作对于空间距离更为敏感;技术邻近性是促进城市间科技合作的主要驱动因子,尤其是对技术合作的促进效应更为明显;经济发展差距越小的城市之间相对容易产生技术合作。  相似文献   

Assessment of recharge capacity potential of groundwater using comparative multi-criteria decision analysis approaches     

Minea  Ionut  Boicu  Daniel  Chelariu  Oana-Elena  Iosub  Marina  Enea  Andrei 《地理学报(英文版)》2022,32(4):735-756

Journal of Geographical Sciences - Groundwater resources have always been some of the most valuable resources of human settlements. Climate changes and ever-increasing water demands registered in...  相似文献   

Transnational technology transfer network in China: Spatial dynamics and its determinants     

LIU Chengliang  YAN Shanshan 《地理学报(英文版)》2022,32(12):2383-2414

Patent transfer has been regarded as an important channel for the nations and regions to acquire external technology, and also a direct research object to depict the relationship between supply and demand of technology flow. Therefore, based on traceable patent transfer data, this article has established a dual-pipeline theoretical framework of transnational-domestic technology transfer from the interaction of the global and local (glocal) perspective, and combines social networks, GIS spatial analysis as well as spatial econometric model to discover the spatial evolution of China’s transnational technology channels and its determinant factors. It is found that: (1) The spatial heterogeneity of the overall network is significant while gradually weakened over time. (2) The eastward shift of the core cities involved in transnational technology channels is accelerating, from the hubs in North America (New York Bay Area, Silicon Valley, Caribbean offshore financial center, etc.) and West Europe (London offshore financial center etc.) to East Asia (Tokyo and Seoul) and Southeast Asia (Singapore), which illustrates China has decreased reliance on the technology from the USA and West Europe. (3) The four major innovation clusters: Beijing-Tianjin-Hebei region (Beijing as the hub), Yangtze River Delta (Shanghai as the hub), The Greater Bay Area (Shenzhen and Hong Kong as the hubs) and north Taiwan (Taipei and Hsinchu as the hubs), are regarded as global technology innovation hubs and China’s distribution centers in transnational technology flow. Among those, Chinese Hong Kong’s betweenness role of technology is strengthened due to linkage of transnational corporations and their branches, and low tax coverage of offshore finance, thus becoming the top city for technology transfer. Meanwhile, Chinese Taiwan’s core position is diminishing. (4) The breadth, intensity, and closeness of domestic technology transfer are conducive to the expansion of transnational technology import channels. Additionally, local economic level has positive effect on transnational technology transfer channels while technology strength and external economic linkage have multifaceted influences.  相似文献   

基于机理的合成孔径雷达系统成像误差理论分析     

葛咏  王劲峰 《地球信息科学学报》2000,2(1):28-32

目前在遥感和GIS中,关于误差和不确定性研究的主要方法有两种: 概率统计和机理模拟。本文论述了二者的特点,详细讨论了影响合成孔径雷达成像的诸多因素,提出利用机理的方法分析SAR系统成像误差。本方法是从合成孔径雷达成像机理的研究出发,利用控制论的观点来解释、分析影响合成孔径雷达成像的诸多误差因素并建立误差传播模型。这不仅对研制合成孔径雷达的设计具有指导意义,而且对遥感数据的质量控制也有重要意义。  相似文献   

6 kV电缆中间接头故障原因分析及制作工艺改进     

林继雄 《广东海洋大学学报》2000,20(3):60-63

6k V电缆中间接头的爆炸是工厂配电设备的常见故障。本文从电缆的绝缘结构方面入手 ,以绝缘热击穿理论分析了湛江电厂 # 3循环水泵电机电缆中间接头爆炸原因 ,查找导致电缆头热击穿的关键因素并进行排除 ,运用新的材料与方法重新制作 # 3循环水泵电机电缆中间接头 ,运行可靠性大有提高。改进的结果表明 ,减少缆芯的接触电阻和环境温度与绝缘结构的适当选取是杜绝高压电缆中间接头爆炸的关键。  相似文献