Regional soil organic carbon prediction model based on a discrete wavelet analysis of hyperspectral satellite data     

《International Journal of Applied Earth Observation and Geoinformation》2020

Most studies have the achieved rapid and accurate determination of soil organic carbon (SOC) using laboratory spectroscopy; however, it remains difficult to map the spatial distribution of SOC. To predict and map SOC at a regional scale, we obtained fourteen hyperspectral images from the Gaofen-5 (GF-5) satellite and decomposed and reconstructed the original reflectance (OR) and the first derivative reflectance (FDR) using discrete wavelet transform (DWT) at different scales. At these different scales, as inputs, we selected the 3 optimal bands with the highest weight coefficient using principal component analysis and chose the normalized difference index (NDI), ratio index (RI) and difference index (DI) with the strongest correlation with the SOC content using a contour map method. These inputs were then used to build regional-scale SOC prediction models using random forest (RF), support vector machine (SVM) and back-propagation neural network (BPNN) algorithms. The results indicated that: 1) at a low decomposition scale, DWT can effectively eliminate the noise in satellite hyperspectral data, and the FDR combined with DWT can improve the SOC prediction accuracy significantly; 2) the method of selecting inputs using principal component analysis and a contour map can eliminate the redundancy of hyperspectral data while retaining the physical meaning of the inputs. For the model with the highest prediction accuracy, the inputs were all derived from the wavelength range of SOC variations; 3) the differences in prediction accuracy among the different prediction models are small; and 4) the SOC prediction accuracy using hyperspectral satellite data is greatly improved compared with that of previous SOC prediction studies using multispectral satellite data. This study provides a highly robust and accurate method for predicting and mapping regional SOC contents.  相似文献   

Relationship between garnet skarn and W mineralization: A case study from the Tongshankou Cu-Mo-W deposit,Daye, Hubei.SCIEI北大核心CSCD     

朱乔乔  谢桂青  纪云昊  李新昊  汪方跃 《岩石学报》2023,(6):1600-1618

石榴子石是矽卡岩型矿床的标志性矿物之一,其结构和成分特征被广泛用来示踪早期成矿流体性质的变化,但其生长过程与金属元素富集过程的关系还不清楚。本文对长江中下游成矿带最西端鄂东矿集区内的铜山口铜钼钨矿床中的石榴子石开展了显微结构和电子探针主量元素、LA-ICP-MS微量元素点分析和面扫描分析。结果显示,铜山口矿床中的石榴子石端元成分以钙铁榴石-钙铝榴石为主,普遍含有一定量的W,特别是在钙铁榴石端元比例高的石榴子石中(可达3898×10-6),且W与Mo、As、Sn存在明显的正相关关系、与Ti存在一定的负相关关系,指示W以类质同象的方式进入石榴子石晶格。石榴子石可包裹结构简单的白钨矿或被具复杂结构的白钨矿交代,指示石榴子石记录了白钨矿形成前和形成过程中流体性质(氧逸度和W含量等)的变化。铜山口矿床中钙铁榴石的大量结晶,导致成矿早期W的大量分散,不利于高品位和大规模钨矿的形成,仅在这些钙铁榴石遭受强烈的退化蚀变时,释放的W在一定程度能够提高矿石的品位,这可能是氧化性矽卡岩型钨矿通常比还原性矽卡岩型钨矿品位低、规模小的重要原因。石榴子石的成分特征(如W、Sn等元素含量和W/Sn、W/Mo和W/As等比值)可以作为判断矽卡岩的氧化还原性和钨矿床的品位及规模的依据,并具有成为W、Mo和Sn等矿床的找矿勘查指示矿物的潜力。  相似文献   

小尺度网格层析速度建模方法在低幅构造区时深转换中的应用     

吕振宇  魏鹏 《地球物理学进展》2020,(1):339-344

渤海M油田区浅层多发育低幅构造,低幅构造区的地震数据对常规层析成像不够敏感,导致常规速度反演方法很难保证低幅构造速度建模的准确性,从而给时深转换工作带来较大误差.本文提出一种小尺度网格层析速度建模方法,该方法基于低幅构造的薄层信息,在有薄层信息的地层加密网格分布,从而实现根据地质条件划分网格的策略,进而通过解析矩阵方程实现速度模型的迭代更新.通过实际数据应用证明,对于渤海M油田利用本文提出的高精度网格层析速度建模方法是有效可行的,该方法能够有效提高低幅构造区速度建模的精度,利用该方法得到的速度模型能够大幅提高时深转换的精度,从而指导构造解释及成图工作.  相似文献   

A new global alignment approach for underwater optical mapping   总被引：1，自引：0，他引：1  

Armagan Elibol  Rafael Garcia 《Ocean Engineering》2011,38(10):1207-1219

Lately, underwater vehicles have become important tools for exploration, monitoring and creation of maps of the seabed. Within mapping applications, the maps obtained from optical data are becoming essential in different study areas such as biological, geological and archaeological surveys, or in detection of benthic temporal changes. However, the underwater medium is very challenging for optical sensors and does not allow the area of interest to be imaged in a single image. Therefore, image mosaicing methods are necessary. Although recent advances in detection of correspondences between images have resulted in highly effective image registration methods, global alignment methods are still needed to obtain a globally coherent mosaic. In this paper, we propose a new global alignment method which works on the mosaic frame and does not require non-linear optimisation. Additionally, a simple image rectifying method is presented to reduce the down-scaling effect which might occur when minimising errors defined in the mosaic frame. Moreover, this rectifying method can also be seen as an alternative and straightforward way of incorporating different sensor information if available. The proposed framework has been tested with underwater image sequences. The resulting method is faster than its counterparts while providing the same level of registration quality.  相似文献   

测绘工程专业“测绘管理”课程教学探讨   总被引：1，自引：0，他引：1  

余旭  王国辉  张兴福 《测绘科学》2011,36(4):263-264,235

结合“测绘管理”课程的教学实践,针对测绘工程专业的培养目标和注册测绘师制度对人才的要求,论述了“测绘管理”课程的课程目标、课程特点和教学要求,对教学设计进行了较为深入的探讨,最后提出了几条教学建议.  相似文献   

A spatial stochastic algorithm to reconstruct artificial drainage networks from incomplete network delineations     

J.S. Bailly  F. Levavasseur  P. Lagacherie 《International Journal of Applied Earth Observation and Geoinformation》2011

  相似文献   

移动道路测量在高速公路养护中的应用研究     

张延波  曲林  于曼竹  殷福忠 《测绘与空间地理信息》2011,34(5):65-66,70

阐述了移动道路测量系统在高速公路养护应用中的关键部分,包括高速公路发展现状的总结、数据采集的作业准备、实测的采集过程、对测区数据的集成处理以及养护系统研发要点等。除总结研究理论外,还对系统研发的各模块组成进行了探讨,为后续实际应用和功能定制打下良好实验基础。  相似文献   

航空摄影统一监管法律基础探讨     

阮于洲 《测绘与空间地理信息》2011,34(4):255-256

关于航空摄影是否是测绘活动,以及测绘部门是否应将航空摄影纳入测绘统一监管的范畴,目前有不同的认识。本文明确了航空摄影是一种重要的测绘活动,从而论述了测绘部门对航空摄影实施统一监管的法律基础。  相似文献   

Spatial patterns of adolescent drug use     

《Applied geography (Sevenoaks, England)》2015

Adolescent drug use is individually and socially harmful in terms of disrupting adolescent development and social cohesion. Prior research has identified populations at risk and risk factors for adolescent drug use. This research sought to contextualize adolescent drug use by examining this behavior from a geographic perspective. The specific objectives were to identify patterns, local clusters and excess spatial risk for 5-digit zip codes within the 5-county Cincinnati, Ohio region. Adolescents (n = 57,241) were recruited within local schools by the Coalition for a Drug-free Greater Cincinnati. Results of this research show spatial clusters for perceived safety of marijuana; peer approval of alcohol, tobacco and marijuana; and age of onset for other drugs. The location and nature of these clusters are discussed and displayed in-text. Further, zip codes that were in excess risk compared to the 5-county region were identified. The utility of this research is two-fold: (1) It identifies the geographic variability in adolescent drug use and correlated factors of use, and (2) It provides a methodological framework for future research in spatial epidemiology of drug use.  相似文献   

上海市集中测绘成果管理系统的建设与维护     

孙纪瑞  周燕 《国土资源信息化》2010,(1):29-34

本文在深入调研上海市集中测绘成果管理系统的基础上,通过对系统的建立与长期维护的总结,简要的介绍了系统实现的功能与系统架构,总结了系统建设过程中的思路与做法。着重阐述了系统在整合测绘处理与成果管理、保持基础数据的现势性方面所取得的成果,总结了系统在建设与使用过程中的优缺点,为其它地区建立或改造测绘成果系统提供借鉴。  相似文献