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   

Fe₃O₄/Mg(OH)₂复合材料的制备及形貌控制          下载免费PDF全文

韩文生  李丽娟  宋富根  时东  张禹泽  李娜  郭凡 《盐湖研究》2020,28(3):93-98

通过种子沉积法制备出Fe_3O_4/Mg(OH)_2复合材料并进行XRD、SEM测试分析。探究了氨水的浓度与加入速度、搅拌速度及等因素对磁性复合材料形貌的影响。氨水浓度与注入速度的降低,对氢氧化镁基体形貌的影响是相同的,但要使合成磁性复合材料形貌和四氧化三铁粒子在氢氧化镁中分散性均匀,应控制氨水浓度(ω=2.5%)或加入速度在一个合理的较低值。  相似文献   

蛇纹石化和俯冲带蛇纹岩变质脱水过程中流体活动性元素的行为   总被引：1，自引：1，他引：0  

吴凯  袁洪林  吕楠  张丽鹏 《岩石学报》2020,36(1):141-153

蛇纹石是大洋岩石圈和俯冲带内水和流体活动性元素最重要的载体之一。研究蛇纹石化和蛇纹岩变质脱水过程中流体活动性元素的行为是认识俯冲带元素地球化学循环的关键。蛇纹岩是指主要由蛇纹石类矿物构成的岩石,包括利蛇纹石、纤蛇纹石和叶蛇纹石。蛇纹石化过程中会造成流体活动性元素(B、Li、As、Sb、Pb、Cs、U、Sr和Ba等)的显著富集,并且由于原岩性质、流体成分和氧逸度等条件的不同,大洋岩石圈蛇纹岩和弧前蛇纹岩的特征也略有不同。例如,弧前蛇纹岩具有相对高的As、Sb、B和相对低的U,这反映了俯冲沉积物来源流体的贡献。在俯冲带蛇纹岩的变质脱水过程中,利蛇纹石向叶蛇纹石的转变伴随着矿物内超过50%F和Cl的释放,以及一些流体活动性元素(如B和Li)的迁出;此外,蛇纹石分解形成的变质橄榄石中的流体包裹体指示,蛇纹石脱水分解所产生的流体具有高于原始地幔几个数量级的Cl、Cs、Pb、As、Sb、Ba、Rb、B、Sr、Li和U含量。由于利蛇纹石中的Fe~(3+)含量较叶蛇纹石高,这种矿物相转变过程中也伴随着俯冲通道内的一系列氧化还原过程,从而影响流体性质和新形成的叶蛇纹石的成分。蛇纹岩与岛弧岩浆在流体活动性元素富集规律上的相似性说明蛇纹岩在俯冲带元素循环中扮演着重要的角色。此外,蛇纹石矿物相转变过程中F、Cl、B等元素的释放,可能对于斑岩型金矿、蛇绿岩中的金矿和某些蛇纹岩作为赋矿围岩的硼矿的形成起到重要的作用。  相似文献   

Inter- and intra-annual trend analysis of water level and flow in the middle and lower reaches of the Ganjiang River,China     

Di Zhu  Yue Ben  Xinfa Xu 《水文科学杂志》2020,65(12):2128-2141

ABSTRACT

The Ganjiang River is the largest tributary of Poyang Lake in China, and its hydrological regime variation greatly affects the utilization of regional water resources and the ecological environment of the lake. In this study, a novel trend analysis method, the Moving Average over Shifting Horizon (MASH), was applied to investigate the inter- and intra-annual trends of flow and water level from 1976 to 2016 at the Xiajiang and the Waizhou hydrological stations in the Ganjiang River. The Significant Change Rate Method (SCRM) was proposed to determine the MASH averaging parameters. The trend analysis results show a statistically significant decrease in water level series throughout the year and the relationship of flow and water level have changed greatly at the Waizhou station. The sediment load reduction, large-scale sand mining and water level decrease of Poyang Lake are identified as the main causes for the water level decrease.  相似文献   

离散Fréchet距离在强震台站场地分类中的应用     

梁基冠  程印  赵岑 《震灾防御技术》2019,14(4):731-741

当强震台站场地资料不完整时，所收集到的强震数据因缺乏准确的场地类别信息而难以有效利用。为解决这一问题，本文提出一种基于离散Fréchet距离的强震台站场地分类方法。将获取到的664个KiK-net台站场地按照《建筑抗震设计规范（GB 50011—2010）》进行分类，并构建2个数据集。利用数据集1得到Ⅰ、Ⅱ、Ⅲ类场地标准谱比曲线，并结合离散Fréchet距离对数据集2中的台站进行场地分类，统计分类成功率与误判率。统计结果表明，本文方法能较准确地对场地进行分类，且误判率在可接受范围内。将本文方法分类统计结果与斯皮尔曼秩相关系数法分类的成功率与误判率进行对比，结合本文方法分类后得到的平均谱比曲线，均可表明应用本文方法进行强震台站场地分类具有合理性。  相似文献   

滇西普朗斑岩铜矿床中磷灰石的地球化学特征及其地质意义   总被引：3，自引：3，他引：0  

邢凯  舒启海  赵鹤森  徐浩楠 《岩石学报》2018,34(5):1427-1440

滇西普朗斑岩铜矿床位于三江特提斯构造带义敦岛弧南端,是晚三叠世甘孜-理塘洋壳俯冲背景下的成矿作用产物。本文选取普朗矿床含矿石英闪长玢岩和石英二长斑岩中蚀变和未蚀变磷灰石进行研究,以探讨其对成岩、成矿作用的指示意义。结果显示,相比于未蚀变磷灰石,蚀变磷灰石的Na、S、Mn、Ca、Y及REE等元素含量均有不同程度的降低。总体而言,普朗矿床中磷灰石均具有高Sr、δEu,低Y的特征,指示了其母岩浆具似埃达克质特点。本次研究表明磷灰石的卤素、Sr和REE可以用来追踪成矿母岩浆成分、氧化状态和结晶演化过程。与三叠纪不成矿的休瓦促岩体相比,普朗矿床成矿岩体的磷灰石具高δEu、低Mn和δCe的特点,且δEu和δCe总体呈负相关趋势,表明普朗矿床成矿岩体氧逸度相对较高。此外,磷灰石中(La/Sm)_N、(La/Yb)_N和(Sm/Yb)_N比值降低可能是岩浆中独居石结晶或含Cl热液出溶的结果。与邻区的春都矿床、白垩纪休瓦促成矿岩体对比研究表明,普朗斑岩成矿岩浆具有高Cl/F特征,可能形成于典型的大洋俯冲环境。  相似文献   

大数据助地质腾飞:岩石学报2018第11期大数据专题“序”   总被引：2，自引：1，他引：1  

张旗  周永章 《岩石学报》2018,34(11):3167-3172

文中提出,大数据有广义与狭义之分:狭义的大数据以4V特点为标志,而符合大数据三个技术取向的、采用全数据模式的、从数据出发的研究是广义的大数据研究。大数据为什么应运而生?是因为科学发展遇到了瓶颈,遇到了难以解决的问题,大数据不仅开辟了科学研究的新方法,新思路,还引发了对科学哲学的反思。文中强调从理论驱动模式到数据驱动模式的转变,是研究方法和研究思路一个巨大的转变,这种转变开辟了新的科学创新之路。文中指出,在大数据时代,凡是能够用数据化表述的学科才称之为科学,而不能用数据化表述的学科就不是科学,能否被数据化是科学与非科学的分水岭。文中讨论了矿床学研究的目的,认为矿床学研究应当专注于查明矿床形成的规律,指导矿床的找矿,提高经济价值。提出在矿床学研究中应当加强对相关关系的研究。一个矿床的成因大家究竟是如何关注的,与成矿有关的因素很多,成矿究竟与哪些因素有关,在许多情况下可能就是一个相关关系的命题,而大数据研究的就是相关关系。因此,大数据与矿床学研究的思路是天然相通的。  相似文献   

Geochemistry of organic matter and elements of black shale during weathering in Northern Guizhou,Southwestern China: Their mobilization and inter-connection     

Xuan Tang  Jinchuan Zhang  Yang Liu  Chao Yang  Qian Chen  Wei Dang  Panwang Zhao 《Chemie der Erde / Geochemistry》2018,78(1):140-151

Different from previous studies on effect of weathering upon geochemical variation along a single weathered profile, this paper provides a new methodology validated by comparing a weathered outcrop samples and their stratigraphic counterpart un-weathered core samples in a nearby shallow borehole. This outcrop and borehole penetrated the Ordovician-Silurian Wufeng–Longmaxi shales, located in the same anticline structure in the northern part of Guizhou Province, Southern China. The mineral composition, major, trace and rare earth elements (REEs) composition and Rock-Eval parameters of outcrop and core samples were analyzed and compared. Organic matter (OM) was observed in the microscope and extracted for elements analysis. The results show that short-term weathering still has significant influence on OM, mineral and elemental composition of black shales. The elements composition shows the outcrop profile was moderately weathered. The REEs compositions do not alter much during weathering process and the REEs composition and their relative ratios still are valid for rock origin determination. The OM, mainly composed by graptolite and bitumen, even entering the highly-over thermal maturity, is still sensitive to the weathering with a systematic loss 30–50% of TOC along the outcrop profile, which suggests that the OM consumption is predominantly controlled by weathering duration and the distance from the weathering surface. In turn, OM has significant influence on the trace elements transportation behavior during weathering. Some trace elements associated with the OM such as V, Cr, Th, U, Ni and Co, change significantly in their absolute concentration during weathering, but their relative ratios do not necessarily change too much and might be still reliable proxies for paleo-environmental determination. The mobility of shale minerals during weathering is in the following order: plagioclase?>?potassium feldspar and dolomite >pyrite and OM. Short-term weathering can also result in considerable transportation of elements and significant variation of minerals content in black shale, which may pose potentially high environmental and engineering risk in the regions rich in black shale.  相似文献   

Uncertainty in projections of the South Asian summer monsoon under global warming by CMIP6 models: Role of tropospheric meridional thermal contrast          下载免费PDF全文

Yunqi Kong  Yuting Wu  Xiaoming Hu  Yana Li  Song Yang 《大气和海洋科学快报》2022,15(1):100145

本文基于第六次国际耦合模式比较计划共18个模式的工业革命前实验和CO₂浓度突然四倍实验,发现在CO₂四倍强迫下,南亚夏季风环流呈显著减弱趋势,但减弱强度存在较大模式间差异.利用Webster-Yang指数和经向哈得莱环流指数的下降趋势表征SASM减弱强度,发现该下降趋势与欧亚大陆-印度洋之间对流层上层经向温度梯度的变化值(EUTT-IUTT)高度相关.进一步利用气候反馈-响应分析方法进行分析,发现EUTT-IUTT变化的模式间差异主要来自于大气动力过程,其次是云的短波辐射效应的贡献.地表潜热通量和云的长波辐射效应缩小了EUTT-IUTT变化的模式间差异.  相似文献   

中国蛇绿岩清理——兼论蛇绿岩研究的新思路     

张旗  任纪舜  赵磊  焦守涛  王跃  王振 《地质论评》2022,68(2):2022030013-2022030013

中国蛇绿岩研究取得了很大的成绩,也存在许多问题。文中简要评述了日喀则、三江、青海、北秦岭、中亚造山带、东北以及中国南方蛇绿岩的若干问题,指出中国划归入蛇绿岩的地质体（组合）太多了,把许多可能不是蛇绿岩的地质体（组合）也当成了蛇绿岩。当前需要做的是去伪存真,对中国蛇绿岩进行一次认真的清理。文中指出,地幔橄榄岩无疑是蛇绿岩最重要的成员,它来自洋壳下。世界上还有另一类来自陆壳下的地幔岩,被称为“造山橄榄岩”。因此,地幔橄榄岩并非蛇绿岩所独有。此外,有越来越多的数据表明,在许多不同的构造背景下都可以出现类似MORB（大洋中脊玄武岩）地球化学性质的玄武岩,例如洋岛、岛弧、大陆溢流玄武岩、板内玄武岩以及太古宙（拉斑玄武岩和科马提岩）等。因此,不能简单地认为一个地区只要有了地幔橄榄岩和MORB就是蛇绿岩了。文中回顾了蛇绿岩研究的两个发展阶段：前一个阶段以1972年的彭罗斯会议为标志,开启了蛇绿岩研究的新篇章,当时的学术界主要关注蛇绿岩的岩石学和地球化学问题,关心蛇绿岩的岩石组合。新的阶段是从20世纪后期逐渐发展起来的,于近期取得了突出的进展。笔者等强调指出,蛇绿岩（野外出露更多的是蛇绿混杂岩）即蛇绿岩套,它不仅包括一个特定的岩石组合,还包括深海沉积。文中肯定了中外学术界在蛇绿岩构造研究方面获得的许多新发现、新思路和新进展。此外,大数据和地球物理方法也是非常有意义的。蛇绿岩是一个复杂体系,不确定的问题相当多。它们的解决需要构造地质学家、地层学家、古生物学家、岩石学家、地球化学家、年代学家以及地球物理学家的共同努力。  相似文献