基于机器学习的表层土壤成矿元素空间预测: 以稀有金属铷元素为例

近些年随着土地质量地球化学调查工作的开展,获取了大量表层土壤样品数据。然而,这些数据也存在一个明显的缺陷,即1∶50 000大比例尺表层土壤数据往往缺少成矿元素。鉴于土壤成矿元素含量对于矿产资源勘查的重要指示作用,尝试基于现有数据对大比例尺表层土壤成矿元素含量提供一个补全方案。以稀有金属铷元素为例,采用随机森林算法把同一区域2 548组1∶250 000小比例尺表层土壤数据按照8∶2的比例随机分为两组,用80%的数据进行训练建模,20%的数据对模型进行验证。采用变量重要性度量排序和构建学习曲线的组合方法优选了8种元素(K、B、Ni、V、Zn、As、Co、Cu)作为预测变量,模型对训练数据和测试数据的拟合优度R²分别达到0.983 2和0.895 6,说明预测变量的优选方法是有效的。随后将1∶50 000表层土壤的上述预测变量数据作为输入变量导入模型中,得到预测的Rb元素含量,预测结果比较符合实际特征。本研究表明将大数据机器学习随机森林算法引入表层土壤地球化学元素含量空间定量预测具有可行性,可进一步拓展土地质量地球化学数据的服务应用维度。     

准噶尔盆地西北缘三叠系地层格架的建立——来自岩性、地震、测井及地化方面的证据

准噶尔盆地西北缘三叠系一直是我国重要的油气攻关层位,然而其地层发育情况却长期存在争议,尤其是精细层位划分以及内部是否存在不整合界面的问题。本次研究结合了前人研究成果、岩性、测井、地震资料,并以野外露头研究为基础,通过对深底沟—大侏罗沟、花园沟、黑油山沟、吐孜沟、水库沟5条野外剖面的考察,识别出各类标志层以及J/T、T/C、T3/T2、T2k2/T2k1、S6/S7界线,认为三叠系内部并不缺失S2、S3(砂组,位于T2k2),并可区分出此二层位,随即建立起多个野外剖面的时空对应关系;此外,本次研究还通过不同岩性岩石测井响应特征将下三叠统划分为3段6砂组,将上三叠统划分为3段7砂组,将中三叠统则更细划分为2段7砂组14小层,并通过元素地层学方法对层位进行了局部检验。     

三维地籍在深圳市土地立体化管理中的应用

针对传统的基于二维平面的土地管理模式和技术不能很好地应对人地矛盾日趋紧张带来的城市土地的立体化利用等问题,该文首先分析了应对这种趋势的解决方法,提出了适应深圳市的土地管理思想:"二维常规化管理为主,三维特殊化管理为辅",然后据此建立了二/三维混合土地管理系统框架,着重阐述了系统建设的内容,并分析了此框架体系在土地立体化管理中的实际应用情况和存在的问题。     

Comparison of Liquid Water Content Retrievals for Airborne Millimeter-Wave Radar with Different Particle Parameter Schemes

In the application of the physical iterative method to retrieve millimeter-wave radar liquid water content(LWC) and liquid water path(LWP), particle parameter scheme is the main factor affecting retrieval performance. In this paper, synchronous measurements of an airborne millimeter-wave radar and a hot-wire probe in stratus cloud are used to compare the LWC retrievals of the oceanic and continental particle parameter scheme with diameter less than 50μm and the particle parameter scheme with diameter less than 500μm and 1500μm(scheme 1, scheme 2, scheme 3, and scheme4, respectively). The results show that the particle parameter scheme needs to be selected according to the reflectivity factor when using the physical iterative method to retrieve the LWC and LWP. When the reflectivity factor is less than-30 d BZ, the retrieval error of scheme 1 is the minimum. When the reflectivity factor is greater than-30 d BZ, the retrieval error of scheme 4 is the minimum. Based on the reflectance factor value, the LWP retrievals of scheme 4 are closer to the measurements, the average relative bias is 5.2%, and the minimum relative bias is 4.4 %. Compared with other schemes,scheme 4 seems to be more useful for the LWC and LWP retrieval of stratus cloud in China.     

两次华南飑线卫星亮温特征与强对流天气分析

利用Himawari-8高时空分辨率红外亮温资料和ERA-Interim再分析资料,对比冷锋型和暖区型飑线个例("4·13"和"5·6")亮温特征与雷暴大风、地面强降水的关系,结果表明:(1)两次过程的云顶最低亮温、冷云区平均亮温差异小,但两次过程初生阶段云型不同,"4·13"与"5·6"相比,冷云顶面积较小、持续时间较短、移动速度较快;(2)"4·13"("5·6")的亮温梯度大值区主要位于冷云区东南侧(西南侧),与云团移动方向平行(垂直);两次过程雷暴大风与亮温梯度均具有较好的空间对应关系,亮温梯度增大超前于雷暴大风增强,可作为提前预警指标;(3)"4·13"地面强降水集中分布在低亮温区西侧,原因为风暴顶前移导致强降水与冷云区具有空间位置差异;"5·6"地面强降水则与云顶低亮温具有较好的对应关系。     

基于气象因素对梅州马拉松赛举办日期选择的分析

通过分析梅州市各月天气气候特点,以及马拉松比赛对各种气象要素条件(气温、降水、相对湿度、风速等)的要求,同时对比分析2018年梅州马拉松赛成绩,首先选定了11月份4个日期段以及07:00-14:00作为梅州市举办马拉松比赛的适宜日期和时间段,然后分析1981-2010年间11月天气背景及逐日逐时资料,根据这4个日期段的降水变率、气温以及云量的分布情况,最后选择了11月10-11日为最佳比赛日期,为梅州市委市政府确定最终比赛日期提供了重要的决策依据。     

Genetic study of Kelp “901” strain

Based on DNA extraction and optimization of random amplified reaction (RAPD) to the gametophytes and sporophytes of Kelp “901” strain, genetic study on variation was conducted to its parents and offsprings of F6, F7,Fs, and F9 generation. RAPD results have shown that among 30 selected primers for gametophytes, 297 loci ranging from 200 to 3 000 bp were obtained in the average of 9,9 loci for each primer, This indicated a high polymorphic rate with RAPD detection. UPGMA (unweighted pair-group method arithmetic average) analysis showed that each male and female gametophyte of a generation could be clustered into one pair separately. The genetic distances of the Kelp 901 generation were 0.321 2-0.476 7, and the maximum was between F7 and Fs (0.476 7). Identity analysis showed that F6 generation was more close to the female parent (0.659 3), and F7 generation was more close to the male parent (0.5788). To the sporophytes study in 24 selected primers for RAPD amplification, 191 loci ranging from 230-2 800 bp were obtained, in the average to each primer of 8.0 loci. The heterozygosity to six populations were male parent (0.223 9),female parent (0.107 2), F6 (0.216 4), F7 (0.228 6), F8 (0.229 6) and F9 (0.317 2). The nearest genetic distance was 0.083 5 (Fs, F9). Total heterozygosity (HT) ofF6, F7, F8 and F9 generations was 0.318 6, the average heterozygosity (Hs) for F6,F7, F8 and F9 generations was 0.248 0, and deduced coefficient of population differentiation (Gst) was 22.2%. Six sequence characterized amplified regions (SCAR) were preliminary screened through RAPD analysis. It needed to be verified in detail as they are significant for molecular marker assistance in breeding and selecting Laminaria.     

天堂西藏

美丽富饶的西藏自治区位于祖国西南边陲，地处青藏高原西南部，有“世界屋脊”之称。全区90％为藏族，其余有汉及门巴、珞巴、蒙古等民族。     

数字地球与跨学科研究浅析

对数字地球的应用模式、关键技术等方面进行了研究。基于数字地球日益成为信息建设的热点 ,本文讲述了数字地球与跨学科研究的关系 ,分析了数字地球的特征。     

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