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21.
运用灰色理论建立煤矿涌水量预测的GM (1,1)模型,在某矿井太原组工作面涌水量资料的基础上,通过增加观测频率和数据密度的方法对模型进行修正,使精度提高到96.26%。将模型预测值与实际数据比较,证明所建立模型较为可靠。结合其实际的水文地质条件及排水能力,设定该工作面的上灾变阈值为15 m3/min,得出工作面的涌水量大小、灾变时间和数值的预测值,为工作面安全开采和监管提供了数据支持。 相似文献
22.
In this study, a novel method that integrates C4.5 decision tree, weights-of-evidence and m-branch smoothing techniques was proposed for mineral prospectivity mapping. First, a weights-of-evidence model was used to rank the importance of each evidential map and determine the optimal buffer distance. Second, a classification technique that uses a C4.5 decision tree in data mining was used to construct a decision tree classifier for the grid dataset. Finally, an m-branch smoothing technique was used as a predictor, which transformed the decision tree into a probability evaluation tree. The method makes no conditional independence assumption and can be applied for class imbalanced datasets like those collected during mineral exploration for prospectivity mapping of an area. The traits of comprehensibility, accuracy and efficiency were derived from the C4.5 decision tree. In addition, a case study for iron prospectivity mapping was performed in the eastern Kunlun Mountains, China. Sixty-two Skarn iron deposits and eight evidential maps related to iron mineralization were studied. On the final map, areas of low, moderate and high potential for iron deposit occurrence covered areas of 71,491, 14,298, and 9,532 km2, respectively. For the goodness-of-fit test, 91.94 % of the total 62 iron deposits were within a high-potential area, 8.06 % were within a moderate-potential area and 0 % were within a low-potential area. For ten-fold cross-validation, 82.26 % were within a high-potential area, 14.52 % were within a moderate-potential area and 3.22 % were within a low-potential area. To evaluate the predictive accuracy, Receiver Operating Characteristic (ROC) curves and Area Under ROC Curve (AUC) were employed. The accuracy of the goodness-of-fit test reached 97.07 %, and the accuracy of the ten-fold cross-validation was 95.10 %. The majority of the iron deposits were within high-potential and moderate-potential areas, which covered a small proportion of the study area. 相似文献
23.
Fluorine is in the dynamic balance of two geochemical processes, enrichment and leaching, reflecting the adsorption and desorption of fluoride by clay minerals, respectively. The two geochemical processes of fluorine in soil are influenced by factors including geochemical characteristics of soil and clay minerals, pH and sanity of soil solutions, climate, grazing and agriculture activities. Main factors controlling enrichment and leaching process of fluorine in soil can be found with interaction consideration. 相似文献
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25.
Identification of the anomaly component using BEMD combined with PCA from element concentrations in the Tengchong tin belt,SW China 总被引:1,自引:0,他引:1
Concentration of elements or element groups in a geological body is the result of multiple stages of rockforming and ore-forming geological processes.An ore-forming element group can be identified by PCA(principal component analysis)and be separated into two components using BEMD(bi-dimensional empirical mode decomposition):(1)a high background component which represents the ore-forming background developed in rocks through various geological processes favorable for mineralization(i.e.magmatism,sedimentation and/or metamorphism);(2)the anomaly component which reflects the oreforming anomaly that is overprinted on the high background component developed during mineralization.Anomaly components are used to identify ore-finding targets more effectively than ore-forming element groups.Three steps of data analytical procedures are described in this paper; firstly,the application of PCA to establish the ore-forming element group;secondly,using BEMD on the o re-forming element group to identify the anomaly components created by different types of mineralization processes; and finally,identifying ore-finding targets based on the anomaly components.This method is applied to the Tengchong tin-polymetallic belt to delineate ore-finding targets,where four targets for Sn(W)and three targets for Pb-Zn-Ag-Fe polymetallic mineralization are identified and defined as new areas for further prospecting.It is shown that BEMD combined with PCA can be applied not only in extracting the anomaly component for delineating the ore-finding target,but also in extracting the residual component for identifying its high background zone favorable for mineralization from its oreforming element group. 相似文献
26.
利用我国北疆地区49个主要气象站1961-2017年的逐日平均气温观测值计算了年冻融指数,并分析其变化趋势及分布特征。结果表明:北疆地区冻结指数出现明显的下降趋势,下降速率为51.6℃·d·(10a)-1。冻结指数的范围在509~2 304.9℃·d之间,平均值为1 240℃·d。北疆地区融化指数出现明显上升趋势,上升速率为73.9℃·d·(10a)-1。融化指数的范围在526.4~4 531.1℃·d之间,平均值为3 516℃·d。冻结指数表现出在经纬度和海拔较低的准噶尔盆地和伊宁地区较小,在海拔高的高山地区如阿尔泰山和天山山脉较大;融化指数与之相反。北疆地区冻结指数受经纬度及海拔的综合影响,融化指数则主要受海拔影响;年平均气温和冻融指数有非常强的线性关系。 相似文献
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28.
利用1990—2008年常规观测资料和850 hPa、500 hPa高空资料,分析了闽西北冰雹的时空分布特征和有利于产生冰雹的天气型。结果表明,闽西北是福建省冰雹多发区,近年来降雹呈明显减少趋势;月变化呈现一大明显单峰(4月)和两小双峰(7月、11月)现象,主要发生时次在14:00—20:00;连续降雹日数以孤立日为主,每次降雹以1~2站次较为多见;11至翌年5月,有利于产生冰雹的天气型(850 hPa)为暖切适中型、低涡冷切适中型,冷切适中型和低槽偏东型;冷切偏西和暖切偏北型降雹发生概率较适中型低,较偏南型高;74.1%的雹日伴有低空西南急流,并以急流适中和偏北型居多;大于等于3站次降雹的主导天气形势为暖切适中型、低涡冷切适中型,81.5%伴有低空西南急流;6—9月有利于产生冰雹的天气型(500 hPa)为副热带高压边缘型和副热带小高压型,发生较大范围冰雹的可能性小。 相似文献
29.
选取福建省2015年三维系统地闪资料,采用同期雷电定位系统(ADTD)资料对其时空分布特征进行分析,利用雷电流峰值记录仪数据对2套系统地闪探测效率和定位误差校验,同时结合IEEE工作组和电力行业推荐的概率公式对三维系统地闪雷电流分布特征进行分析。结果表明:(1)2套系统监测到全省地闪密度空间分布趋势比较一致,在三明西南部地区及福州西部零星地区,三维系统地闪密度更低。(2)2套系统地闪频次年变化和日变化均呈单峰变化特征,但年变化中的10—12月,以及日变化中的09:00—12:00,三维系统监测到地闪频次更少。(3)三维系统地闪回击探测效率为40%,平均定位误差为2.75km。(4)在0~50kA区间,相比于负极性地闪,三维系统正极性地闪雷电流幅值分布更加集中,在26~84kA区间三维地闪雷电流幅值相比于IEEE推荐值和规程推荐值偏大。 相似文献
30.
Zhou Binbin 《Acta Meteorologica Sinica》1988,2(2):223-233
The formation and development of radiation fog are studied by using a one-dimensional model.Theresults are as follows:(1)The fog can change the ambient wind and temperature fields,on the contrary,theambient fields may also influence the fog;(2)The modeling fog forms initially at a certain level above thesurface,which is detailedly explained in the paper;(3)Turbulence delays the formation of fog but promotesits development;(4)Whether fog liquid water content exchange coefficient equals momentum exchangecoefficient has no influence on the numerical results.In addition,wind,temperature,exchange coefficient,and net radiative flux before and after the formation of radiation fog,are also studied. 相似文献