Sensitivity Analysis of a Feedforward Neural Network for Considering Genetic Mechanisms of Kuroko Deposits     

Matsuda  Setsuro  Koike  Katsuaki 《Natural Resources Research》2003,12(4):291-301

Exploration for volcanogenic massive sulfide deposits of the kuroko-type is underway in many places. Clarifying the spatial patterns of the metals in kuroko deposits will be useful for understanding their genetic mechanisms and for future exploration of such types of deposits. This study represents a spatial distribution analysis on the contents of principal metals of kuroko deposits: Cu, Pb, and Zn, in the Hokuroku district, northern Japan, by a feedforward neural network and 1917 sample data at 143 drillhole sites. The network, which consists of three layers, was trained by the principle of SLANS in which the numbers of neurons in the middle layer and training data are changed to improve estimation accuracy. Using the weight coefficients connecting adjacent neurons, sensitivity analysis of the neural network was carried out to identify factors influencing spatial distributions of the three metals. The coordinates depth (z) direction, Bouguer gravity, and specific lithology such as dacite were determined to be influencing factors. The high frequency of the z coordinate signifies that the metal contents differ to a large extent by depth. The sensitivity vector was defined using sensitivity coefficients for x, y, and z coordinates of an estimation point. We determined that the directions of large vectors were different inside and outside of the Hanawa-Ohdate area. This characteristic is considered to originate from the differences in the permeability of fractures that became the paths for rising ore solutions, and the depths that the solutions mixed with sea water.  相似文献   

地中蒸渗计水分运移机理及其监测误差分析   总被引：1，自引：0，他引：1  

李金柱  杨晓俊  杜琦 《水文》2003,23(5):10-12,37

对地中蒸渗计与自然潜水水分运移机理存在的差异及误差进行了分析。结果表明：地中蒸渗计与自然潜水在水位动态、水分存储、水分运移等方面存在一定的差异，使得利用地中蒸渗计监测的潜水蒸发量、降雨入渗补给量与自然潜水的实际情况产生了一定的误差，这种误差随着潜水埋深的变化而变化，潜水埋深越浅，误差越大，潜水埋深越深，误差越小。特别对于潜水埋深小于1．5m的地中蒸渗计，使用其资料时一定要作适当的技术处理，如果直接引用，将会给计算成果带来较大的误差。  相似文献   

Isotopic Tracing of Trophication Processes over the Last Millennia on Lake Chenghai     

吴敬禄  王苏民  夏威岚 《中国地球化学学报》2003,22(3):271-279

Multi-parameter studies (stable isotopes in carbonate and organic matter, pigment,organic carbon and nitrogen contents) from a 660-yr continuous sediment core from Lake Cheng-hai, a closed, eutropic lake in southern China, provide information on lake historical eutrophi-cation. During the last 660 years, great changes have taken place in productivity and eutrophi-cation of Lake Chenghai in response to human activities. In 1690, the productivity of the lakebegan to increase as Lake Chenghai became closed from agriculture in the lake‘‘ s watershed. In 1942, Lake Chenghai evolved to eutrophic state, marked by an increase in organic carbon, ni-trogen, CaC03, pigment contents and obvious negative values of stable isotopes, which is more or less simultaneous with the large-scale population immigration during the period. In 1984, in-tensive human activities induced modern lacustrine productivity and eutrophic level. Human-in-duced trophic changes during the past few decades have affected the Lake Chenghai ecosystem tosuch an extent that it has never experienced before in the last 660 years.  相似文献   

利用核磁共振方法研究水文地质问题及应用实例   总被引：14，自引：1，他引：14  

李振宇  潘玉玲  张兵  许顺芳  袁照令  李大明  顾涛 《水文地质工程地质》2003,30(4):50-54

地面核磁共振找水方法是目前唯一直接找水的物探新方法。本文在介绍NMR方法原理的基础上,结合NMR方法技术特点和在中国的应用实例,论述了NMR方法在探测地下水、地下水资源评价等方面的效果,并提出了进一步开展新方法的工作建议。  相似文献   

煤层气富集高产的主控因素   总被引：17，自引：1，他引：17  

高波  马玉贞  陶明信  马根喜 《沉积学报》2003,21(2):345-349

对煤岩的生储气能力、煤储层渗透率、煤层气保存条件等影响煤层气高产富集的主控因素进行了分析。煤岩组分和煤变质程度是影响煤层生储气能力的主控因素。煤层的储气能力与温度、压力、灰分及水分含量等亦有关。煤层的渗透率取决于煤层本身的裂隙系统,而裂隙的发育程度又与煤变质程度及构造活动的强弱相关。煤层气的保存则取决于顶底板的封盖能力、构造活动、水动力环境等条件。煤层气成藏条件是煤层气基础地质研究中的核心问题,应加强研究。  相似文献   

Characterisation of the 1997 Vulcanian explosions of Soufrière Hills Volcano,Montserrat, by video analysis     

Formenti  Y.  Druitt  T. H.  Kelfoun  K. 《Bulletin of Volcanology》2003,65(8):587-605

The activity of Convention at Montserrat Soufrière Hills Volcano, Montserrat, during the period 1995–1999 included numerous violent explosions. Two major cycles of Vulcanian explosions occurred in 1997: a first of 13 explosions between 4 and 12 August and a second of 75 between 22 September and 21 October. The explosions were short-lived events lasting a few tens of seconds during which partial fountain collapse generated pyroclastic surges and pyroclastic flows, and buoyant plumes ascended 3–15 km into the atmosphere. Each explosion discharged on average 3×10⁵ m³ (dense-rock equivalent, DRE) of magma, draining the conduit to depths of 1–2 km. The paper focuses on the first few seconds of three explosions of the 75 that occurred in September/October 1997: 6 October 1997 at 17:50, 7 October 1997 at 16:02 and 9 October 1997 at 12:32. Physical parameters such as exit velocities, magmatic water contents and magma pressures at fragmentation are estimated by following and modelling the ascent of individual momentum-dominated finger jets visible on videos during the initial stages of each explosion. The model treats each finger jet as an incompressible flow sustained by a steady flux of gas and particles during the few seconds of ascent, and produces results that compare favourably with those using a multiphase compressible code run using similar eruptive parameters. Each explosion reveals a progressive increase in eruptive intensity with time, jet exit velocities increasing from 40 m s^–1 at the beginning of the explosion up to 140 m s^–1 after a few seconds. Modelling suggests that the first magma to exit was largely degassed, whereas that discharged after a few seconds contained up to 2 wt% water. Magma overpressures up to ~10 MPa are estimated to have existed in the conduit immediately prior to each explosion. Progressive increases in jet exit velocity with time over the first few seconds of each explosion provide direct evidence for strong pre-eruptive gradients in water content and magma pressure in the upper reaches (probably 100–500 m) of the conduit. Fountain collapse occurred during the first 10–20 s of each explosion because the discharging jets had bulk densities up to 100 times that of the atmosphere and were unable to entrain enough air to become buoyant. Such high eruptive densities were due to the presence of partially degassed magma in the conduit.Editorial responsibility: A. Woods  相似文献   

降水云中液水含量的空基遥感   总被引：4，自引：0，他引：4  

刘锦丽  吕达仁  张凌  段树 《遥感学报》2003,7(3):227-232

在建立不同降水云垂直结构模式的基础上，利用矢量微波辐射传扬模式进行空基云雨遥感的数值试验。结果表明：星载微波辐射计6．9GHz通道对降水云的冰层很不敏感，而对降水云校总液水含量(LWC)非常敏感；辐射亮温(Tb)随LWC呈单调变化关系；进一步考查这个频率下b的两个极化分量差△Tb(＝Tbv—Tbh)和LWC的关系发现，不同云结构(对流云和层状云)对△Tb-LWC关系影响较小。研究分析表明，6．9GHz的v,h两个通道有可能用于遥感降水云的液水总量。  相似文献   

重塑非饱和粘土抗剪强度参数与饱和度的关系研究   总被引：3，自引：0，他引：3  

熊承仁  刘宝琛  张家生  刘多文 《岩土力学》2003,(Z2)

土的饱和度是基于水分状态和密度状态的一个衍生变量。存在因应水分状态变化和因应密度状态变化的两类饱和度变化过程。根据23组不同水分状态和密度状态的UU三轴压缩试验结果,讨论了重塑非饱和粘性土抗剪强度参数与饱和度的关系。数据分析表明:粘聚力与水分状态相关的饱和度的关系是强非线性的,与密度状态相关的饱和度的关系是准线性的。内摩擦角与水分状态相关的饱和度的关系是强非线性的,与密度状态相关的饱和度的关系是弱非线性的。  相似文献   

江西省7至9月水汽资源特征   总被引：5，自引：5，他引：5       下载免费PDF全文

李玉林  杨梅  曾光平 《气象科技》2003,31(3):167-173

根据天气学原理 ,对 11个探空站 1988～ 1997年 7、8、9月逐日 (0 7时、19时 )资料与同期天气系统 (低槽、副热带高压、低压辐合、东风波、台风低压、大陆高压、台风外围 )进行计算与分析 ,结果表明 ,江西省 1988～ 1997年 7～ 9月平均水汽量值为 4 .4 6 g·cm-2 ,其中 :0 7时为 4 .4 4 g·cm-2 ,19时为 4 .4 7g·cm-2 ,7、8、9月平均水汽量值各为4 .8g·cm-2 、4 .6 4 g·cm-2 、4 .0 9g·cm-2 。水汽量分布为南部高北部低 ,东部和西部居中。东风波影响时水汽量最大 ,值为 9.2 3g·cm-2 ,大陆高压影响时水汽量最小 ,值为 0 .78g·cm-2 。轻度干旱频率区水汽量值最大 ,为4 .81g·cm-2 ,最小值出现在重度干旱频率区 ,为 0 .72 g·cm-2 。夏季水汽交换次数为 9.4次 /月 ,水汽更新率为 10 .2天。  相似文献   

西北地区东部春季土壤湿度变化的初步研究   总被引：11，自引：2，他引：11       下载免费PDF全文

柏晶瑜  施小英  于淑秋 《气象科技》2003,31(4):226-230

利用中国西北地区东部 (包括宁夏、内蒙古西部以及甘肃、陕西两省 35°N以北地区 )农业气象站近 2 0年固定地段旬土壤湿度资料 ,对该地区春季土壤湿度的变化进行了初步分析。结果表明 ,中国西北地区东部土壤湿度的变化具有 3年左右的周期 ,而且 2 0世纪 90年代以来呈下降的趋势 ,这与该地区的降水和气温变化有关系 ;西北地区东部的土壤湿度变化对该地区群发性沙尘暴的爆发有一定影响  相似文献