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81.
This paper proposes a new set of probabilistic joint shear strength models using the conventional multiple linear regression method, and advanced machine‐learning methods of multivariate adaptive regression splines (MARS) and symbolic regression (SR). In order to achieve high‐fidelity regression models with reduced model errors and bias, this study constructs extensive experimental databases for reinforced and unreinforced concrete joints by collecting existing beam‐column joint subassemblage tests from multiple sources. Various influential parameters that affect joint shear strength such as material properties, design parameters, and joint configuration are investigated through tests of statistical significance. After performing a set of regression analyses, the comparison of simulation results indicates that MARS approach is the best estimation method. Moreover, the accuracy of analytical predictions of the derived MARS model is compared with that of existing joint shear strength relationships. The comparison results show that the proposed model is more accurate compared to existing relationships. This joint shear strength prediction model can be readily implemented into joint response models for evaluation of earthquake performance and inelastic responses of building frames. Copyright © 2014 John Wiley & Sons, Ltd.  相似文献   
82.
Empirical prediction of coseismic landslide dam formation   总被引:1,自引:0,他引:1       下载免费PDF全文
In this study we develop an empirical method to estimate the volume threshold for predicting coseismic landslide dam formation using landscape parameters obtained from digital elevation models (DEMs). We hypothesize that the potential runout and volume of landslides, together with river features, determine the likelihood of the formation of a landslide dam. To develop this method, a database was created by randomly selecting 140 damming and 200 non‐damming landslides from 501 landslide dams and > 60 000 landslides induced by the Mw 7.9 2008 Wenchuan earthquake in China. We used this database to parameterize empirical runout models by stepwise multivariate regression. We find that factors controlling landslide runout are landslide initiation volume, landslide type, internal relief (H) and the H/L ratio (between H and landslide horizontal distance to river, L). In order to obtain a first volume threshold for a landslide to reach a river, the runout regression equations were converted into inverse volume equations by taking the runout to be the distance to river. A second volume threshold above which a landslide is predicted to block a river was determined by the correlation between river width and landslide volume of the known damming landslides. The larger of these two thresholds was taken as the final damming threshold. This method was applied to several landslide types over a fine geographic grid of assumed initiation points in a selected catchment. The overall prediction accuracy was 97.4% and 86.0% for non‐damming and damming landslides, respectively. The model was further tested by predicting the damming landslides over the whole region, with promising results. We conclude that our method is robust and reliable for the Wenchuan event. In combination with pre‐event landslide susceptibility and frequency–size assessments, it can be used to predict likely damming locations of future coseismic landslides, thereby helping to plan emergency response. Copyright © 2014 John Wiley & Sons, Ltd.  相似文献   
83.
A total of 843 samples of Pacific Ocean polymetallic nodules (PNs) from five survey areas have been studied (metals analyzed: Mn, Fe, Ni, Cu, Co, Zn, Pb). The statistical analysis included the following techniques: factor R analysis, quick cluster Q analysis into 50 preclasses, various hierarchical cluster Q analyses (HCAs) using the preclasses (application of different HCAs to an identical set of data and of an identical HCA to two different subsets of the data), comparison of the HCA. The PNs of the survey areas can be grouped into five geochemical types (I‐V). The genesis of the PNs was interpreted as early diagenetic, hydrogenetic, and mixed (early diagenetic/hydrogenetic and hydrogenetic/hydrothermal. In addition, some further conclusions regarding the applicability of various HCA techniques depending on the structure of the data set have been drawn.  相似文献   
84.
The phytoplankton population from a station in the Jellicoe Channel area of the Hauraki Gulf, New Zealand, was fairly constant, in terms of total population and species composition, throughout the year. Correspondence analysis enabled us to identify 3 groups of species. The largest of these comprised the core species which were present most of the time and included some, such as the coccolithophores, with a strongly seasonal occurrence. The species in the second group were mainly large centric diatoms and appeared for short periods during the winter months, apparently brought in by incursions of oceanic water. The third group of species occurred between April 1970 and October 1971 when there was a period of unusually warm weather: the winds were lighter and more often blowing onshore and this perhaps led to warmer, less nutrient‐rich surface waters being brought into the Gulf.  相似文献   
85.
根据吴忠市金积水源地地下水饮用水用途选择11项水化学指标,采集32个地下水水样进行测试分析及处理。在分析金积水源地地下水流场及水化学特征基础上,综合利用因子分析法和系统聚类分析方法对水质影响因素进行评价,2种方法评价结果基本一致。结果表明,该区地下水水质影响因素主要有:以Cl-、SO2-4、Mg2+、NO-3、Ca2+质量浓度为代表变量的溶滤作用,该作用表现为西强东弱,综合主成分贡献率48.40%;以EC、总硬度及TDS、Na+、HCO-质量浓度为代表变量的蒸发浓缩作用,沿补给区和排泄区作用较强,综合主成分贡献率39.66%;以NH4-N质量浓度为主要载荷变量的人类活动影响因素,因子得分较高区域与企业分布及排污范围分布一致,综合主成分贡献率11.94%。水质影响因素分布总体表现为黄河沿岸蒸发浓缩作用相对较强;汉渠以北主要受溶滤作用及地下水蒸发浓缩共同影响;南干沟及南干沟入黄河口附近氨氮污染较明显。  相似文献   
86.
石忆邵  范胤翡 《地理研究》2008,27(6):1427-1436
上海房地产市场在国家房产新政下出现了较大的转折,商务办公楼市场升温。本文从总体上分析了上海部分区域商务办公楼的平均租金差异,并选择商务办公楼比较集中的南京路、延安路和淮海路三条线路作为典型调查区段,共采集24个样本区域、66幢甲级商务办公楼、492个具体样本资料,运用多元线性回归分析方法,揭示了上海市商务办公楼租金差异与地理区位、服务设施、交通条件、平均层数、平均停车位及绿化景观6个影响因子的相互作用关系。回归分析结果表明:服务设施和停车位是影响上海市商务办公楼租金差异的主要因子;其次为绿化景观、地理区位和交通条件;而平均层数的影响甚微。最后针对上海商务办公楼多中心化趋势,就有关问题进行了分析和讨论。  相似文献   
87.
Understanding the character of Australia's extensive regolith cover is crucial to the continuing success of mineral exploration. We hypothesise that the regolith contains geochemical fingerprints of processes related to the development and preservation of mineral systems at a range of scales. We test this hypothesis by analysing the composition of surface sediments within greenfield regional-scale (southern Thomson Orogen) and continental-scale (Australia) study areas. In the southern Thomson Orogen area, the first principal component (PC1) derived in our study [Ca, Sr, Cu, Mg, Au and Mo at one end; rare earth elements (REEs) and Th at the other] is very similar to the empirical vector used by a local company (enrichment in Sr, Ca and Au concomitant with depletion in REEs) to successfully site exploration drill holes for Cu–Au mineralisation. Mapping of the spatial distribution of PC1 in the region reveals several areas of elevated values and possible mineralisation potential. One of the strongest targets in the PC1 map is located between Brewarrina and Bourke in northern New South Wales. Here, exploration drilling has intersected porphyry Cu–Au mineralisation with up to 1 wt% Cu, 0.1 g/t Au, and 717 ppm Zn. The analysis of a comparable geochemical dataset at the continental scale yields a compositionally similar PC1 (Ca, Sr, Mg, Cu, Au and Mo at one end; REEs and Th at the other) to that of the regional study. Mapping PC1 at the continental scale shows patterns that (1) are spatially compatible with the regional study and (2) reveal several geological regions of elevated values, possibly suggesting an enhanced potential for porphyry Cu–Au mineralisation. These include well-endowed mineral provinces such as the Curnamona and Capricorn regions, but also some greenfield regions such as the Albany-Fraser/western Eucla, western Murray and Eromanga geological regions. We conclude that the geochemical composition of Australia's regolith may hold critical information pertaining to mineralisation within/beneath it.  相似文献   
88.
研究了阿拉善典型干旱荒漠植被区C4植物的组成特征、空间分布及其与环境因子的相关性。发现C4植物主要集中在藜科(Chenopodiaceae)和禾本科(Gramineae),生活型以一、二年生草本为主,占到70%以上;旱生和旱中生C4植物所占比例较大,达到48.89%,其区系成分以世界成分、亚洲中部成分和古地中海成分为主。C4植物分布特征表现出不同的规律性:在垂直地带分布上与温度呈正相关关系、与降雨呈负相关关系;在水平经度地带分布上主要与降水呈正相关关系,与温度无显著相关,尤其是在极端高温、干旱(主要是额济纳戈壁荒漠区)地区,C4植物的生存受到了限制。这一结果对于揭示阿拉善地区C4植物的水分利用效率,及其与降水资源的空间分布之间的关系提供了一定的理论解释。  相似文献   
89.
定量分析汾河径流锐减的形成原因是汾河流域水资源可持续利用与管理中迫切需要解决的问题。本项研究首先采用降水-径流双累积曲线对汾河流域产流条件演变过程进行了两个时期的划分;然后采用距平百分比法对汾河流域年降水系列进行了丰枯状态划分,并建立了汾河河津站年径流量与当年降水量、上一年降水量之间的多元动态回归模型;并运用该模型定量分析了降水丰枯变化和产流条件改变对汾河径流的影响程度。结果表明:在1956-1973年间的产流条件下,降水变化使得河津站年均径流量平均减少约22.71%;在1974-2008年间的产流条件下,降水变化使得河津站年均径流量在平、枯两种年份平均减少了约18.95%;在1956-1973年间的年降水为平水或枯水条件下,产流条件改变使得河津站年均径流量减少了约47.11%;在1974-2008年间的降水条件下,产流条件改变使得河津站年均径流量减少了约55.20%。  相似文献   
90.
提出一种多元整体最小二乘优化的多点灰色动态模型,并结合实例验证优化的MGM(1,n)模型的优越性。将优化的MGM(1,n)模型与一般的MGM(1,n)模型进行对比,分析两种模型的建模值和预测值。结果表明,优化的MGM(1,n)模型在建模数据多于4期的情况下建模精度更高,预测精度更准确,更符合实际情况。  相似文献   
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