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651.
Si?Chen Ji?Yae?Shin Tae-Woong?KimEmail authorView authors OrcID profile 《Stochastic Environmental Research and Risk Assessment (SERRA)》2017,31(5):1061-1076
The creeping characteristics of drought make it possible to mitigate drought’s effects with accurate forecasting models. Drought forecasts are inevitably plagued by uncertainties, making it necessary to derive forecasts in a probabilistic framework. In this study, we proposed a new probabilistic scheme to forecast droughts that used a discrete-time finite state-space hidden Markov model (HMM) aggregated with the Representative Concentration Pathway 8.5 (RCP) precipitation projection (HMM-RCP). The standardized precipitation index (SPI) with a 3-month time scale was employed to represent the drought status over the selected stations in South Korea. The new scheme used a reversible jump Markov chain Monte Carlo algorithm for inference on the model parameters and performed an RCP precipitation projection transformed SPI (RCP-SPI) weight-corrected post-processing for the HMM-based drought forecasting to perform a probabilistic forecast of SPI at the 3-month time scale that considered uncertainties. The point forecasts which were derived as the HMM-RCP forecast mean values, as measured by forecasting skill scores, were much more accurate than those from conventional models and a climatology reference model at various lead times. We also used probabilistic forecast verification and found that the HMM-RCP provided a probabilistic forecast with satisfactory evaluation for different drought categories, even at long lead times. In a drought event analysis, the HMM-RCP accurately predicted about 71.19 % of drought events during the validation period and forecasted the mean duration with an error of less than 1.8 months and a mean severity error of <0.57. The results showed that the HMM-RCP had good potential in probabilistic drought forecasting. 相似文献
652.
Le Yu XueCao Li CongCong Li YuanYuan Zhao ZhenGuo Niu HuaBing Huang Jie Wang YuQi Cheng Hui Lu YaLi Si ChaoQing Yu HaoHuan Fu Peng Gong 《中国科学:地球科学(英文版)》2017,60(2):277-285
A technically transparent and freely available reference sample set for validation of global land cover mapping was recently established to assess the accuracies of land cover maps with multiple resolutions. This sample set can be used to estimate areas because of its equal-area hexagon-based sampling design. The capabilities of these sample set-based area estimates for cropland were investigated in this paper. A 30-m cropland map for China was consolidated using three thematic maps (cropland, forest and wetland maps) to reduce confusion between cropland and forest/wetland. We compared three area estimation methods using the sample set and the 30 m cropland map. The methods investigated were: (1) pixel counting from a complete coverage map, (2) direct estimation from reference samples, and (3) model-assisted estimation combining the map with samples. Our results indicated that all three methods produced generally consistent estimates which agreed with cropland area measured from an independent national land use dataset. Areas estimated from the reference sample set were less biased by comparing with a National Land Use Dataset of China (NLUD-C). This study indicates that the reference sample set can be used as an alternative source to estimate areas over large regions. 相似文献
653.
The hazards of amplitude versus offset (AVO) technique mostly applied in seismic explorations for predicting coalbed methane (CBM) content mainly derive from multi-stage amplitude modifications during seismic signal preprocessing. The modifications are undoubtedly necessitated by improving high signal-to-noise ratio (SNR) and high resolution, and achieve high fidelity to some extent; and nevertheless lead to an unfavorable possibility to implement CBM AVO analysis. Similar to sandstone reservoir with gas, AVO analysis preprocessing for CBM reservoir strictly abides by a relative amplitude preserved (RAP) principle and particularly emphasizes on preserving the evanescent class IV AVO anomaly. As for those indispensable dealings with linear noise attenuations, near-surface variety compensations and time/depth spatial imaging, the key technologies adapted to CBM AVO preprocessing should use radial trace (RT) filter, refined surface-consistent amplitude compensation (SCAC), and RAP Kirchhoff prestack time migration (PSTM). The theoretical analysis and one real 3D example in this paper demonstrate that three key technologies compliant to RAP principle in CBM AVO preprocessing can preserve the class IV AVO anomaly and benefit an operation of CBM AVO analysis and an improvement of CBM evaluation. 相似文献
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Distribution and evolution of water chemistry in Heihe River basin 总被引:10,自引:0,他引:10
Surface- vs. ground-water chemistry in the Heihe River basin, assessed through field sampling of precipitation, surface water and groundwater, allowed geographical zones and chemical types to be differentiated. The geographical zones included: alpine ice-snow (>3,900 m), alpine meadow (3,400–3,900 m), mountain forest and shrub (2,600–3,400 m), mountain grassland (1,900–2,600 m) and desert grassland (1,500–1,900 m). Groundwater chemical types included: (1) mountain fissure and piedmont gravel, bicarbonate, (2) piedmont diluvial, alluvial and lacustrine plain, sulphate, and (3) desert salt-accumulating depression, chloride. Since the 1960s, large volumes of river water diverted for irrigation have been found to re-emerge as spring water at the edge of alluvial fans and then reintegrate the Heihe River. After a number of reuses and re-emergences in the middle reaches, the rivers level of mineralization has doubled. Hydrological changes have resulted in the marked degradation of aquatic habitats, and caused substantial, and expanding, land salinization and desertification. Solving these largely anthropogenic problems requires concerted, massive and long-term efforts. 相似文献
657.
呼和浩特市大气污染与天气气候的关系 总被引:7,自引:5,他引:7
利用1990~2002年呼和浩特市区空气污染物TSP、SO2、NOx浓度的实际监测数据,分析了呼和浩特市大气污染物浓度变化的时空分布特征、大气污染与天气条件的关系。呼和浩特市市区主要以煤烟型污染为主,冬、春季比夏、秋季污染严重,采暖期比非采暖期污染严重,市区中心污染最严重。污染物的排放量及大气的稳定度状态是城市大气污染的主要影响因子,天气变化是城市大气污染物浓度变化的主导因素,局地环流是决定城市污染物分布的关键因素。因此,不同季节排污量的变化、天气条件是制作呼和浩特市大气污染预报的主要依据。 相似文献
658.
地面臭氧的变化规律和计算方法的初步研究Ⅰ.紫外波段 总被引:4,自引:1,他引:4
通过对广州鼎湖山近地面O3、NOx、太阳辐射、气象参数等项目的观测和理论分析,研究了地面O3与NOx等微量气体及太阳辐射的变化规律,详细讨论了紫外波段、不同天气条件地面O3与NOx,光化学反应、气溶胶、光化辐射等之间复杂的关系.用光能量传输与守恒的观点来考虑大气中与紫外辐射有关的主要过程,并以此来研究大气光化学过程中所遵循的能量规律,建立了一个简单、实用、省时的统计模式,用于计算地面O3浓度.结果表明,不同情况下计算值与观测值均吻合较好. 相似文献
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