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91.
近红外光谱的北方寒地土壤含水率预测模型研究 总被引:1,自引:0,他引:1
我国北方寒地温差大,土壤温差对近红外光谱测量土壤墒情有较大影响。针对这一问题,以北方寒地土壤为研究对象,探究大范围温度胁迫下(-20~40 ℃)土壤的近红外光谱与土壤不同含水率之间的关系预测模型方法。选取黑龙江八一农垦大学农学院试验基地中的黑土,经烘干、过筛等操作处理后配置含水率范围在15%~50%内八种不同湿度的土壤样品,建立北方寒地土壤大范围温度胁迫下土壤的近红外光谱信息与含水率之间的定量预测模型。在全波段光谱数据的基础上,结合五种不同光谱信号预处理方法,采用BP神经网络算法、优化支持向量机算法(SVM)、高斯过程算法(GP)三种智能算法建立北方寒地土壤近红外光谱与含水率的预测模型并验证模型的效果。利用69组数据进行训练建模, BP神经网络相关参数设置为学习速率0.05,最大训练次数设置为5 000,隐层单元数确定为20;SVM采用径向基函数,并利用leave-one-out cross validation确定了最佳惩罚参数为0.87,使模型预测的准确性提高;高斯过程算法内部采用马顿核。模型的定量评估采用决定系数(R2)和均方根误差(RMSE)。结果表明,在建立的全部BP神经网络模型中,效果最佳的为S_G-BP神经网络模型,模型的R2为0.960 9,RMSE为2.379 7;在SVM模型中SNV-SVM模型的效果最好,模型的R2为0.991 1,RMSE为1.081 5;在GP模型中S_G-GP模型的效果最好,模型的R2为0.928,RMSE为3.258 1,综上基于SNV预处理的SVM模型训练效果最优。利用剩余的35组光谱数据作为预测集验证模型性能,经模型对比分析发现基于SVM算法的预测模型效果优于其他两种算法,其中基于S_G的SVM模型效果最优,其预测模型的R2和差RMSE分别为0.992 1和0.736 9。综合建模集与预测集的参数最终确定基于S_G的SVM模型为最佳模型。此模型可以作为大范围温度胁迫条件下(寒地)的土壤含水率有效预测方法,为设计优化适宜寒地便携式近红外土壤含水率快速测量仪提供科学依据。 相似文献
92.
The Dunlap–Kenkre (DK) result states that dynamical localization of a driven quantum particle in a periodic lattice happens when the ratio of the field magnitude to the field frequency of the diagonal drive is a root of the ordinary Bessel function of order 0. This has been experimentally verified. A generalization of the DK result is presented here. The hitherto considered DK model contains only the diagonal forcing. In the present extended version of the DK model we consider both off-diagonal and diagonal driving fields with different frequencies and a definite relative phase between them. We analytically show that new dynamical localizations conditions exist where an important role is played by the relative phase. In appropriate limits our results reduce to DK result. 相似文献
93.
A. Buzdin 《Physica B: Condensed Matter》2012,407(11):1912-1914
We provide a general review of the properties of the non-uniform superconducting Fulde–Ferrell–Larkin–Ovchinnikov (FFLO) phase. Special emphasis is made on the orbital and crystal structure effects which may result in the quantum transitions between the higher Landau level states and should be responsible for the strong modification of the anisotropy of the critical field. The FFLO-type instability may be also expected in ultracold Fermi gases. In these systems it is caused not by the Zeeman interaction but by the tuning of the population imbalance between two lowest hyperfine states of the atoms. We also briefly discuss their properties. 相似文献
94.
无极灯是一种长寿命、低汞害、无频闪的新型电光源,其光效在很大程度上取决于253.7nm共振谱线的辐射效率。通过原子发射光谱分析,实验研究了冷端温度对253.7nm共振谱线的影响规律。研究发现,253.7nm共振谱线的辐射效率随冷端温度变化近似呈正态分布,即无极灯工作存在一个最佳冷端温度。运用气体放电理论对实验结果进行了定性分析,对无极灯光效的提高具有指导意义。 相似文献
95.
Artificial Neural Networks (ANNs) offer an alternative way to tackle complex problems. They can learn from the examples and once trained can perform predictions and generalizations at high speed. They are particularly useful in behavior or system identification. According to the above advantages of ANN in the present paper ANN is used to predict natural convection heat transfer and fluid flow from a column of cold horizontal circular cylinders having uniform surface temperature. Governing equations are solved in a few specified cases by finite volume method to generate the database for training the ANN in the range of Rayleigh numbers of 105–108 and a range of cylinder spacing of 0.5, 1.0, and 1.5 diameters, thereafter a Multi-Layer Perceptron (MLP) network is used to capture the behavior of flow and temperature fields and then generalized this behavior to predict the flow and temperature fields for any other Rayleigh numbers. Different training algorithms are used and it is found that the resilient back-propagation algorithm is the best algorithm regarding the faster training procedure. To validate the accuracy of the trained network, comparison is performed among the ANN and available CFD results. It is observed that ANN can be used more efficiently to determine cold plume and thermal field in lesser computational time. Based on the generalized results from the ANN new correlations are developed to estimate natural convection from a column of cold horizontal cylinders with respect to a single horizontal cylinder. 相似文献
96.
97.
随着空调技术的进一步发展,低温送风空调系统逐渐兴起。文中利用fluent 6.3,通过对低温送风空调系统末端装置——诱导混合箱进行内部空气流动及传热模拟,研究内部其气体流动规律及诱导性能,对诱导混合箱的性能优化及选用提供了理论依据。 相似文献
98.
D. Sofikitis ;A. Fioretti ;S. Weber ;M. Viteau ;A. Chotia ;R. Horchani ;M. Allegrini ;B. Chatel ;D. Comparat ;P. Pillet 《化学物理学报(中文版)》2009,22(2):149-156
The use of a broadband, frequency shaped femtosecond laser on translationally cold cesium molecules has recently demonstrated to be a very efficient method of cooling also the vibrational degree of freedom. A sample of cold molecules, initially distributed over several vibrational levels, has thus been transfered into a single selected vibrational level of the singlet X^1∑g ground electronic state. Our method is based on repeated optical pumping by laser light with a spectrum broad enough to excite all populated vibrational levels but limited in its frequency bandwidth with a spatial light modulator. In such a way we are able to eliminate transitions from the selected level, in which molecules accumulate. In this paper we briefly report the main experimental results and then address, in a detailed way by computer simulations, the perspectives for a "complete" cooling of the molecules, including also the rotational degree of freedom. Since the pumping process strongly depends on the relative shape of the ground and excited potential curves, ro-vibrational cooling through different excited states is theoretically compared. 相似文献
99.
A modified cold gas-dynamic spray technique is under development by using shock tunnel technology, which can enhance the coating
quality by increasing the solid particle velocity up to 1,500 m/s. The particle diameter typically amounts to 10 μm. A theoretical
model based on gas-particle flows is employed to describe the behaviour of the flow and the solid particles. This quasi-1D
model is capable to consider non-equilibrium effects of the gas phase due to high reservoir temperatures, and the influence
of wall friction and heat transfer averaged over the nozzle cross section. This model is used for the design and optimization
of the nozzle geometry by a parametric study, which results in a conical nozzle with a half opening angle of 2.8° and a length
of 325 mm. Particles for coating are injected at about 55 mm downstream of the throat. A shock tunnel facility has been set
up at the Shock Wave Laboratory for performing an experimental study of this new technique. The theoretical performance of
this setup is evaluated by the KASIMIR simulation software and the quasi-1D method described in this paper. The high reservoir
conditions required to achieve particle velocities of 1,500 m/s can be realized by using either a very high driver pressure
of about 600 bar for air as driver gas or a relatively low driver pressure of about 200 bar for helium as driver gas.
相似文献
100.
红外成像导引头双视场光学系统小型化技术 总被引:2,自引:0,他引:2
红外成像导引头越来越广泛地采用双视场光学系统,但光学系统性能与体积之间的矛盾非常突出。通过分析导引头红外变倍光学系统和一般红外系统的区别,阐明了导引头双视场光学系统的特点,在保证性能指标的前提下,介绍了通过采取出瞳与冷屏合适的匹配方式、优化变焦结构、采取红外新技术等有效减小红外变倍系统体积的几种方法,并对其进行了公式推导和证明,给出了计算实例,同时阐明了优化总体指标,使导引头总体性能最优的观点。 相似文献