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91.
A key problem in time series prediction using autoregressive models is to fix the model order, namely the number of past samples
required to model the time series adequately. The estimation of the model order using cross-validation may be a long process.
In this paper, we investigate alternative methods to cross-validation, based on nonlinear dynamics methods, namely Grassberger–Procaccia,
Kégl, Levina–Bickel and False Nearest Neighbors algorithms. The experiments have been performed in two different ways. In
the first case, the model order has been used to carry out the prediction, performed by a SVM for regression on three real
data time series showing that nonlinear dynamics methods have performances very close to the cross-validation ones. In the
second case, we have tested the accuracy of nonlinear dynamics methods in predicting the known model order of synthetic time
series. In this case, most of the methods have yielded a correct estimate and when the estimate was not correct, the value
was very close to the real one. 相似文献
92.
Paola Eccher Zerbini Anna Rizzolo Ada Brambilla Paola Cambiaghi Maurizio Grassi 《Journal of the science of food and agriculture》2002,82(9):1007-1013
To investigate the causes of brown heart (BH) in Conference pears, the contents of ascorbic acid (AA) and dehydroascorbic acid (DHAA) in fruits were studied during the first period of storage. AA was studied in 1999 and 2000, DHAA in 1999 only. Pears from normal and very late harvest stored immediately or after a delay in a controlled atmosphere with 2% O2 and low (0.7%) or high (5%) CO2 were compared. DHAA content did not change during storage in any treatment. AA decreased in storage according to an exponential model. The rate of AA loss was different in the two years and was higher in late‐harvest fruits and in those stored in 5% CO2. BH appeared in different treatments when AA decreased below a threshold, which was about 2 mg kg?1 fresh weight, corresponding to 5% of the AA content at harvest. The frequency and severity of symptoms depended linearly on the time spent by fruits in low‐ascorbate conditions. Advanced maturity at harvest and storage in high CO2 determine the appearance of BH and increase the rate of AA loss, probably through a reduction in the turnover of antioxidants. © 2002 Society of Chemical Industry 相似文献
93.
94.
Vallortigara Giorgio; Cailotto Maurizio; Zanforlin Mario 《Canadian Metallurgical Quarterly》1990,104(4):361
Male and female chicks (Gallus gallus) were trained at 4 days old to run along a corridor to reach a goal box that contained either cagemates (social reinforcement) or food (nonsocial reinforcement). Females ran faster when social reinforcement was used, whereas males ran faster with nonsocial reinforcement. When social reinforcement was used with a V-shaped runway, in which chicks had to proceed toward the goal object in an indirect fashion, sex differences were reversed. The results may be due to stronger social reinstatement tendencies in females than in males: Higher levels of social motivation facilitate behavioral performance when the task is easy (straight runway) and inhibit it when the task is difficult (V-shaped runway). (PsycINFO Database Record (c) 2010 APA, all rights reserved) 相似文献
95.
Maurizio Aceto Ornella Abollino Maria Concetta Bruzzoniti Edoardo Mentasti Corrado Sarzanini Mery Malandrino 《Food Additives & Contaminants》2002,19(2):126-133
Metals in wine occur at the mg l 1 level or less and, though not directly related to the taste of the final product, their content should be determined because excess is undesirable, and in some cases prohibited, due to potential toxicity. Lead content in wine, for example, is restricted in several states by legislation to guarantee consumer health protection. Of several methods for metal determination, techniques of atomic spectroscopy are the most sensitive and rapid. Most of the elements present in wine can be determined with these techniques, at concentrations ranging from the mg l -1 to the μg l -1 level. Here, inductively coupled plasma-atomic emission spectrometry (ICP-AES), flame atomic absorption spectrometry (flame-AAS) and graphite furnace-atomic absorption spectrometry (GF-AAS) are compared for their characteristics as employed in metal determination in wine. 相似文献
96.
Aerodynamic and thermal investigations for the new Lyon/Turin Cross-Alpine rail link 总被引:1,自引:0,他引:1
Maurizio Cavagnaro Jean Brulard 《Tunnelling and Underground Space Technology incorporating Trenchless Technology Research》1997,12(3):377-384
The paper describes a system for assessing unambiguously the quality of tunnel blasting. The system can be used to compare the working practices of different operations. The economic implications of blasting accuracy are analysed on the basis of data collected in actual operations. Drilling accuracy is identified as a primary factor in reducing tunnelling costs. 相似文献
97.
98.
The Fight against the Influenza A Virus H1N1: Synthesis,Molecular Modeling,and Biological Evaluation of Benzofurazan Derivatives as Viral RNA Polymerase Inhibitors 下载免费PDF全文
Dr. Mafalda Pagano Dr. Daniele Castagnolo Dr. Martina Bernardini Anna Lucia Fallacara Ilaria Laurenzana Davide Deodato Dr. Ulrich Kessler Dr. Beatrice Pilger Dr. Lilli Stergiou Dr. Stephan Strunze Dr. Cristina Tintori Prof. Maurizio Botta 《ChemMedChem》2014,9(1):129-150
The influenza RNA polymerase complex, which consists of the three subunits PA, PB1, and PB2, is a promising target for the development of new antiviral drugs. A large library of benzofurazan compounds was synthesized and assayed against influenza virus A/WSN/33 (H1N1). Most of the new derivatives were found to act by inhibiting the viral RNA polymerase complex through disruption of the complex formed between subunits PA and PB1. Docking studies were also performed to elucidate the binding mode of benzofurazans within the PB1 binding site in PA and to identify amino acids involved in their mechanism of action. The predicted binding pose is fully consistent with the biological data and lays the foundation for the rational development of more effective PA–PB1 inhibitors. 相似文献
99.
Elena Mele Maurizio Toreno Giuseppe Brandonisio Antonello De Luca 《The Structural Design of Tall and Special Buildings》2014,23(2):124-145
The originality of form is one of the new trends that can be identified in the current design of tall buildings. In this design trend, the so‐called diagrid structures, which represent the latest mutation of tubular structures, play a major role due to their inherent esthetic quality, structural efficiency and geometrical versatility. In this paper, an overview on application of such typology to high‐rise buildings is carried out; in particular, in the first part of the paper, the peculiarities of diagrid systems are described: starting from the analysis of the internal forces arising in the single diagrid module due to vertical and horizontal loads, the resisting mechanism of diagrid buildings under gravity and wind loads is described, and recent researches and studies dealing with the effect of geometry on the structural behavior are discussed. In the second part of the paper, a comparative analysis of the structural performance of some recent diagrid tall buildings, characterized by different number of stories and different geometries, namely the Swiss Re building in London, the Hearst Headquarters in New York and the West Tower in Guangzhou, is carried out, and some general design remarks are derived. Copyright © 2012 John Wiley & Sons, Ltd. 相似文献
100.
Elizaveta Kon Giuseppe Filardo Francesco Perdisa Alessandro Di Martino Maurizio Busacca Federica Balboni Andrea Sessa Maurilio Marcacci 《Journal of materials science. Materials in medicine》2014,25(10):2437-2444
The increasing interest in the role of subchondral bone with regard to articular surface disease led to the development of new bioengineered strategies. Aim of this study is to evaluate the clinical and MRI outcome after the implantation of a nanostructured biomimetic three-phasic collagen–hydroxyapatite construct for the treatment of chondral and osteochondral defects of the knee in a large cohort of patients. Seventy-nine patients (63 M, 16 W), affected by grade III–IV femoral condyle or trochlea chondral lesions or osteochondritis dissecans (OCD) were consecutively treated. Mean age was 31.0 ± 11.3 years, mean lesion size was 3.2 ± 2.0 cm2. Fifty patients underwent previous surgeries, concurrent procedures were necessary in 39 cases. The clinical outcome was evaluated using the IKDC and Tegner scores at 12 and 24 months of follow-up. At follow-up times an MRI was performed and evaluated with the MOCART score. All the scores improved significantly from the baseline. IKDC subjective score showed a further increase between 12 and 24 months of follow-up, and 82.2 % of the patients improved their symptoms at the final evaluation. Patients affected by OCDs had better results than those with degenerative lesions. Some abnormal MRI findings were present, even though no correlation was found with the clinical outcome. This one-step biomimetic approach developed to favor osteochondral tissue regeneration is effective in treating knees affected by damages of the articular surface, leading to a significant clinical improvement. However, abnormal MRI findings were present, even if not correlated with the clinical outcome. 相似文献