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为提高高标准农田项目施工成本的预测精度,控制施工成本在合理范围,减少投资风险,该研究从单体灌溉工程施工成本预测角度出发,通过随机森林(random forest,RF)筛选出高标准农田灌溉工程施工成本的关键影响因素,结合卷积神经网络(convolutional neural networks,CNN)和支持向量机(support vector machine,SVM)两种模型的优点,通过北方苍鹰优化算法(northern goshawk optimization,NGO)对模型里的惩罚因子和核参数进行寻优,构建基于NGO-CNN-SVM的施工成本预测模型。通过辽宁省2018—2023年高标准农田工程中灌溉工程的施工成本数据,选取样本决定系数R2、平均绝对误差MAE、平均绝对百分比误差MAPE和均方根误差RMSE作为精度指标进行分析,结果表明:基于NGO-CNN-SVM的施工成本预测模型在渠道工程中MAE低于0.615万元,RMSE低于0.512万元,R2达到0.968以上,相对误差小于4.210%;在进水闸工程中MAE低于0.610万元,RMSE低于0.536万元,R2达到0.966以上,相对误差小于4.410%;在桥涵工程中MAE低于0.494万元,RMSE低于0.477万元,R2达到0.970以上,相对误差小于3.548%,并相比较于反向传播神经网络,CNN和CNN-SVM模型,NGO-CNN-SVM模型的预测结果均最优。通过特征选择、模型融合、算法优化以及不同模型对比表明NGO-CNN-SVM模型具有更高的预测准确率和泛化性,可为高标准农田灌溉工程施工成本预测提供理论依据。 相似文献
3.
常用软件绘制使用林地可行性报告附图方法的比较 总被引:1,自引:0,他引:1
使用林地可行性报告的附图是林业专题图类型之一。该类图纸是项目成果重要的组成部分,对文字内容具有补充和说明等作用。本文以一个简单的实例,比较了几类常用软件绘制专题图的各自特点,并简介了综合使用的方法。 相似文献
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【目的】研究毛竹(Phyllostachys edulis)入侵亚热带北缘落叶阔叶林对土壤理化性质和土壤胞外酶活性的影响,为探究毛竹入侵条件下森林生态系统养分循环过程与固碳潜力及森林的毛竹入侵治理提供科学依据。【方法】在毛竹入侵样带上,选择落叶阔叶林(麻栎林Quercus acutissima)、竹阔混交林(混交林)和毛竹林3种林分为研究对象,采集其林下地表0~10 cm土壤,进行土壤理化性质和土壤酶活性的测定,包括土壤pH、含水率和有机碳、全氮、NH+4-N、NO-3-N、全磷、有效磷含量,以及β-葡糖苷酶(BG)、β-N-乙酰氨基葡萄糖苷酶(NAG)、亮氨酸氨基肽酶(LAP)、酸性磷酸酶(AcP)、酚氧化物酶(POX)、过氧化物酶(PER)活性和酶计量(VC/N、VN/P、VC/P),比较不同林分的土壤指标。【结果】①随着毛竹入侵,毛竹林土壤pH值和含水率显著增大,且与混交林、麻栎林差异显著(P<0.05);其土壤有机碳、NO-3-N和全氮含量显著下降(P<0.05),NH+4-N、有效磷和全磷含量与混交林、麻栎林差异不显著。②土壤碳、氮和磷循环相关的水解酶(BG、NAG+LAP、AcP)活性均随毛竹入侵呈下降趋势,氧化酶(POX、PER)活性变化趋势与之相反;酶计量分析表明,毛竹林土壤的VN/P显著低于混交林和麻栎林(P<0.05),而VC/N、VC/P在不同林分间差异不显著。③酶活性的矢量分析表明,毛竹林土壤微生物的磷限制程度高于混交林和麻栎林。④土壤水解酶活性与土壤有机碳、NO-3-N、全氮、有效磷含量或pH有显著相关关系,氧化酶活性与土壤性质相关性总体不显著。【结论】毛竹林取代落叶阔叶林(麻栎林)后,土壤有机碳和养分含量及相关水解酶活性降低,不利于原有落叶阔叶林土壤碳库与养分库的保存。 相似文献
5.
冯林 《内蒙古农业大学学报(自然科学版)》2006,27(1):127-131
本文在文献综述和个人实践的基础上,对森林生态系统和草原生态系统作了描述,分析了它们的特色和功能,评价了林业和草业在西部大开发中的相互关系。 相似文献
6.
《Scandinavian Journal of Forest Research》2012,27(5):433-442
Abstract This research reports the major evaluation results from an operational stand-based forest inventory using airborne laser scanner data carried out in Norway. This is the first operational inventory in which data from two separate districts are combined. Laser data from two forest areas of 65 and 110 km2 were used to predict six biophysical stand variables used in forest planning. The predictions were based on regression equations estimated from 250 m2 field training plots distributed systematically throughout the two forest areas. Test plots with a size of 0.1 ha were used for validation. The testing revealed standard deviations between ground-truth values and predicted values of 0.58–0.85 m (3.4–5.6%) for mean and dominant heights, 2.62–2.87 m2 ha?1 (9.3–14.3%) for basal area, and 18.7–25.1 m3 ha?1 (10.8–12.8%) for stand volume. No serious bias was detected. For 10 of the 12 estimated regression models there were no significant effects of district. 相似文献
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M. von Lützow L. Zelles I. Scheunert J. C. G. Ottow 《Biology and Fertility of Soils》1992,13(3):130-134
Summary Seasonal effects of liming, irrigation, and acid precipitation on microbial biomass N and some physicochemical properties of different topsoil horizons in a spruce forest (Picea abies L.) were measured throughout one growing season. The highest biomass N was recorded in autumn and spring in the upper soil horizons, while the lowest values were obtained in summer and in deeper horizons. The clearest differences between the different soil treatments were apparent in autumn and in the upper horizons. Liming increased the microbial biomass N from 1.7% of the total N content to 6.8% (Olf1 layer) and from 1% to 2% of the total N content in the Of2 layer. The main inorganic-N fraction in the deeper horizons was NO
inf3
sup-
. An increase in cation exchange capacity was observed down to the Oh layer, while soil pH was only slightly higher in the Olf1 and Of2 layers after liming. The effects of irrigation were less marked. The microbial biomass N increased from 1.7% of total N to 4.8% in the Olf1 layer and from 1% to 2% of total N in the Of2 layer. In the Olf1 layer an increase in C mineralization was observed. Acid precipitation decreased the microbial biomass N in the upper horizons from 4.8% of total N to 1.8% in the Olf1 layer and from 2% to 0.5% in the Of2 layer. No significant changes in soil pH were observed, but the decrease in cation exchange capacity may result in a decrease in the proton buffering capacity in the near future. 相似文献
10.
Alley cropping was introduced in the humid forest zone of Cameroon to increase soil fertility in 1987, but until 1992 the
adoption rate had remained low. To better understand the reasons behind this, three types of on farm trials were established
from fully researcher controlled to fully farmer controlled. During the evaluation of the technology with farmers a number
of modifications were registered (1) Pruning height and frequency: Because of the difficulties to consistently cut back at 30 cm, farmers decided to slash at ground level as they normally
do while slashing the natural fallow vegetation. This equally allowed for more flexibility in time of pruning. (2) Cropping intensity and pattern: Initially, alleys were cropped each year. This however had several shortcomings. Having observed the positive impact of
incidental fallow period in a farmer's field, it was decided to introduce a fallow phase of at least one year. During the
fallow period the plot can be used for fodder production, bee farming and production of stakes. (3) Residue management: Fire went incidentally in a farmer's tree plot after slashing, and the trees were not affected. This gave farmers an alternative
way to manage the residue, by controlling the fire, before bringing in other crops such as groundnut and cassava. (4) Agroforestry species: Because Leucaena leucocephala, in spite of it soil fertility restoration potential, rapidly became a noxious weed, farmers have asked for a less invasive
species. Calliandra calothyrsus was introduced for this purpose and became a good bee forage. With these modifications, the original alley cropping system
has evolved into a rotational tree fallow with higher adoption potential. From about 15 farmers who were testing the technology
in 1992, the number increased to 52 in 1996, 120 in 1997 and 236 in 1998.
This revised version was published online in June 2006 with corrections to the Cover Date. 相似文献