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641.
Huafei Yu Tinghua Ai Min Yang Jingzhong Li Lu Wang Aji Gao Tianyuan Xiao Zhe Zhou 《Transactions in GIS》2023,27(7):1898-1927
Deep learning is increasingly being used to improve the intelligence of map generalization. Vector-based map generalization, utilizing deep learning, is an important avenue for research. However, there are three questions: (1) transforming vector data into a deep learning data paradigm; (2) overcoming the limitation of the number of samples; and (3) determining whether existing knowledge can accelerate deep learning. To address these questions, taking river network selection as an example, this study presents a framework integrating hydrological knowledge into graph convolutional neural networks (GCNNs). This framework consists of the following steps: constructing a dual graph of river networks (DG_RN), extracting domain knowledge as node attributes of DG_RN, developing an architecture of GCNNs for the selection, and designing a fine-tuning rule to refine the GCNN results. Experiments show that our framework outperforms existing machine learning and traditional feature sorting methods using different datasets and achieves good morphological consistency after the selection. Furthermore, these results indicate that DG_RN meets the data paradigm of graph deep learning, and the framework integrating existing characteristics (i.e., Strahler coding, the number of tributaries, the distance between proximity rivers, and upstream drainage area) mitigates the dependence of GCNNs on plenty of samples and enhance its performance. 相似文献
642.
利用扫描电镜、铸体薄片等多种方法,对鄂尔多斯盆地镇泾油田长8油层组低孔低渗的致密砂岩储层的储层特征和沉积相进行综合分析研究,发现该地区砂岩类型主要有细粒岩屑长石砂岩和长石岩屑砂岩,孔隙度和渗透率分别为3.9%%~11%和(0.04~0.55)×10-3μm2。研究区主要成岩作用包括压实作用、压溶作用、胶结作用、溶蚀作用、交代作用。通过对镇泾区块沉积储层形成的沉积相的研究,查明该区广泛发育三角洲相,进一步可划分为水下分流河道、水下天然堤、水下决口扇、水下分流间湾、河口坝等5种微相。上述研究为镇径油田长8段储层的研究和预测提供了理论依据。 相似文献
643.
Analytical layer element solutions for deformations of transversely isotropic multilayered elastic media under nonaxisymmetric loading 总被引:1,自引:0,他引:1
This paper presents the analytical layer element solutions for deformations of transversely isotropic elastic media subjected to nonaxisymmetric loading at an arbitrary depth. The state vectors for the nonaxisymmetric problem are deduced through the substitution of the Hu Hai‐chang solutions into the basic equations for the transversely isotropic elastic media. From the state vectors, the analytical layer element of a single layer is obtained in the Hankel transformed domain. The analytical layer element is an exact and symmetric stiffness matrix whose elements are without positive exponential functions, which can not only simplify the calculation but also improve the stability of computation. On the basis of the continuity conditions between adjacent layers, the global stiffness matrix is obtained by assembling the interrelated layer elements. The solutions for the multilayered elastic media in the transformed domain are obtained by solving the algebraic equation of the global stiffness matrix, which satisfies the boundary conditions. The actual solutions in the physical domain are further obtained by inverting the Hankel transform. Finally, some cases are analyzed to verify the solutions and evaluate the influences of the transversely isotropic character and stratified character of the media on the load–displacement responses. The numerical results show that the variations of the elastic properties between layers have a great effect on the displacements of the multilayered media. Copyright © 2014 John Wiley & Sons, Ltd. 相似文献
644.
Surfactant-modified natural zeolites (SMNZs) with different coverage types were prepared by loading cetylpyridinium bromide onto the surface of natural zeolites. The resulting SMNZs were characterized and used as adsorbents to remove bisphenol A (BPA) from aqueous solution. The monolayer and bilayer SMNZs were effective for removing BPA from aqueous solution. The BPA adsorption capacity for the monolayer SMNZ increased slightly with increasing pH from 4 to 9, but decreased significantly with increasing pH from 9 to 11. The BPA adsorption capacity for the bilayer SMNZ was relatively high at pH 9–10, but decreased with decreasing pH from 9 to 4 or increasing pH from 10 to 11. The equilibrium adsorption data of BPA on the monolayer and bilayer SMNZs under the experimental condition could be well described by the Langmuir and Freundlich isotherm models. The adsorption kinetics of BPA on the monolayer and bilayer SMNZs followed a pseudo-second-order model. The adsorption of BPA on the monolayer and bilayer SMNZs took place in three different stages: a fast external surface adsorption, a gradual adsorption controlled by both the external mass transfer and the intra-particle diffusion, and a final equilibrium stage. The adsorption of BPA on the monolayer and bilayer SMNZs is spontaneous and exothermic. The mechanisms for BPA adsorption onto the monolayer SMNZ at pH 4–11 include the hydrophobic interaction and hydrogen bonding. The mechanisms for BPA adsorption onto the bilayer SMNZ at pH 4–8 include the organic partitioning and hydrogen bonding. The mechanisms for BPA adsorption onto the bilayer SMNZ at pH 8–11 include the organic partitioning, hydrogen bonding and electrostatic attraction. 相似文献
645.
干法灰化和微波消解-电感耦合等离子体发射光谱法测定植物样品中22个主次量元素 总被引:13,自引:6,他引:7
采用干法灰化和微波消解两种样品分解方法处理植物试样,用电感耦合等离子体发射光谱法测定样品中铝、钡、钙、铜、钾、镁、钠、铁等22个主、次量元素的含量,用两种前处理方法对国家一级标准物质进行测定,比对测定值与标准值,验证两种方法的准确度和精密度。结果表明,不同的样品分解方法对各元素的测定结果会产生不同程度的影响。选择适宜的分解方法可以大大提高植物样品中铝、铁、硫等元素测定结果的准确度。干法灰化和微波消解两种前处理方法的精密度(RSD,n=11)均小于5%。 相似文献