期刊文献+
共找到3篇文章
< 1 >
每页显示 20 50 100
建筑物线型排列模式识别的图卷积神经网络方法 被引量:9
1
作者 孟妮娜 王安东 周校东 《测绘科学技术学报》 北大核心 2019年第6期627-631,共5页
针对建筑物空间分布模式识别过程中,建筑物参数间权重和模式间分类阈值难以确定的问题,设计了一种基于图卷积神经网络的建筑物线型排列模式识别方法。该方法在计算建筑排列特征因子和建立建筑物间邻近关系的基础上,根据图卷积操作与B-P... 针对建筑物空间分布模式识别过程中,建筑物参数间权重和模式间分类阈值难以确定的问题,设计了一种基于图卷积神经网络的建筑物线型排列模式识别方法。该方法在计算建筑排列特征因子和建立建筑物间邻近关系的基础上,根据图卷积操作与B-P神经网络搭建了图卷积神经网络模型,通过对样本的监督学习,建立预测模型。最后,在OpenStreetMap公开数据集上进行了实验。结果表明,该方法能够准确地识别建筑物线型排列的3种模式。 展开更多
关键词 建筑物空间分布 模式识别 空间数据挖掘 图卷积神经网络 线型排列
下载PDF
Multi-objective optimization of the streamlined head of high-speed trains based on the Kriging model 被引量:17
2
作者 YAO ShuanBao GUO DiLong +2 位作者 SUN ZhenXu YANG GuoWei CHEN DaWei 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第12期3495-3509,共15页
As the running speed of high-speed trains increases, aerodynamic drag becomes the key factor which limits the further increase of the running speed and energy consumption. Aerodynamic lift of the trailing car also bec... As the running speed of high-speed trains increases, aerodynamic drag becomes the key factor which limits the further increase of the running speed and energy consumption. Aerodynamic lift of the trailing car also becomes the key force which affects the amenity and safety of the train. In the present paper, a simplified CRH380A high-speed train with three carriages is chosen as the model in order to optimize aerodynamic drag of the total train and aerodynamic lift of the trailing car. A constrained mul- ti-objective optimization design of the aerodynamic head shape of high-speed trains based on adaptive non-dominated sorting genetic algorithm is also developed combining local function three-dimensional parametric approach and central Latin hypercube sampling method with maximin criteria based on the iterative local search algorithm. The results show that local function parametric approach can be well applied to optimal design of complex three-dimensional aerodynamic shape, and the adaptive non-dominated sorting genetic algorithm can be more accurate and efficient to find the Pareto front. After optimization the aerodynamic drag of the simplified train with three carriages is reduced by 3.2%, and the lift coefficient of the trailing car by 8.24%, the volume of the streamlined head by 2.16%; the aerodynamic drag of the real prototype CRH380A is reduced by 2.26%, lift coefficient of the trailing car by 19.67%. The variation of aerodynamic performance between the simplified train and the true train is mainly concentrated in the deformation region of the nose cone and tail cone. The optimization approach proposed in the present paper is simple yet efficient, and sheds lights on the constrained multi-objective engineering optimization design of aerodynamic shape of high-speed trains. 展开更多
关键词 multi-objective optimization KRIGING genetic algorithms aerodynamic shape high-speed trains
原文传递
A THEOREM ON PLURICANONICAL MAPS OF NONSINGULAR MINIMAL THREEFOLDS OF GENERAL TYPE
3
作者 CHEN MENG (Department of Mathematics, TOng n University, Shanghai 200092, China.) 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 1998年第4期415-420,共6页
Let X be a complex nonsingular projective threefold of general type. It is shown that the dimension of the image of X through m-canonical maps is at least two for every m 3.
关键词 Minimal model Pluricanonical map Composed of a pencil
全文增补中
上一页 1 下一页 到第
使用帮助 返回顶部