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机器自监督学习的建筑物面要素几何形状度量 被引量:5
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作者 马磊 闫浩文 +2 位作者 王中辉 刘波 吕文清 《测绘科学》 CSCD 北大核心 2017年第12期171-177,共7页
针对传统方法在度量建筑物面要素几何形状时,未能考虑形状认知的视觉特征因素且形状特征需要人为定义等问题,该文提出一种建筑物几何形状度量方法。首先,利用深度卷积神经网络的图像特征学习特性,结合自动编码机的自监督学习能力,构建... 针对传统方法在度量建筑物面要素几何形状时,未能考虑形状认知的视觉特征因素且形状特征需要人为定义等问题,该文提出一种建筑物几何形状度量方法。首先,利用深度卷积神经网络的图像特征学习特性,结合自动编码机的自监督学习能力,构建基于机器自监督学习的建筑物面要素几何形状度量神经网络;其次,利用建筑物图像形状大数据对网络进行训练;最后,利用训练完成的神经网络识别并提取建筑物形状特征集并作为形状度量的结果。实验表明,该方法形状度量结果区分度高,一定程度上克服了人为定义形状特征的缺点,且与视觉感知结果基本一致。 展开更多
关键词 机器自监督学习 建筑物面要素 几何形状度量 深度学习 神经网络
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居民地要素化简的形状识别与模板匹配方法 被引量:20
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作者 晏雄锋 艾廷华 杨敏 《测绘学报》 EI CSCD 北大核心 2016年第7期874-882,共9页
针对居民地要素的分布和表达具有典型模板化特点,本文通过对其形状结构和区域环境进行分析,运用形态抽象概括和区域环境典型化基本原则构建一批模板作为居民地目标化简与典型化表达的候选形状,并基于转角函数的形状描述算子,计算居民地... 针对居民地要素的分布和表达具有典型模板化特点,本文通过对其形状结构和区域环境进行分析,运用形态抽象概括和区域环境典型化基本原则构建一批模板作为居民地目标化简与典型化表达的候选形状,并基于转角函数的形状描述算子,计算居民地目标与模板之间的相似性程度。该方法从形状认知的角度出发,通过寻找与目标形状结构特征相似的模板替换原目标来完成化简操作,能较好地保持居民地目标的整体形状结构特征,同时兼顾了综合前后的面积均衡。通过真实数据进行试验,结果表明该方法具有较强的可靠性和实用性,可规模化应用于地形图上的地图综合实践。 展开更多
关键词 居民地化简 模板匹配 地图综合 形状度量 转角函数
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基于笔端形状相似性的汉字字体识别 被引量:6
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作者 王晓 吕肖庆 汤帜 《北京大学学报(自然科学版)》 CAS CSCD 北大核心 2013年第1期54-60,共7页
提出一种基于笔端相似性的方法,来解决在较大规模字体集上的单字符字体识别问题。该方法首先提取汉字笔画上的特定部位——笔端,然后利用笔端形状作为汉字的字体特征,对其进行识别。实验证明,该方法不但在常用字体集合上的识别效果优于... 提出一种基于笔端相似性的方法,来解决在较大规模字体集上的单字符字体识别问题。该方法首先提取汉字笔画上的特定部位——笔端,然后利用笔端形状作为汉字的字体特征,对其进行识别。实验证明,该方法不但在常用字体集合上的识别效果优于同类方法,而且在扩展后的大字体集合上也能达到较高的识别率。 展开更多
关键词 字体识别 形状相似性度量 形状描述子 笔端 特征笔端
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一种基于旋转不变量的三维形状描述子 被引量:3
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作者 辛谷雨 查红彬 《北京大学学报(自然科学版)》 EI CAS CSCD 北大核心 2007年第3期428-433,共6页
提出一种新的基于三维模型的旋转不变量的形状描述子。在此方法中,使用Hadamard变换的工具先将三维模型表达成一序列球面函数,然后使用球面调和分析提取这些球面函数的旋转不变量。这一做法能够尽量避免将三维模型表达成球面函数过程中... 提出一种新的基于三维模型的旋转不变量的形状描述子。在此方法中,使用Hadamard变换的工具先将三维模型表达成一序列球面函数,然后使用球面调和分析提取这些球面函数的旋转不变量。这一做法能够尽量避免将三维模型表达成球面函数过程中的信息丢失。基于这些旋转不变量给出了一种形状相似性度量。给出了大量试验结果,验证了此描述子的性能要优于其他现有的三维形状描述子。 展开更多
关键词 三维形状描述子 形状相似性度量 Hadarnard变换 球面调和变换
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基于轮廓分割的形状匹配新方法 被引量:1
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作者 王爱平 余江 +1 位作者 江丽 张芹芳 《微型机与应用》 2013年第8期88-90,共3页
提出了基于轮廓分割的形状描述方法,用来进行形状匹配。首先,使用离散曲线演化将形状轮廓简化成具有N个顶点的多边形,并通过去除其中的凹点得到多边形凸点的集合;然后,对由凸点形成的轮廓片段提取角度和曲率特征,得到形状描述子;最后通... 提出了基于轮廓分割的形状描述方法,用来进行形状匹配。首先,使用离散曲线演化将形状轮廓简化成具有N个顶点的多边形,并通过去除其中的凹点得到多边形凸点的集合;然后,对由凸点形成的轮廓片段提取角度和曲率特征,得到形状描述子;最后通过匈牙利算法进行轮廓片段之间的距离矩阵的最小代价和计算,从而得到两个形状之间的相似度。基于MPEG-7图像库上的实验证明了本文方法能很好地反映形状的特征,具有较好的匹配效果。 展开更多
关键词 形状匹配 轮廓分割 离散曲线演化 形状的相似性度量
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基于共享联结三元组卷积神经网络的枪弹膛线痕迹快速匹配方法
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作者 潘楠 潘地林 +3 位作者 潘世博 刘海石 蒋雪梅 刘益 《河北科技大学学报》 CAS 北大核心 2021年第3期214-221,共8页
针对传统通过激光检测提取膛线线形痕迹信号时枪弹痕迹检测精度不高且操作复杂的问题,提出了新型提取和处理方法。采用多尺度配准、弹性形状度量与卷积神经网络技术,基于多模式弹性驱动自适应控制方法,建立了试件末端位置和姿态参数分... 针对传统通过激光检测提取膛线线形痕迹信号时枪弹痕迹检测精度不高且操作复杂的问题,提出了新型提取和处理方法。采用多尺度配准、弹性形状度量与卷积神经网络技术,基于多模式弹性驱动自适应控制方法,建立了试件末端位置和姿态参数分布模型,采用孤立森林算法检测信号进行异常处理,利用变尺度形态滤波算法去除非细小特征,引入平方速度函数优化弹性形状度量算法,完成曲线轮廓嵌入层映射;在膛线线形匹配部分,建立了适用于痕迹特征的优化参数共享联结三元组卷积神经网络模型,通过嵌入层相似度计算和最小化三重损失函数训练该网络至收敛;最后进行了不同方法的相似度匹配对比实验。结果表明,与传统的检测方法相比,新方法解决了传统枪弹痕迹检测中面临的精度与操作性问题,保证检测结果的稳定性,且成本大大降低。在膛线线形痕迹提取中采用多模式弹性驱动自适应控制方法和三元组卷积神经网络模型,可为枪弹痕迹检测提供一种新的可行方法和思路。 展开更多
关键词 测试计量仪器 枪弹痕迹 多尺度配准 弹性形状度量 三重损失函数 卷积神经网络
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磷酸铝分子筛中骨架扭曲度与杂原子取代的关系 被引量:2
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作者 李双宝 窦志宇 +2 位作者 何兴权 崔丽莉 张誉腾 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2013年第2期319-323,共5页
采用计算机模拟方法对AFI,AEL,ATO,SBS,SBE,SBT,JRY和MAPO-CJ69等磷酸铝分子筛的骨架进行了几何优化,通过计算这些骨架结构中AlO4和AlP4四面体的Al—O,O—O,Al—P和P—P各键长的标准偏差及AlO4和AlP4四面体的连续形状度量(CShM),得到了... 采用计算机模拟方法对AFI,AEL,ATO,SBS,SBE,SBT,JRY和MAPO-CJ69等磷酸铝分子筛的骨架进行了几何优化,通过计算这些骨架结构中AlO4和AlP4四面体的Al—O,O—O,Al—P和P—P各键长的标准偏差及AlO4和AlP4四面体的连续形状度量(CShM),得到了这些分子筛骨架中四面体的扭曲度.通过对比发现,具有较大扭曲度的骨架在实验中往往需要引入杂原子以稳定整个结构,且杂原子优先进入骨架中扭曲度大的位置;而扭曲度较小的骨架结构无需引入杂原子就能够合成出来. 展开更多
关键词 磷酸铝分子筛 扭曲度 标准偏差 连续形状度量(CShM) 杂原子取代
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Part-level 3-D object classification with improved interpretation tree
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作者 邢薇薇 刘渭滨 袁保宗 《Journal of Southeast University(English Edition)》 EI CAS 2007年第2期221-225,共5页
For classifying unknown 3-D objects into a set of predetermined object classes, a part-level object classification method based on the improved interpretation tree is presented. The part-level representation is implem... For classifying unknown 3-D objects into a set of predetermined object classes, a part-level object classification method based on the improved interpretation tree is presented. The part-level representation is implemented, which enables a more compact shape description of 3-D objects. The proposed classification method consists of two key processing stages: the improved constrained search on an interpretation tree and the following shape similarity measure computation. By the classification method, both whole match and partial match with shape similarity ranks are achieved; especially, focus match can be accomplished, where different key parts may be labeled and all the matched models containing corresponding key parts may be obtained. A series of experiments show the effectiveness of the presented 3-D object classification method. 展开更多
关键词 3-D object classification shape match similarity measure interpretation tree
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Shape Optimal System for Linear Elastic Structures
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作者 邢杰 蔡坪 《Journal of Beijing Institute of Technology》 EI CAS 1992年第2期103-110,共8页
An integrated system FSOP2D,including modules for the shape optimal modeling,structural analysis,sensitivity analysis,optimal method library and post- processing,is developed.By selecting fictitious loads as the desig... An integrated system FSOP2D,including modules for the shape optimal modeling,structural analysis,sensitivity analysis,optimal method library and post- processing,is developed.By selecting fictitious loads as the design variables that has a linear relationship with the grid point locations and using design sensitivity analysis of the domain method,it is easier to solve the velocity field.In the course of optimal iterations,mesh distortion is kept to a minimum,sensitivity derivatives of object function,stress constraints and displacement constraints are derived.Computation of sensitivity analysis is achieved in the system.Two engineering examples are used to prove the system's effectiveness,the optimal results can successfully be obtained by lesser number of iterations. 展开更多
关键词 optimum design finite element analysis sensitivity/shape optimum design design variable
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Pre-compensation of Warpage for Additive Manufacturing 被引量:1
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作者 Christoph Schmutzler Fabian Bayerlein +2 位作者 Stephan Janson Christian Seidel Michael F. Zaeh 《Journal of Mechanics Engineering and Automation》 2016年第8期392-399,共8页
Additive manufacturing technologies enable the production of parts by successively adding layers. In powder-based technologies, each powder layer is selectively solidified following the respective cross-section of the... Additive manufacturing technologies enable the production of parts by successively adding layers. In powder-based technologies, each powder layer is selectively solidified following the respective cross-section of the parts either by the application of high-energy radiation or by the selective deposition of binder. By repeating the steps of layer deposition and selective solidification, parts are fabricated. The layer-wise build-up and the ambient conditions lead to warpage of the parts due to the temporarily and locally uneven distribution of shrinkage throughout the part. This leads to deviations in shape and dimension. The development of these technologies fosters a change fi'om prototyping to manufacturing applications, As a consequence, higher standards regarding the shape and dimensional accuracy are required. Therefore, new strategies to minimize the resulting deformations are necessary to reduce rejects and widen the range of applications of the described technologies. In this paper, an empirical, a knowledge-based and a simulative approach for warpage compensation are introduced. They are all based on the pre-deformation of the digital 3D part geometry inverse to the expected deformation during manufacturing. The aim of the research is the development of a comprehensive method that enables users to improve their part-quality by supporting the pre-deformation process. Contrary to existing work, this method should not be process-specific but cover a wide range of additive manufacturing techniques. Typical forms of deformation of the processes laser sintering, laser beam melting and 3D printing (powder-binder) are presented and compensation strategies are disenssed. Finally, an outlook on the ongoing research is given. 展开更多
关键词 Additive manufacturing SHRINKAGE WARPAGE COMPENSATION PRE-DEFORMATION simulation.
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Analysis of Object Depth Effects on Accuracy of Dimensional Shape in X and Y Directions Using Single Non-metric Image
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作者 Tarek M.A. ZHU Qing 《Geo-Spatial Information Science》 2007年第4期269-275,共7页
In general, to reconstruct the accurate shape of buildings, we need at least one stereomodel (two photographs) for each building. In most cases, however, only a single non-metric photograph is available, which is us... In general, to reconstruct the accurate shape of buildings, we need at least one stereomodel (two photographs) for each building. In most cases, however, only a single non-metric photograph is available, which is usually obtained either by an amateur, such as a tourist, or from a newspaper or a post card. To evaluate the validity of 3D reconstruction from a single non-metric image, this study analyzes the effects of object depth on the accuracy of dimensional shape in X and Y directions using a single non-metric image by means of simulation technique, as this was considered to be, in most cases, a main source of data acquisition in recording and documenting buildings. 展开更多
关键词 SINGLE non-metric image reconstruction object depth ACCURACY dimensional shape
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Experimental Study of Effects of Tip Geometry on the Flow Field in a Turbine Cascade Passage 被引量:7
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作者 MA Hongwei WANG Lixiang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2015年第1期1-9,共9页
This study investigates the effects of blade tip geometry on the flow field of a turbine cascade at the incidence angle of 0 degree experimentally. The tests were performed in a low-speed turbine cascade wind tunnel. ... This study investigates the effects of blade tip geometry on the flow field of a turbine cascade at the incidence angle of 0 degree experimentally. The tests were performed in a low-speed turbine cascade wind tunnel. The Reynolds number based on the blade chord was about 172300 at the exit. Traverses of the exit flow field were made in order to measure the overall performance. The effects of using fiat tip and grooved tip with a chord-wise channel were studied. The case with the flat tip is referenced as the baseline. The tip clearances are all 1 mm measuring 0.84 percent of the blade span. The depth of channel is 2mm.The flow field at 10% chord downstream from the cascade trailing edge was measured at 38 span-wise positions and 26 pitch-wise positions using a mini five-hole pressure probe. The static pressure distribution on the tip end wall is measured at 16 pitch-wise stations and 17 chord-wise stations. Results show that there exists great pressure gradient in the pressure side for the fiat tip and the pressure side squealer tip, which means strong leakage flow. The pressure gradient from the pressure side to the suction side is greatly decreased for the grooved tip, and the resulting leakage flow is weaker. The core of the leakage vortex moves closer to the suction side for the pressure side squealer tip and farther away from the suction side for the suction side squealer tip. The pressure side squealer has little advantages over the fiat tip in improving the flow capacity and reducing the overall losses. The suction side squealer tip and grooved tip can effectively decrease the intensity of the tip leakage vortex, improve the flow capacity and reduce loss of the turbine cascade passage and the grooved tip performs the best. 展开更多
关键词 blade tip geometry turbine cascade flow field EFFECT
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Dual mean Minkowski measures of symmetry for convex bodies 被引量:4
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作者 GUO Qi TOTH Gabor 《Science China Mathematics》 SCIE CSCD 2016年第7期1383-1394,共12页
We introduce and study a sequence of geometric invariants for convex bodies in finite-dimensional spaces, which is in a sense dual to the sequence of mean Minkowski measures of symmetry proposed by the second author. ... We introduce and study a sequence of geometric invariants for convex bodies in finite-dimensional spaces, which is in a sense dual to the sequence of mean Minkowski measures of symmetry proposed by the second author. It turns out that the sequence introduced in this paper shares many nice properties with the sequence of mean Minkowski measures, such as the sub-arithmeticity and the upper-additivity. More meaningfully, it is shown that this new sequence of geometric invariants, in contrast to the sequence of mean Minkowski measures which provides information on the shapes of lower dimensional sections of a convex body, provides information on the shapes of orthogonal projections of a convex body. The relations of these new invariants to the well-known Minkowski measure of asymmetry and their further applications are discussed as well. 展开更多
关键词 geometric invariant measure of symmetry dual measure of symmetry simplex affine diameter
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