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EMERGENT BEHAVIOR OF CLOSEST NEIGHBORS MODEL WITH NONLINEAR INHERENT DYNAMICS
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作者 Yuan LIANG Chen WU Jiugang DONG 《Acta Mathematica Scientia》 2025年第4期1640-1658,共19页
This paper studies the emergent dynamics of a flock with nonlinear inherent dynamics under closest neighbors model.We establish sufficient frameworks for convergence to flocking in terms of initial state and system pa... This paper studies the emergent dynamics of a flock with nonlinear inherent dynamics under closest neighbors model.We establish sufficient frameworks for convergence to flocking in terms of initial state and system parameters.When the number of closest neighbors is at least half of the population,it is shown that convergence to flocking occurs regardless of the initial state provided that the Lipschitz constant of nonlinear dynamics is smaller than the coupling strength.In contrast,when this number of closest neighbors is less than half of the population,we need to impose some restrictive conditions on the initial state to ensure the emergence of flocking based on the disturbed graphs approach.Our results are applicable to both continuous and discrete time cases.Finally,the validity of our theoretical analysis is tested by numerical simulations. 展开更多
关键词 multi-agent systems FLOCKING closest neighbors internal dynamics
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Processing Constrained K Closest Pairs Query in Spatial Databases 被引量:1
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作者 LIU Xiaofeng LIU Yunsheng XIAO Yingyuan 《Wuhan University Journal of Natural Sciences》 EI CAS 2006年第3期543-546,共4页
In this paper, constrained K closest pairs query is introduced, wbich retrieves the K closest pairs satisfying the given spatial constraint from two datasets. For data sets indexed by R trees in spatial databases, thr... In this paper, constrained K closest pairs query is introduced, wbich retrieves the K closest pairs satisfying the given spatial constraint from two datasets. For data sets indexed by R trees in spatial databases, three algorithms are presented for answering this kind of query. Among of them, two-phase Range+Join and Join+Range algorithms adopt the strategy that changes the execution order of range and closest pairs queries, and constrained heap-based algorithm utilizes extended distance functions to prune search space and minimize the pruning distance. Experimental results show that constrained heap-base algorithm has better applicability and performance than two-phase algorithms. 展开更多
关键词 spatial databases query processing R-TREE closest pairs query constrained closest pairs query
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A Correntropy-based Affine Iterative Closest Point Algorithm for Robust Point Set Registration 被引量:7
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作者 Hongchen Chen Xie Zhang +2 位作者 Shaoyi Du Zongze Wu Nanning Zheng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第4期981-991,共11页
The iterative closest point(ICP)algorithm has the advantages of high accuracy and fast speed for point set registration,but it performs poorly when the point set has a large number of noisy outliers.To solve this prob... The iterative closest point(ICP)algorithm has the advantages of high accuracy and fast speed for point set registration,but it performs poorly when the point set has a large number of noisy outliers.To solve this problem,we propose a new affine registration algorithm based on correntropy which works well in the affine registration of point sets with outliers.Firstly,we substitute the traditional measure of least squares with a maximum correntropy criterion to build a new registration model,which can avoid the influence of outliers.To maximize the objective function,we then propose a robust affine ICP algorithm.At each iteration of this new algorithm,we set up the index mapping of two point sets according to the known transformation,and then compute the closed-form solution of the new transformation according to the known index mapping.Similar to the traditional ICP algorithm,our algorithm converges to a local maximum monotonously for any given initial value.Finally,the robustness and high efficiency of affine ICP algorithm based on correntropy are demonstrated by 2D and 3D point set registration experiments. 展开更多
关键词 AFFINE ITERATIVE closest point(ICP)algorithm correntropy-based ROBUST POINT set REGISTRATION
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十字花科植物芥酸合成基因FAE1-closest的克隆及功能分析
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作者 王月 薛佳宇 +2 位作者 周广灿 杭悦宇 孙小芹 《植物资源与环境学报》 CAS CSCD 北大核心 2023年第3期45-51,共7页
对十字花科(Brassicaceae)中具代表性的高、低芥酸植物的FAE1-closest基因进行扩增,并对其编码的氨基酸序列进行序列比对;基于FAE1-closest氨基酸序列构建遗传关系树;将具有代表性的FAE1-closest基因在酵母中进行转化,比较不同植物来源... 对十字花科(Brassicaceae)中具代表性的高、低芥酸植物的FAE1-closest基因进行扩增,并对其编码的氨基酸序列进行序列比对;基于FAE1-closest氨基酸序列构建遗传关系树;将具有代表性的FAE1-closest基因在酵母中进行转化,比较不同植物来源的该基因调控芥酸合成能力的差异。结果显示:十字花科高、低芥酸植物FAE1-closest基因编码的氨基酸序列主要有A和B 2种类型,其对应的编码区全长分别约为1461和1389 bp,且B类型的氨基酸序列仅出现在高芥酸植物中;比较氨基酸序列的变异位点发现,高、低芥酸植物中共存在150个变异位点,高芥酸植物中第320位的氨基酸为赖氨酸(K),低芥酸植物中该位点为苏氨酸(T)。遗传关系树显示:12种芥酸植物可聚为Ⅰ和Ⅱ2个分支,大部分高芥酸植物的FAE1-closest氨基酸序列聚在分支Ⅰ;高芥酸植物银扇草(Lunaria annua Linn.)以及低芥酸植物涩荠〔Malcolmia africana(Linn.)R.Br.〕、鸟头荠〔Euclidium syriacum(Linn.)R.Br.〕和四齿芥〔Tetracme quadricornis(Stephan)Bunge〕的FAE1-closest氨基酸序列聚在分支Ⅱ。酵母转化实验结果显示:蔓菁(Brassica rapa Linn.)和洋基芥(Brassica tournefortii Gouan)的FAE1-closest基因转酵母产物中检测到了芥酸,涩荠、鸟头荠、四齿芥和银扇草的FAE1-closest基因转酵母产物中均未检测到芥酸,说明只有部分十字花科植物的FAE1-closest基因与芥酸合成相关。综上所述,低芥酸植物来源的FAE1-closest基因均不能合成芥酸,部分高芥酸植物来源的FAE1-closest基因能合成芥酸,不同十字花科植物中的FAE1-closest基因在芥酸合成过程中发挥作用的程度不同;FAE1-closest基因是否为芥酸合成过程中的主效基因,有待进一步验证。 展开更多
关键词 十字花科 芥酸 FAE1-closest基因 克隆 功能分析
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Non-cooperative target pose estimation based on improved iterative closest point algorithm 被引量:1
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作者 ZHU Zijian XIANG Wenhao +3 位作者 HUO Ju YANG Ming ZHANG Guiyang WEI Liang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第1期1-10,共10页
For localisation of unknown non-cooperative targets in space,the existence of interference points causes inaccuracy of pose estimation while utilizing point cloud registration.To address this issue,this paper proposes... For localisation of unknown non-cooperative targets in space,the existence of interference points causes inaccuracy of pose estimation while utilizing point cloud registration.To address this issue,this paper proposes a new iterative closest point(ICP)algorithm combined with distributed weights to intensify the dependability and robustness of the non-cooperative target localisation.As interference points in space have not yet been extensively studied,we classify them into two broad categories,far interference points and near interference points.For the former,the statistical outlier elimination algorithm is employed.For the latter,the Gaussian distributed weights,simultaneously valuing with the variation of the Euclidean distance from each point to the centroid,are commingled to the traditional ICP algorithm.In each iteration,the weight matrix W in connection with the overall localisation is obtained,and the singular value decomposition is adopted to accomplish high-precision estimation of the target pose.Finally,the experiments are implemented by shooting the satellite model and setting the position of interference points.The outcomes suggest that the proposed algorithm can effectively suppress interference points and enhance the accuracy of non-cooperative target pose estimation.When the interference point number reaches about 700,the average error of angle is superior to 0.88°. 展开更多
关键词 non-cooperative target pose estimation iterative closest point(ICP) Gaussian weight
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Entanglement and Closest Product States of Graph States with 9 to 11 Qubits
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作者 Cuifeng Wang Lizhen Jiang Lei Wang 《Journal of Applied Mathematics and Physics》 2013年第4期51-55,共5页
The numbers of local complimentary inequivalent graph states for 9, 10 and 11 qubit systems are 440, 3132, 40457, respectively. We calculate the entanglement, the lower and upper bounds of the entanglement and obtain ... The numbers of local complimentary inequivalent graph states for 9, 10 and 11 qubit systems are 440, 3132, 40457, respectively. We calculate the entanglement, the lower and upper bounds of the entanglement and obtain the closest product states for all these graph states. New patterns of closest product states are analyzed. 展开更多
关键词 GRAPH STATE ENTANGLEMENT closest PRODUCT STATE
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Improvement of iterative closest point with edges of projected image
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作者 Chen WANG 《Virtual Reality & Intelligent Hardware》 2023年第3期279-291,共13页
Background There are many regularly shaped objects in artificial environments.It is difficult to distinguish the poses of these objects when only geometric information is used.With the development of sensor technologi... Background There are many regularly shaped objects in artificial environments.It is difficult to distinguish the poses of these objects when only geometric information is used.With the development of sensor technologies,inclusion of other information can be used to solve this problem.Methods We propose an algorithm to register point clouds by integrating color information.The key idea of the algorithm is to jointly optimize the dense and edge terms.The dense term was built in a manner similar to that of the iterative closest point algorithm.To build the edge term,we extracted the edges of the images obtained by projecting point clouds.The edge term prevents the point clouds from sliding during registration.We used this loosely coupled method to fuse geometric and color information.Results The results of the experiments showed that the edge image approach improves precision,and the algorithm is robust. 展开更多
关键词 Point cloud REGISTRATION Iterative closest point
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The Artificial Trachea Closest to the Real Thing
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《China Today》 2002年第10期20-23,共4页
THREE months after the operation that gave her an artificial trachea, Mi Aiyun was able to breathe normally, and fit enough to work in the fields for three to four hours. On July 26, 2002, Zhao Fengrui, designer of th... THREE months after the operation that gave her an artificial trachea, Mi Aiyun was able to breathe normally, and fit enough to work in the fields for three to four hours. On July 26, 2002, Zhao Fengrui, designer of the artificial trachea and main operating surgeon, announced that his was the world’s first tracheal prosthesis capable of integrating completely with the human trachea.Six years ago, Mi Aiyun, a 48-year-old 展开更多
关键词 closest to the Real Thing The Artificial Trachea INNOVATION MI
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An Improved Algorithm for Finding the Closest Pair of Points 被引量:4
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作者 葛启 王海涛 朱洪 《Journal of Computer Science & Technology》 SCIE EI CSCD 2006年第1期27-31,共5页
As early as in 1975, Shamos and Hoey first gave an O(n lg n)-time divide-and-conquer algorithm (Stt algorithm in short) for the problem of finding the closest pair of points. In one process of combination, the Euc... As early as in 1975, Shamos and Hoey first gave an O(n lg n)-time divide-and-conquer algorithm (Stt algorithm in short) for the problem of finding the closest pair of points. In one process of combination, the Euclidean distances between 3n pairs of points need to be computed, so the overall complexity of computing distance is then 3n lgn. Since the computation of distance is more costly compared with other basic operation, how to improve SH algorithm from the aspect of complexity of computing distance is considered. In 1998, Zhou, Xiong and Zhu improved SH algorithm by reducing this complexity to 2n lg n. In this paper, we make further improvement. The overall complexity of computing distances is reduced to (3n lg n)/2, which is only half that of SH algorithm. 展开更多
关键词 Shamos and Hoey algorithm divide and conquer closest pair of points COMPLEXITY
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Engineering the Divide-and-Conquer Closest Pair Algorithm 被引量:2
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作者 江铭辉 古熙悠 《Journal of Computer Science & Technology》 SCIE EI CSCD 2007年第4期532-540,共9页
We improve the famous divide-and-conquer algorithm by Bentley and Shamos for the planar closest-pair problem. For n points on the plane, our algorithm keeps the optimal O(n log n) time complexity and, using a circle... We improve the famous divide-and-conquer algorithm by Bentley and Shamos for the planar closest-pair problem. For n points on the plane, our algorithm keeps the optimal O(n log n) time complexity and, using a circle-packing property, computes at most 7n/2 Euclidean distances, which improves Ge et al.'s bound of (3n log n)/2 Euclidean distances. We present experimental results of our comparative studies on four different versions of the divide-and-conquer closest pair algorithm and propose two effective heuristics. 展开更多
关键词 algorithmic engineering analysis of algorithms circle packing closest pair computational geometry
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An Optimized Divide-and-Conquer Algorithm for the Closest-Pair Problem in the Planar Case 被引量:3
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作者 José C.Pereira Fernando G.Lobo 《Journal of Computer Science & Technology》 SCIE EI CSCD 2012年第4期891-896,共6页
We present an engineered version of the divide-and-conquer algorithm for finding the closest pair of points, within a given set of points in the XY-plane. For this version of the algorithm we show that only two pairwi... We present an engineered version of the divide-and-conquer algorithm for finding the closest pair of points, within a given set of points in the XY-plane. For this version of the algorithm we show that only two pairwise comparisons are required in the combine step, for each point that lies in the 25-wide vertical slab. The correctness of the algorithm is shown for all Minkowski distances with p ≥ 1. We also show empirically that, although the time complexity of the algorithm is still O(n lgn), the reduction in the total number of comparisons leads to a significant reduction in the total execution time, for inputs with size sufficiently large. 展开更多
关键词 geometrical problem and computation closest-pair problem Basic-2 algorithm
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Solving Closest Vector Instances Using an Approximate Shortest Independent Vectors Oracle
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作者 田呈亮 魏伟 林尔岱 《Journal of Computer Science & Technology》 SCIE EI CSCD 2015年第6期1370-1377,共8页
Given an n-dimensional lattice L and some target vector, this paper studies the algorithms for approximate closest vector problem (CVPγ) by using an approximate shortest independent vectors problem oracle (SIVPγ... Given an n-dimensional lattice L and some target vector, this paper studies the algorithms for approximate closest vector problem (CVPγ) by using an approximate shortest independent vectors problem oracle (SIVPγ). More precisely, if the distance between the target vector and the lattice is no larger than c/γn λ1(L) for arbitrary large but finite constant c 〉 0, we give randomized and deterministic polynomial time algorithms to find a closest vector, while previous reductions were only known for 1/2γn λ1(L). Moreover, if the distance between the target vector and the lattice is larger than some quantity with respect to λn(L), using SIVPγ oracle and Babai's nearest plane algorithm, we can solve CVPγ√n in deterministic polynomial time. Specially, if the approximate factor γ ∈ (1, 2) in the SIVPγ oracle, we obtain a better reduction factor for CVP. 展开更多
关键词 LATTICE closest vector problem shortest independent vectors problem reduction
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曲面机械抛光回转对称非球面工件自定位方法
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作者 胡国喜 金听祥 张宝 《工具技术》 北大核心 2026年第1期123-130,共8页
为保障回转对称非球面工件自定位的准确率,提高曲面的机械抛光效率,利用K维树结构对迭代最近点算法进行优化,基于优化后的算法设计工件自定位方法,再利用该方法进行工件的曲面机械抛光处理。通过对优化后的自定位方法进行实验,结果显示... 为保障回转对称非球面工件自定位的准确率,提高曲面的机械抛光效率,利用K维树结构对迭代最近点算法进行优化,基于优化后的算法设计工件自定位方法,再利用该方法进行工件的曲面机械抛光处理。通过对优化后的自定位方法进行实验,结果显示,该方法的定位准确率达到100%,且定位耗时仅需0.9 s。利用该方法对工件进行抛光处理,结果显示,使用该抛光技术后工件的粗糙度仅有0.23μm,光泽度提高40°。由上述结果可知,提出的自定位方法能够有效提高回转对称非球面工件自定位的准确率,从而提高抛光效率。 展开更多
关键词 曲面机械抛光 回转对称非球面工件 迭代最近点算法 K维树 自定位
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The Closest and Farthest Points to an Affine Ellipse or Ellipsoid
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作者 Shuangmin Chen Shiqing Xin +1 位作者 Ying He Guojin Wang 《Tsinghua Science and Technology》 SCIE EI CAS 2012年第4期481-484,共4页
Affine ellipses/ellipsoids based bounding volumes are widely used in various graphics applications,such as ray tracing and collision detection.They provide a much tighter fit than the regular ellipses/ellipsoids.The m... Affine ellipses/ellipsoids based bounding volumes are widely used in various graphics applications,such as ray tracing and collision detection.They provide a much tighter fit than the regular ellipses/ellipsoids.The most important operation involved is to compute the closest/farthest point,on a given ellipse/ellipsoid,with respect to a user specified point.In this paper,we first formulate such a problem for the ellipse case into solving a quartic equation and then for the ellipsoid case by solving a system of quartic equations.The method proposed in this paper is elegant and highly efficient. 展开更多
关键词 ELLIPSE ELLIPSOID closest point farthest point bounding volume collision detection
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基于PointNet与曲率约束的导丝配准方法
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作者 邓子寒 胡陟 +2 位作者 辛绍宗 李树凡 张贝朗 《中国医学物理学杂志》 2026年第2期204-210,共7页
针对血管介入手术过程中,传统配准算法处理柔性导丝的动态变化时,高度依赖导丝的初始位姿,配准精度不足、容易陷入局部最优解和效率低下的问题,提出一种基于PointNet与曲率约束的导丝配准方法。首先,建立导丝和血管的物理模型,获取运动... 针对血管介入手术过程中,传统配准算法处理柔性导丝的动态变化时,高度依赖导丝的初始位姿,配准精度不足、容易陷入局部最优解和效率低下的问题,提出一种基于PointNet与曲率约束的导丝配准方法。首先,建立导丝和血管的物理模型,获取运动点位置。然后,利用PointNet提取关键点特征,通过姿态回归网络预测导丝点云和血管中心线点云的变换矩阵,使用KD-Tree加速搜索点云目标并基于曲率特征约束的迭代最近点算法对配准结果进行优化。实验结果表明,相较于传统方法和基于学习的方法,本文方法的均方误差、平均绝对误差最小,证明该方法在血管介入导丝配准中的有效性。 展开更多
关键词 血管介入 PointNet 回归预测 最近迭代点 曲率
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从“实际解决的技术问题”看创造性答复策略
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作者 包姝晴 《河南科技》 2026年第1期132-137,共6页
【目的】研究创造性评价的关键因素,探索“实际解决的技术问题”条款在审查意见分析和答复中的应用策略,为应对专利审查挑战提供新思路。【方法】通过案例展示,论述挖掘技术效果以重新确定技术问题的路径,同时结合《专利审查指南(2023)... 【目的】研究创造性评价的关键因素,探索“实际解决的技术问题”条款在审查意见分析和答复中的应用策略,为应对专利审查挑战提供新思路。【方法】通过案例展示,论述挖掘技术效果以重新确定技术问题的路径,同时结合《专利审查指南(2023)》对技术问题新增的情形,探讨在技术效果相当时,如何通过阐述技术构思及整体方案的差异来论证创造性。【结果】通过对案例的深入剖析,形成一套涵盖区别特征识别、技术效果挖掘、技术问题确定、技术构思差异论证的创造性答辩策略,梳理了不同情形下的应对要点,为专利申请人等提供了可复用的实践指导。【结论】研究提出的答复策略能够准确理解并灵活应用技术问题相关条款,有效拓展答辩思路,实现对创造性的多角度论证,提高专利授权可能性,为保护创新成果提供有力支持。 展开更多
关键词 技术问题 创造性 最接近的现有技术 答复策略
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基于最紧密堆积理论和全计算法的UHPC配合比优化设计及性能研究
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作者 张帆 何忠茂 +2 位作者 周楷越 陈子硕 高轩昂 《混凝土与水泥制品》 2026年第1期19-23,共5页
提出了一种基于最紧密堆积理论和全计算法的超高性能混凝土(Ultra-high performance concrete,UHPC)配合比优化设计方法,采用修正Andreasen-Andersen模型(MAA模型)并结合Matlab程序优化石英砂颗粒级配,通过全计算法对UHPC配合比进行优化... 提出了一种基于最紧密堆积理论和全计算法的超高性能混凝土(Ultra-high performance concrete,UHPC)配合比优化设计方法,采用修正Andreasen-Andersen模型(MAA模型)并结合Matlab程序优化石英砂颗粒级配,通过全计算法对UHPC配合比进行优化,并对所制备的UHPC工作性和力学性能进行了测试。结果表明:基于最紧密堆积理论和全计算法设计制备的UHPC虽然在工作性方面有所损失,但力学性能显著提高;连续级配石英砂UHPC(LS1、LS2)的力学性能相较于单一级配石英砂UHPC(DS1~DS4)有所提高,经过全计算法优化得到的连续级配石英砂UHPC(LS2)的力学性能相较于LS1组有所提高。 展开更多
关键词 最紧密堆积理论 全计算法 超高性能混凝土(UHPC) 力学性能 工作性 级配 MMA模型
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考虑磨耗特性的动车组车轮经济型镟修优化策略 被引量:2
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作者 张霞 邓银强 +2 位作者 杨岳 辜良瑶 陈峰 《铁道科学与工程学报》 北大核心 2025年第4期1457-1467,共11页
车轮的磨耗状况对动车组列车的运行安全和品质有着重要影响。为将磨损车轮镟修恢复至标准踏面外形,目前车轮镟修存在切削量过大,降低车轮使用寿命的情况。结合动车组车轮走行过程中的磨耗特性,提出考虑磨耗特性的动车组车轮经济型镟修... 车轮的磨耗状况对动车组列车的运行安全和品质有着重要影响。为将磨损车轮镟修恢复至标准踏面外形,目前车轮镟修存在切削量过大,降低车轮使用寿命的情况。结合动车组车轮走行过程中的磨耗特性,提出考虑磨耗特性的动车组车轮经济型镟修优化策略。首先,建立车轮外形参数磨耗速率模型,利用相关性分析、高斯分布检验研究车轮磨耗速率模型与车轮外形参数的相关性,得出不同运行线路上车轮最低磨耗速率点。然后,利用加权尺寸最近点迭代法进行车轮变形矫正,优先考虑车轮镟修后踏面外形处于最低磨耗状态,应用不同薄轮缘踏面外形镟修模板,进行自适应匹配单轮车轮经济型镟修。在此基础上,针对动车组车轮轮径差的安全运行要求,构建一种考虑磨耗特性的整车车轮经济型镟修优化模型。实例验证结果表明:轮径磨耗速率与车轮直径大小、轮缘厚度显著相关,轮缘厚度处于31.5~32 mm时,轮径磨耗速率低,镟修恢复可优先考虑。整车车轮经济型镟修优化决策的结果显示,车轮镟修恢复后的踏面外形处于低速率磨耗状态,轮径总切削量较实际镟修车间下降了约21%。与常规的车轮镟修策略相比,考虑磨耗特性的车轮经济型镟修优化策略更具智能化,有利于延长车轮使用寿命,降低铁路运营成本。 展开更多
关键词 车轮磨耗特性 镟修优化策略 经济型镟修 加权尺寸最近点迭代法 自适应匹配
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汽车驱动桥螺旋锥齿轮齿面测量误差补偿方法 被引量:2
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作者 刘永生 谭佳敏 +3 位作者 王瑞富 户盼茹 甘鑫斌 陈一馨 《汽车安全与节能学报》 北大核心 2025年第2期197-206,共10页
提升汽车驱动桥螺旋锥齿轮齿面加工质量对整车的安全与节能性能有重要意义,该文针对汽车驱动桥螺旋锥齿轮实测和理论齿面存在的测量误差,提出了一种基于对偶四元数优化的迭代最近点(ICP)齿面测量误差补偿方法。将误差补偿问题转化为两... 提升汽车驱动桥螺旋锥齿轮齿面加工质量对整车的安全与节能性能有重要意义,该文针对汽车驱动桥螺旋锥齿轮实测和理论齿面存在的测量误差,提出了一种基于对偶四元数优化的迭代最近点(ICP)齿面测量误差补偿方法。将误差补偿问题转化为两曲面的配准问题,利用对偶四元数对齿面配准模型进行表示并得出误差矩阵,将误差矩阵线性化并使用凸松弛的全局优化算法对其实部进行优化,实现螺旋锥齿轮齿面的精确配准。结果表明:螺旋锥齿轮凹齿面的误差补偿率最高达77%,最大误差由补偿前的22.11μm降至5.64μm,平均误差由补偿前的10.34μm降至2.38μm,该算法与传统奇异值分解法(SVD)、四元数法和Levenberg-Marquardt法(L-M)相比有更高的求解精度和稳定性,证明所提出的补偿方法具有可行性。 展开更多
关键词 驱动桥 螺旋锥齿轮 对偶四元数 迭代最近点算法(ICP) 全局优化
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基于邻域点特征分割与对应的航空发动机叶片损伤点云配准 被引量:3
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作者 蔡舒妤 郝峰伟 史涛 《北京航空航天大学学报》 北大核心 2025年第3期784-794,共11页
为满足损伤压气机叶片点云配准的精度及效率要求,提出一种基于邻域点特征分割与对应的航空发动机叶片损伤点云精确配准算法。以协方差矩阵为基础,通过多步分割模型定义特征子块的分割,获取有效特征区域;根据局部曲率、点最大距离和点最... 为满足损伤压气机叶片点云配准的精度及效率要求,提出一种基于邻域点特征分割与对应的航空发动机叶片损伤点云精确配准算法。以协方差矩阵为基础,通过多步分割模型定义特征子块的分割,获取有效特征区域;根据局部曲率、点最大距离和点最大法向量夹角性质,构建稳定n维特征向量;引入迭代最近点理论,构建对应点、对应块间点到面的最小欧式距离,实现叶片损伤点云和叶片标准点云两模型位姿的精确修正;使用单位四元数算法完成对损伤叶片点云的精确配准。实验结果表明:所提算法能完成损伤压气机叶片点云模型表面的点云配准,显著提高了配准的效率和精度,并在多组航空发动机损伤叶片点云数据模型下,验证了基于邻域点特征分割与对应的点云配准的适应性和鲁棒性。 展开更多
关键词 点云配准 特征提取 迭代最近点 损伤检测 压气机叶片
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