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Fast algorithm for constructing neighbor-joining phylogenetic trees 被引量:3
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作者 陈宁涛 王能超 施保昌 《Journal of Southeast University(English Edition)》 EI CAS 2006年第2期176-179,共4页
To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computat... To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computation, a fast algorithm is proposed. The proposed algorithm includes three techniques. First, a linear array A[N] is introduced to store the sum of every row of the distance matrix (the same as SK), which can eliminate many repeated computations. Secondly, the value of A [i] is computed only once at the beginning of the algorithm, and is updated by three elements in the iteration. Thirdly, a very compact formula for the sum of all the branch lengths of operational taxonomic units (OTUs) i and j is designed, and the correctness of the formula is proved. The experimental results show that the proposed algorithm is from tens to hundreds times faster than SN and roughly two times faster than SK when N increases, constructing a tree with 2 000 OTUs in 3 min on a current desktop computer. To earn the time with the cost of the space and reduce the computations in the innermost loop are the basic solutions for algorithms with many loops. 展开更多
关键词 phylogenetic tree neighbor-joining method fast algorithm progressive multiple alignment
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Fast algorithm for simulation of normal and oblique penetration into limestone targets 被引量:2
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作者 Xuguang CHEN Duo ZHANG +1 位作者 Shujian YAO Fangyun LU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2017年第5期671-688,共18页
A fast algorithm is proposed to predict penetration trajectory in simulation of normal and oblique penetration of a rigid steel projectile into a limestone target. The algorithm is designed based on the idea of isolat... A fast algorithm is proposed to predict penetration trajectory in simulation of normal and oblique penetration of a rigid steel projectile into a limestone target. The algorithm is designed based on the idea of isolation between the projectile and the target. Corresponding factors of influence are considered, including analytical load model, cratering effect, free surface effect, and separation-reattachment phenomenon. Besides, a method of cavity ring is used to study the process of cavity expansion. Further, description of the projectile's three-dimensional gesture is coded for fast calculation, named PENE3D. A presented. As a result, the algorithm is series of cases with selected normal and oblique penetrations are simulated by the algorithm. The predictions agree with the results of tests, showing that the proposed algorithm is fast and effective in simulation of the penetration process and prediction of the penetration trajectory. 展开更多
关键词 fast algorithm isolation between projectile and target analytical loading model ogive-nosed projectile limestone target
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A Fast Algorithm for Matching Remote Scene Images
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作者 LIU Jin YAN Li 《Geo-Spatial Information Science》 2008年第3期197-200,共4页
An iterative algorithm to calculate mutual correlation using hierarchical key points and the search space mark principle is proposed. An effective algorithm is designed to improve the matching speed. By hi-erarchical ... An iterative algorithm to calculate mutual correlation using hierarchical key points and the search space mark principle is proposed. An effective algorithm is designed to improve the matching speed. By hi-erarchical key point algorithm and mutual correlation coefficients of the matching images, the important points can be iteratively calculated in the images hierarchically, and the correlation coefficient can be ob-tained with satisfactory precision. Massive spots in the parameter space which are impossible to match can be removed by the search space mark principle. Two approximate continuities in the correlation image matching process, the image gray level distribution continuity and the correlation coefficient value in the parameter space continuity, are considered in the method. The experiments show that the new algorithm can greatly enhance matching speed and achieve accurate matching results. 展开更多
关键词 image correlation matching fast algorithm iterative algorithm
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A Fast Algorithm for Improving the Visual Distance in Fog
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作者 YANG Wei XIAO Zhi-tao +1 位作者 YU Jian YAN Zhi-jie 《Semiconductor Photonics and Technology》 CAS 2009年第4期241-246,共6页
Images captured outdoor usually degenerate because of the bad weather conditions,among which fog,one of the widespread phenomena,affects the video quality greatly.The physical features of fog make the video blurred an... Images captured outdoor usually degenerate because of the bad weather conditions,among which fog,one of the widespread phenomena,affects the video quality greatly.The physical features of fog make the video blurred and the visible distance shortened,seriously impairing the reliability of the video system.In order to satisfy the requirement of image processing in real-time,the normal distribution curve fitting technology is used to fit the histogram of the sky part and the region growing method is used to segment the region of sky.As for the non-sky part,a method of self-adaptive interpolation to equalize the histogram is adopted to enhance the contrast of the images.Experiment results show that the method works well and will not cause block effect. 展开更多
关键词 fog image INTERPOLATION region growing histogram equalization fast algorithm normaldistribution
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A Fast Algorithm for Phase Grating Preparation by Real Space Method
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作者 Qiuxiang LIU and Yuanming WANG Laboratory of Atomic Imaging of Solids, Institute of Metal Research, Chinese Academy of Sciences, Shengyang 110015, China Qibin YANG and Xiaohong YAN Institute of Modern Physics, Xiangtan University, Xiangtan 411105, China 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2001年第2期240-242,共3页
Making use of this expression to calculate the phase grating in high resolution image simulation can greatly reduce the calculating time. In this paper, the derivation of the expression is introduced, and then the com... Making use of this expression to calculate the phase grating in high resolution image simulation can greatly reduce the calculating time. In this paper, the derivation of the expression is introduced, and then the computer routine is explained in details. Finally the potential projection map of Mg44Rh7 along [001] direction is shown as an illustration. All operations are carried out in real space, so we call the calculation method as the real space method. 展开更多
关键词 A fast algorithm for Phase Grating Preparation by Real Space Method
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Fast Algorithm for Nonsubsampled Contourlet Transform 被引量:5
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作者 Chun-Man YAN Bao-Long GUO Meng YI 《自动化学报》 EI CSCD 北大核心 2014年第4期757-762,共6页
多尺度的几何分析(MGA ) 为图象处理作为有效策略被认出了。作为 MGA 的分离工具之一, nonsubsampled contourlet 变换(NSCT ) 广泛地被使用了图象降噪,图象熔化,图象改进,特征抽取等等。然而,处理表演由于它的高冗余性被限制,并... 多尺度的几何分析(MGA ) 为图象处理作为有效策略被认出了。作为 MGA 的分离工具之一, nonsubsampled contourlet 变换(NSCT ) 广泛地被使用了图象降噪,图象熔化,图象改进,特征抽取等等。然而,处理表演由于它的高冗余性被限制,并且导致集中的计算效率。因此,它的快算法在实践被需要。在这份报纸,我们采用一个优化方向性的过滤器银行(DFB ) 并且把它嵌进 NSCT 当使重建的表演的损失细微时,显著地加速计算速度。试验性的结果证明重建的图象质量能满足人的视觉系统。而且,改进 NSCT 有速度关于若干次比传统的的。图象降噪上的试验性的结果也验证建议方法的可行性和效率。 展开更多
关键词 CONTOURLET变换 快速算法 抽样 多尺度几何分析 图像处理 图像去噪 运算速度 图像融合
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A fast algorithm for multivariate Hermite interpolation
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作者 LEI Na TENG Yuan REN Yu-xue 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第4期438-454,共17页
Multivariate Hermite interpolation is widely applied in many fields, such as finite element construction, inverse engineering, CAD etc.. For arbitrarily given Hermite interpolation conditions, the typical method is to... Multivariate Hermite interpolation is widely applied in many fields, such as finite element construction, inverse engineering, CAD etc.. For arbitrarily given Hermite interpolation conditions, the typical method is to compute the vanishing ideal I (the set of polynomials satisfying all the homogeneous interpolation conditions are zero) and then use a complete residue system modulo I as the interpolation basis. Thus the interpolation problem can be converted into solving a linear equation system. A generic algorithm was presented in [18], which is a generalization of BM algorithm [22] and the complexity is O(τ^3) where r represents the number of the interpolation conditions. In this paper we derive a method to obtain the residue system directly from the relative position of the points and the corresponding derivative conditions (presented by lower sets) and then use fast GEPP to solve the linear system with O((τ + 3)τ^2) operations, where τ is the displacement-rank of the coefficient matrix. In the best case τ = 1 and in the worst case τ = [τ/n], where n is the number of variables. 展开更多
关键词 vanishing ideal multivariate Hermite interpolation displacement structure fast GEPP algorithm.
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NEW FAST ALGORITHM OF 2-D DISCRETE COSINE TRANSFORM
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作者 王新成 周晓明 +1 位作者 卢颉 朱维乐 《Journal of Electronics(China)》 1995年第3期270-275,共6页
In this paper, a new algorithm for the fast computation of a 2-D discrete cosine transform (DCT) is presented. It is shown that the N×N DCT, where N = 2m, can be computed using only N 1-D DCT’s and additions, in... In this paper, a new algorithm for the fast computation of a 2-D discrete cosine transform (DCT) is presented. It is shown that the N×N DCT, where N = 2m, can be computed using only N 1-D DCT’s and additions, instead of using 2N 1-D DCT’s as in the conventional row-column approach. Hence the total number of multiplications for the proposed algorithm is only half of that required for the row-column approach, and is also less than that of most of other fast algorithms, while the number of additions is almost comparable to that of others. 展开更多
关键词 IMAGE PROCESSING DISCRETE COSINE TRANSFORM fast algorithm
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A FAST ALGORITHM FOR DISCRETE HARTLEY TRANSFORM OF ARBITRARY LENGTH
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作者 曾泳泓 《Journal of Electronics(China)》 1993年第3期209-216,共8页
DHT of length p<sup>l</sup>q(p is odd and q is arbitrary) is turned into p<sup>l</sup> DHTs of length qand some additional operations, while the additional operations only involves the comput... DHT of length p<sup>l</sup>q(p is odd and q is arbitrary) is turned into p<sup>l</sup> DHTs of length qand some additional operations, while the additional operations only involves the computation ofcos-DFT and sin-DFT with length p. If the length of a DHT is p<sub>1</sub><sup>l<sub>1</sub></sup>…P<sub>N</sub><sup>l<sub>N</sub></sup>2<sup>l</sup>(P<sub>1</sub>…,P<sub>N</sub> are oddprimes), a fast algorithm is obtained by the similar recursive technique. Therefore, the algorithmcan compute DHT of arbitrary length. The paper also Proves that operations for computingDHT of length N by the algorithm are no more than O(Nlog<sub>2</sub>N), when the length is N=p<sup>l</sup>,operations of the algorithm are fewer than that of other known algorithms. 展开更多
关键词 SIGNAL processing DISCRETE Hartley TRANSFORM fast algorithm
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A Fast Algorithm to Solve the Bitsadze Equation in the Unit Disk
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作者 Daoud Mashat Manal Alotibi 《Applied Mathematics》 2011年第1期118-122,共5页
An algorithm is provided for the fast and accurate computation of the solution of the Bitsadze equation in the complex plane in the interior of the unit disk. The algorithm is based on the representation of the soluti... An algorithm is provided for the fast and accurate computation of the solution of the Bitsadze equation in the complex plane in the interior of the unit disk. The algorithm is based on the representation of the solution in terms of a double integral as it shown by Begehr [1,2], some recursive relations in Fourier space, and Fast Fourier Transforms. The numerical evaluation of integrals at points on a polar coordinate grid by straightforward summation for the double integral would require floating point operation per point. Evaluation of such integrals has been optimized in this paper giving an asymptotic operation count of per point on the average. In actual implementation, the algorithm has even better computational complexity, approximately of the order of per point. The algorithm has the added advantage of working in place, meaning that no additional memory storage is required beyond that of the initial data. This paper is a result of application of many of the original ideas described in Daripa [3]. 展开更多
关键词 SINGULAR INTEGRALS fast algorithm Bitsadze EQUATION
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Fast Algorithm for DOA Estimation with Partial Covariance Matrix and without Eigendecomposition
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作者 Jianfeng Chen Yuntao Wu +1 位作者 Hui Cao Hai Wang 《Journal of Signal and Information Processing》 2011年第4期266-269,共4页
A fast algorithm for DOA estimation without eigendecomposition is proposed. Unlike the available propagation method (PM), the proposed method need only use partial cross-correlation of array output data, and hence the... A fast algorithm for DOA estimation without eigendecomposition is proposed. Unlike the available propagation method (PM), the proposed method need only use partial cross-correlation of array output data, and hence the computational complexity is further reduced. Moreover, the proposed method is suitable for the case of spatially nonuniform colored noise. Simulation results show the performance of the proposed method is comparable to those of the existing PM method and the standard MUSIC method. 展开更多
关键词 fast algorithm DOA Estimation Subspace-Based Method
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基于自适应阈值的型钢精确角点FAST检测算法
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作者 包家汉 孙德尚 +1 位作者 黄建中 胡政 《上海交通大学学报》 北大核心 2025年第5期691-702,共12页
基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策... 基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策略,能够在自动获取初始阈值的基础上,根据角点数是否达到初始角点集要求对阈值实时校正直至达到适当值,以减少关键角点遗漏.在采用FAST提取角点的基础上,利用最小核心值相似区域(SUSAN)算法剔除伪角点,以保证关键角点提取的有效性.试验证明,这种基于自适应阈值的FAST角点检测算法(FAST-A),在检测环境和对象特性发生变化时,仍然可以准确、快速地检测到型钢关键角点,在为型钢平直度检测实时提供精确角点的基础上,提高角点提取的自适应性. 展开更多
关键词 型钢 角点检测 加速分割检验特征提取算法 最小核心值相似区域算法 自适应阈值
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Improving path planning efficiency for underwater gravity-aided navigation based on a new depth sorting fast search algorithm
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作者 Xiaocong Zhou Wei Zheng +2 位作者 Zhaowei Li Panlong Wu Yongjin Sun 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期285-296,共12页
This study focuses on the improvement of path planning efficiency for underwater gravity-aided navigation.Firstly,a Depth Sorting Fast Search(DSFS)algorithm was proposed to improve the planning speed of the Quick Rapi... This study focuses on the improvement of path planning efficiency for underwater gravity-aided navigation.Firstly,a Depth Sorting Fast Search(DSFS)algorithm was proposed to improve the planning speed of the Quick Rapidly-exploring Random Trees*(Q-RRT*)algorithm.A cost inequality relationship between an ancestor and its descendants was derived,and the ancestors were filtered accordingly.Secondly,the underwater gravity-aided navigation path planning system was designed based on the DSFS algorithm,taking into account the fitness,safety,and asymptotic optimality of the routes,according to the gravity suitability distribution of the navigation space.Finally,experimental comparisons of the computing performance of the ChooseParent procedure,the Rewire procedure,and the combination of the two procedures for Q-RRT*and DSFS were conducted under the same planning environment and parameter conditions,respectively.The results showed that the computational efficiency of the DSFS algorithm was improved by about 1.2 times compared with the Q-RRT*algorithm while ensuring correct computational results. 展开更多
关键词 Depth Sorting fast Search algorithm Underwater gravity-aided navigation Path planning efficiency Quick Rapidly-exploring Random Trees*(QRRT*)
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基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量
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作者 蔡引娣 孙梓盟 +3 位作者 李世雄 牛超 葛太坤 高鑫巍 《光学精密工程》 北大核心 2025年第3期466-475,共10页
为了实现非标复杂构件折叠翼几何尺寸的高精度、高效率测量,提出一种基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量方法,解决了传统人工测量方法存在的测量精度低、重复性差及效率低等问题。通过在传统CannyFAST算法中引入Douglas-... 为了实现非标复杂构件折叠翼几何尺寸的高精度、高效率测量,提出一种基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量方法,解决了传统人工测量方法存在的测量精度低、重复性差及效率低等问题。通过在传统CannyFAST算法中引入Douglas-Peucker算法的方式以简化折叠翼轮廓特征,解决了传统Canny-FAST算法在提取特征复杂轮廓角点时提取精度低、稳定性不好等问题,提高了折叠翼几何尺寸的测量精度。基于提出方法研制了折叠翼几何尺寸自动化测量系统,通过建立该系统中测量模块和运动模块的自动交互通讯,实现折叠翼几何尺寸高精度、高稳定性和高效率的自动化测量。经实验表明,自研的折叠翼几何尺寸自动化测量系统长度测量精度优于65μm,角度测量精度优于0.049°,满足折叠翼几何尺寸测量精度要求。 展开更多
关键词 折叠翼 图像拼接 自动化 Canny-fast算法 DOUGLAS-PEUCKER算法
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基于多目标FAST算法的超声滚挤压工艺参数优化
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作者 徐诗博 王晓强 +2 位作者 田英健 王彪 石青松 《锻压技术》 北大核心 2025年第4期69-76,共8页
为提升轴承套圈的表层性能,以42CrMo高强度钢为研究对象,开展4因素5水平正交试验,基于正交试验数据建立表层性能的指数回归预测模型,并利用方差分析验证了模型的可靠性。通过多目标FAST算法对指数回归预测模型进行优化,得到超声滚挤压... 为提升轴承套圈的表层性能,以42CrMo高强度钢为研究对象,开展4因素5水平正交试验,基于正交试验数据建立表层性能的指数回归预测模型,并利用方差分析验证了模型的可靠性。通过多目标FAST算法对指数回归预测模型进行优化,得到超声滚挤压的最优工艺参数范围及其表层性能的最优取值范围,并进行了试验验证。结果表明:当迭代次数达到900时,表层性能随迭代次数的增加无明显改善,优化后42CrMo高强度钢表层性能的试验值与预测值的误差均控制在10%以内,转速最优为140~210 r·min^(-1)、进给速度为12~20 mm·min^(-1)、振幅为20~25μm、静压力为450~600 N;表面粗糙度最优为0.43~0.49μm、残余压应力为950~1050 MPa、硬度为700~720 HV。研究内容对实际的工程应用具有一定的指导意义。 展开更多
关键词 超声滚挤压 正交试验 表层性能 指数回归 多目标fast算法
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基于Fast ICA算法的供水管网漏失量估算
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作者 赵桓 吕谋 +1 位作者 刘志壮 王兴 《中国给水排水》 北大核心 2025年第15期91-96,共6页
针对日益严峻的城镇供水管网漏损问题,对漏失量与用户水量的变化特征及源信号相互独立特征进行深入分析,并基于Fast ICA算法建立漏失量估算模型,对观测漏失信号进行白化处理、寻优迭代及信号幅值还原;然后,以北方某生活小区为研究区域,... 针对日益严峻的城镇供水管网漏损问题,对漏失量与用户水量的变化特征及源信号相互独立特征进行深入分析,并基于Fast ICA算法建立漏失量估算模型,对观测漏失信号进行白化处理、寻优迭代及信号幅值还原;然后,以北方某生活小区为研究区域,构建供水管网实验模型,在实验室条件下验证Fast ICA算法用于管网漏失量估算的可行性;最后,将Fast ICA漏失量估算模型应用于DS山庄工程实例的供水管网漏失分析中,并与小波变换理论在实际供水环境下的适用性进行比较。结果表明,与小波变换算法相比,Fast ICA模型计算出的漏失量与真实漏失量相对误差更小,变化趋势相似性更高。 展开更多
关键词 供水管网 盲源分离 fast ICA算法 小波变换 漏失量估算
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一种联合FAST算法和双像光束法平差的相机标定方法
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作者 宋胜嘉 朱勇超 +1 位作者 苏杰 陆秋伶 《合肥工业大学学报(自然科学版)》 北大核心 2025年第6期833-838,共6页
非量测相机以价格低、体积小、使用灵活等优势被广泛应用于高精度测量工作中,但相机标定结果对测量精度影响较大,针对现有相机标定方法存在着精度不够或标定效率不高等问题,文章提出一种联合加速分割检测特征(features from accelerated... 非量测相机以价格低、体积小、使用灵活等优势被广泛应用于高精度测量工作中,但相机标定结果对测量精度影响较大,针对现有相机标定方法存在着精度不够或标定效率不高等问题,文章提出一种联合加速分割检测特征(features from accelerated segment test,FAST)算法和双像光束法平差的相机标定方法。首先利用FAST算法对像片标志点自动提取,利用直接线性变换方法解得相机内、外参数初值;然后基于固定基线长度约束的双像光束法平差模型解算相机相关参数,并通过分类阈值方法提高模型收敛效率。结果表明:该方法相较于普通双像光束法平差的精度有所提升,其标定后的中误差达到0.0064 mm,且实现了相机标定流程的半自动化,提高了作业效率,有望应用于实际场景的相机标定作业。 展开更多
关键词 相机标定 双像光束法 平差模型 fast算法
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四足机器人室内导航的多模块优化Fast-SLAM算法研究
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作者 周淑凯 张俊杰 +2 位作者 田恬 薛闻雨 汤玉东 《现代信息科技》 2025年第18期169-173,共5页
针对四足机器人在室内环境中存在的定位精度不足、建图效率较低及系统鲁棒性不强等问题,文章提出了一种多模块优化的Fast-SLAM算法框架。在前端里程计阶段,基于范围流模型构建激光点云帧间运动约束,融合自适应迭代加权最小二乘法以提升... 针对四足机器人在室内环境中存在的定位精度不足、建图效率较低及系统鲁棒性不强等问题,文章提出了一种多模块优化的Fast-SLAM算法框架。在前端里程计阶段,基于范围流模型构建激光点云帧间运动约束,融合自适应迭代加权最小二乘法以提升位姿估计的精度与计算效率;在状态估计阶段,引入模糊自适应扩展卡尔曼滤波器,通过动态调整测量噪声协方差增强系统的鲁棒性;在粒子滤波阶段,采用结合极大似然估计与梯度搜索的位姿优化方法,有效降低了重采样误差并提升建图效率。在真实四足机器人平台上对该算法进行部署与验证,实验结果表明,其在平均轨迹误差、计算时间等方面相较于传统方法具有显著提升,展现出良好的环境适应性与工程应用潜力。 展开更多
关键词 室内导航 fast-SLAM 范围流算法 扩展卡尔曼滤波 粒子滤波
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具有自适应视图动态超时的Fast-HotStuff区块链共识算法
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作者 高兰辉 张言 +2 位作者 史培中 古春生 景征骏 《信息安全研究》 北大核心 2025年第7期619-625,共7页
Fast-HotStuff算法通过聚合签名实现2阶段流水线拜占庭容错共识.然而,当Fast-HotStuff的领导者故障时,视图切换阶段的死锁问题导致通信复杂度为O(n 2).现有研究主要关注死锁问题,并未考虑拜占庭节点和不稳定网络引起的连续视图超时问题... Fast-HotStuff算法通过聚合签名实现2阶段流水线拜占庭容错共识.然而,当Fast-HotStuff的领导者故障时,视图切换阶段的死锁问题导致通信复杂度为O(n 2).现有研究主要关注死锁问题,并未考虑拜占庭节点和不稳定网络引起的连续视图超时问题.针对这个问题,提出了具有自适应视图动态超时的Fast-HotStuff区块链共识算法AVD-HotStuff.首先,视图动态超时策略算法自适应控制下一次视图超时的持续时间,以避免不稳定网络引起的连续视图超时.其次,领导者等待策略算法将视图切换的通信复杂度从O(n 2)降低到O(n),并通过自适应控制领导者等待时间确保视图切换的效率.最后,基于信誉值的领导者选择策略算法选取可靠节点,防止在视图切换时选取拜占庭节点,避免连续视图超时.与Fast-HotStuff算法相比,当存在拜占庭节点时,AVD-HotStuff算法吞吐量平均提高约51.4%,平均时延减少约59.9%. 展开更多
关键词 fast-HotStuff算法 领导者等待策略 视图动态超时策略 基于信誉值的领导者选择策略 拜占庭容错
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A Fast Algorithm for Solving CNOP and Associated Target Observation Tests 被引量:8
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作者 王斌 谭晓伟 《Acta meteorologica Sinica》 SCIE 2009年第4期387-402,共16页
Conditional Nonlinear Optimal Perturbation (CNOP) is a new method proposed by Mu et al. in 2003, which generalizes the linear singular vector (LSV) to include nonlinearity. It has become a powerful tool for studyi... Conditional Nonlinear Optimal Perturbation (CNOP) is a new method proposed by Mu et al. in 2003, which generalizes the linear singular vector (LSV) to include nonlinearity. It has become a powerful tool for studying predictability and sensitivity among other issues in nonlinear systems. This is because the CNOP is able to represent, while the LSV is unable to deal with, the fastest developing perturbation in a nonlinear system. The wide application of this new method, however, has been limited due to its large computational cost related to the use of an adjoint technique. In order to greatly reduce the computational cost, we hereby propose a fast algorithm for solving the CNOP based on the empirical orthogonal function (EOF). The algorithm is tested in target observation experiments of Typhoon Matsa using the Global/Regional Assimilation and PrEdiction System (GRAPES), an operational regional forecast model of China. The effectivity and feasibility of the algorithm to determine the sensitivity (target) area is evaluated through two observing system simulation experiments (OSSEs). The results, as expected, show that the energy of the CNOP solved by the new algorithm develops quickly and nonlinearly. The sensitivity area is effectively identified with the CNOP from the new algorithm, using 24 h as the prediction time window. The 24-h accumulated rainfall prediction errors (ARPEs) in the verification region are reduced significantly compared with the "true state," when the initial conditions (ICs) in the sensitivity area are replaced with the "observations." The decrease of the ARPEs can be achieved for even longer prediction times (e.g., 72 h). Further analyses reveal that the decrease of the 24-h ARPEs in the verification region is attributable to improved simulations of the typhoon's initial warm-core, upper level relative vorticity, water vapor conditions, etc., as a result of the updated ICs in the sensitivity area. 展开更多
关键词 fast algorithm CNOP (Conditional Nonlinear Optimal Perturbation) target observation OSSE (observing system simulation experiment)
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