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A novel robust AE/MS source location method using optimized M-estimate consensus sample 被引量:2
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作者 Yichao Rui Zilong Zhou +2 位作者 Xin Cai Riyan Lan Congcong Zhao 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2022年第4期779-791,共13页
Due to the complexity of the real engineering environment, the arrival measurement inevitably contains outliers and leads to serious location errors. In order to eliminate the influence of the outliers effectively,thi... Due to the complexity of the real engineering environment, the arrival measurement inevitably contains outliers and leads to serious location errors. In order to eliminate the influence of the outliers effectively,this paper proposes a novel robust AE/MS source localization method using optimized M-estimate consensus sample. First, a sample subset is selected from the entire arrival set to obtain fitting model and its parameters. Second, consensus set is determined by checking the arrivals with the fitting model instantiated by the estimated model parameters. Third, optimization process is performed to further optimize the consensus set. The above steps are iterated, and the final source coordinates are obtained by using all the elements in the optimal consensus set. The novel method is validated by a pencil-lead breaks experiment. The results indicate that the novel method has better location accuracy of less than 5 mm compared to existing methods, regardless of the presence or absence of outliers. With the increase of outlier scale and outlier ratio, the location result of the proposed method is always more stable and accurate than that of the existing methods. Mine blasting experiments further demonstrate that the new method holds good prospects for engineering applications. 展开更多
关键词 Microseismic source Acoustic emission Source localization OUTLIERS consensus sample
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Sufficient and Necessary Conditions for Leader-Following Consensus of Second-Order Multi-Agent Systems via Intermittent Sampled Control
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作者 Ziyang Wang Yuanzhen Feng +1 位作者 Zhengxin Wang Cong Zheng 《Computers, Materials & Continua》 2025年第6期4835-4853,共19页
Continuous control protocols are extensively utilized in traditional MASs,in which information needs to be transmitted among agents consecutively,therefore resulting in excessive consumption of limited resources.To de... Continuous control protocols are extensively utilized in traditional MASs,in which information needs to be transmitted among agents consecutively,therefore resulting in excessive consumption of limited resources.To decrease the control cost,based on ISC,several LFC problems are investigated for second-order MASs without and with time delay,respectively.Firstly,an intermittent sampled controller is designed,and a sufficient and necessary condition is derived,under which state errors between the leader and all the followers approach zero asymptotically.Considering that time delay is inevitable,a new protocol is proposed to deal with the time-delay situation.The error system’s stability is analyzed using the Schur stability theorem,and sufficient and necessary conditions for LFC are obtained,which are closely associated with the coupling gain,the system parameters,and the network structure.Furthermore,for the case where the current position and velocity information are not available,a distributed protocol is designed that depends only on the sampled position information.The sufficient and necessary conditions for LFC are also given.The results show that second-order MASs can achieve the LFC if and only if the system parameters satisfy the inequalities proposed in the paper.Finally,the correctness of the obtained results is verified by numerical simulations. 展开更多
关键词 Intermittent sampled control leader-following consensus time delay second-order multi-agent system
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Consensus of heterogeneous multi-agent systems based on sampled data with a small sampling delay 被引量:1
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作者 王娜 吴治海 彭力 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第10期617-625,共9页
In this paper, consensus problems of heterogeneous multi-agent systems based on sampled data with a small sampling delay are considered. First, a consensus protocol based on sampled data with a small sampling delay fo... In this paper, consensus problems of heterogeneous multi-agent systems based on sampled data with a small sampling delay are considered. First, a consensus protocol based on sampled data with a small sampling delay for heterogeneous multi-agent systems is proposed. Then, the algebra graph theory, the matrix method, the stability theory of linear systems, and some other techniques are employed to derive the necessary and sufficient conditions guaranteeing heterogeneous multi-agent systems to asymptotically achieve the stationary consensus. Finally, simulations are performed to demonstrate the correctness of the theoretical results. 展开更多
关键词 heterogeneous multi-agent systems consensus sampleD-DATA small sampling delay
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Sampled-data Consensus of Multi-agent Systems with General Linear Dynamics Based on a Continuous-time Mo del 被引量:14
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作者 ZHANG Xie-Yan ZHANG Jing 《自动化学报》 EI CSCD 北大核心 2014年第11期2549-2555,共7页
关键词 多AGENT系统 采样数据 连续时间 线性 LYAPUNOV函数 LMI方法 采样间隔 通用
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Stochastic bounded consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with general sampling delay 被引量:2
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作者 吴治海 彭力 +1 位作者 谢林柏 闻继伟 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期555-562,共8页
In this paper we provide a unified framework for consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with a general sampling delay. First, a stochastic bounded conse... In this paper we provide a unified framework for consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with a general sampling delay. First, a stochastic bounded consensus tracking protocol based on sampled data with a general sampling delay is presented by employing the delay decomposition technique. Then, necessary and sufficient conditions are derived for guaranteeing leader-follower multi-agent systems with measurement noises and a time-varying reference state to achieve mean square bounded consensus tracking. The obtained results cover no sampling delay, a small sampling delay and a large sampling delay as three special cases. Last, simulations are provided to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 leader-follower multi-agent systems stochastic bounded consensus tracking measurement noises general sampling delay
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Consensus for second-order multi-agent systems with position sampled data
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作者 王如生 高利新 +1 位作者 陈文海 戴大蒙 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第10期13-23,共11页
In this paper, the consensus problem with position sampled data for second-order multi-agent systems is investigated.The interaction topology among the agents is depicted by a directed graph. The full-order and reduce... In this paper, the consensus problem with position sampled data for second-order multi-agent systems is investigated.The interaction topology among the agents is depicted by a directed graph. The full-order and reduced-order observers with position sampled data are proposed, by which two kinds of sampled data-based consensus protocols are constructed. With the provided sampled protocols, the consensus convergence analysis of a continuous-time multi-agent system is equivalently transformed into that of a discrete-time system. Then, by using matrix theory and a sampled control analysis method, some sufficient and necessary consensus conditions based on the coupling parameters, spectrum of the Laplacian matrix and sampling period are obtained. While the sampling period tends to zero, our established necessary and sufficient conditions are degenerated to the continuous-time protocol case, which are consistent with the existing result for the continuous-time case. Finally, the effectiveness of our established results is illustrated by a simple simulation example. 展开更多
关键词 multi-agent systems distributed control consensus OBSERVER sampled data
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Stochastic bounded consensus tracking of leader-follower multi-agent systems with measurement noises and sampled-data 被引量:1
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作者 吴治海 彭力 +1 位作者 谢林柏 闻继伟 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第12期568-575,共8页
This paper is concerned with the stochastic bounded consensus tracking problems of leader-follower multi-agent systems, where the control input of an agent can only use the information measured at the sampling instant... This paper is concerned with the stochastic bounded consensus tracking problems of leader-follower multi-agent systems, where the control input of an agent can only use the information measured at the sampling instants from its neighbours or the virtual leader with a time-varying reference state, and the measurements are corrupted by random noises. The probability limit theory and the algebra graph theory are employed to derive the necessary and sufficient conditions guaranteeing the mean square bounded consensus tracking. It is shown that the maximum allowable upper boundary of the sampling period simultaneously depends on the constant feedback gains and the network topology. Furthermore, the effects of the sampling period on the tracking performance are analysed. It turns out that from the view point of the sampling period, there is a trade-off between the tracking speed and the static tracking error. Simulations are provided to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 leader-follower multi-agent systems stochastic bounded consensus tracking measurement noises sampleD-DATA
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Sampled-Data Consensus Control of MUSV Systems with Channel Fading and Transmission Delay
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作者 Liyuan Wang Wei Yue Rubo Zhang 《China Communications》 SCIE CSCD 2020年第3期36-45,共10页
This paper studies sampled-data consensus control of a collection of unmanned surface vehicles(USV)operating in network environments with fading channels and time-varying transmission delay.The channel fading is model... This paper studies sampled-data consensus control of a collection of unmanned surface vehicles(USV)operating in network environments with fading channels and time-varying transmission delay.The channel fading is modeled as each independent stochastic process whose probability distribution is known.By considering the effects of channel fading and transmission delay from sampler to the controller,a new MUSV system model is formulated in the framework of network.With the novel established model,stability analysis is given at first,then the sampled-data consensus controller is designed,which also extends to the robust control with wave-induced disturbance.The effectiveness of the presented method is demonstrated by numerical simulation. 展开更多
关键词 consensus sampleD-DATA unmanned surface VEHICLE FADING CHANNEL time DELAY
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Asymptotic bounded consensus tracking of double-integrator multi-agent systems with bounded-jerk target based on sampled-data without velocity measurements
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作者 Shuang-Shuang Wu Zhi-Hai Wu +1 位作者 Li Peng Lin-Bo Xie 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第1期591-596,共6页
This paper investigates asymptotic bounded consensus tracking(ABCT) of double-integrator multi-agent systems(MASs) with an asymptotically-unbounded-acceleration and bounded-jerk target(AUABJT) available to parti... This paper investigates asymptotic bounded consensus tracking(ABCT) of double-integrator multi-agent systems(MASs) with an asymptotically-unbounded-acceleration and bounded-jerk target(AUABJT) available to partial agents based on sampled-data without velocity measurements. A sampled-data consensus tracking protocol(CTP) without velocity measurements is proposed to guarantee that double-integrator MASs track an AUABJT available to only partial agents.The eigenvalue analysis method together with the augmented matrix method is used to obtain the necessary and sufficient conditions for ABCT. A numerical example is provided to illustrate the effectiveness of theoretical results. 展开更多
关键词 asymptotic bounded consensus tracking multi-agent systems without velocity measurements sampled-data control
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Bounded consensus tracking of second-order multi-agent systems with sampling delay under directed networks
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作者 李丽 方华京 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第11期253-261,共9页
The bounded consensus tracking problems of second-order multi-agent systems under directed networks with sam- pling delay are addressed in this paper. When the sampling delay is more than a sampling period, new protoc... The bounded consensus tracking problems of second-order multi-agent systems under directed networks with sam- pling delay are addressed in this paper. When the sampling delay is more than a sampling period, new protocols based on sampled-data control are proposed so that each agent can track the time-varying reference state of the virtual leader. By using the delay decomposition approach, the augmented matrix method, and the frequency domain analysis, necessary and sufficient conditions are obtained, which guarantee that the bounded consensus tracking is realized. Furthermore, some numerical simulations are presented to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 second-order multi-agent systems bounded consensus tracking sampling delay directed networks
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Distributed event-triggered consensus tracking of second-order multi-agent systems with a virtual leader 被引量:2
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作者 曹劼 吴治海 彭力 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期487-492,共6页
This paper investigates the consensus tracking problems of second-order multi-agent systems with a virtual leader via event-triggered control. A novel distributed event-triggered transmission scheme is proposed, which... This paper investigates the consensus tracking problems of second-order multi-agent systems with a virtual leader via event-triggered control. A novel distributed event-triggered transmission scheme is proposed, which is intermittently examined at constant sampling instants. Only partial neighbor information and local measurements are required for event detection. Then the corresponding event-triggered consensus tracking protocol is presented to guarantee second-order multi-agent systems to achieve consensus tracking. Numerical simulations are given to illustrate the effectiveness of the proposed strategy. 展开更多
关键词 consensus tracking event-triggered control sampleD-DATA second-order multi-agent systems
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结合倒置残差模块和可微分RANSAC算法的点云配准模型
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作者 李维乾 葛文豪 陈金广 《计算机与现代化》 2026年第2期1-10,共10页
针对复杂和存在遮挡的点云数据整体和局部特征融合程度低,以及传统鲁棒估计算法无法集成到深度学习训练流程的问题,本文提出一种基于改进PointNet++和随机采样一致算法的点云配准网络模型。首先,使用融合倒置残差模块的PointNet++网络... 针对复杂和存在遮挡的点云数据整体和局部特征融合程度低,以及传统鲁棒估计算法无法集成到深度学习训练流程的问题,本文提出一种基于改进PointNet++和随机采样一致算法的点云配准网络模型。首先,使用融合倒置残差模块的PointNet++网络提取局部点云特征,生成融合全局和局部特征信息的特征描述符;其次,使用局部特征Transformer模块生成暂定的点对应和置信度分数;随后,引入神经采样器以保证RANSAC采样过程的可微分性,并使用可微分的几何求解器计算出点云对之间的刚性变换矩阵;最后,设计可训练质量函数以在每次迭代中优化评估指标,将鲁棒估计算法集成到训练流程中,最终完成点云配准。在3个公开的大规模点云数据集3DMatch、ETH和KITTI上的多次对比实验结果表明,本文方法在3DMatch上的特征匹配召回率达到98.4%,较SpinNet网络提高了0.8百分点;在ETH和KITTI上的特征匹配召回率和正确率分别达到98.5%和99.57%,较SpinNet网络分别提高了5.7百分点和0.5个百分点。在处理多个密度不均匀、存在遮挡的复杂点云数据集时,本文方法的表现优于现有先进方法,能有效提高配准精度。 展开更多
关键词 点云配准 鲁棒估计 特征描述符 PointNet++ 倒置残差 随机采样一致算法
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基于改进YOLO算法的无人驾驶汽车环境自动感知研究
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作者 韩丹 《信息技术》 2026年第1期22-26,32,共6页
为提升无人驾驶汽车行驶的安全系数,提出一种基于改进YOLO算法的无人驾驶汽车环境自动感知方法。将Sobel算子和随机抽样一致性算法结合,拟合道路边界线获取可通行区域识别结果。将YOLO算法的主干网络和Ghost模块结合,获取目标物体特征图... 为提升无人驾驶汽车行驶的安全系数,提出一种基于改进YOLO算法的无人驾驶汽车环境自动感知方法。将Sobel算子和随机抽样一致性算法结合,拟合道路边界线获取可通行区域识别结果。将YOLO算法的主干网络和Ghost模块结合,获取目标物体特征图;将CBAM注意力机制模块和批标准化权重结合,经过融合处理获取目标物体深层和浅层特征;改进损失函数,增加注意力损失,设计网络深度自适应结构,采用多个尺度的检测头预测目标物体,基于优化后的YOLO算法感知通行区域环境。实验结果表明,所提方法可有效提升环境自动感知结果的准确性。 展开更多
关键词 改进YOLO算法 无人驾驶汽车 环境自动感知 随机抽样一致性算法
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基于RANSAC与改进A^(*)算法的果园移动机器人路径规划研究
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作者 王明之 吕强 +3 位作者 蒋杰 林刚 唐超 张皓杨 《西南大学学报(自然科学版)》 北大核心 2026年第1期216-228,共13页
针对果园移动机器人在全局路径规划中存在的搜索时间长、安全性低、冗余节点多、路径不平滑以及行间作业精度不高等问题,研究提出一种基于RANSAC(Random Sample Consensus)算法与改进A^(*)算法的路径规划方案。该方案首先利用RANSAC算... 针对果园移动机器人在全局路径规划中存在的搜索时间长、安全性低、冗余节点多、路径不平滑以及行间作业精度不高等问题,研究提出一种基于RANSAC(Random Sample Consensus)算法与改进A^(*)算法的路径规划方案。该方案首先利用RANSAC算法拟合树行直线并提取果树行间中线,为后续改进A^(*)算法提供最优中线参考路径;然后,在A^(*)算法中引入中线栅格缩减策略,引导A^(*)算法优先将中线作为最终路径;接着,对预估函数进行优化以提高运算效率,加入排斥力场函数以提升路径安全性;最后,结合安全距离阈值剔除冗余节点方法以消除多余节点,并采用三次均匀B样条曲线对路径进行平滑处理。在A^(*)算法仿真对比试验中,本文改进A^(*)算法相对于其他算法计算效率更高,生成路径更为安全平滑;在果园仿真栅格地图算法对比试验中,本文算法对于其他算法能规划出更高质量的行间中线路径;在模拟果园路径跟踪试验中,本文算法横向偏差均小于其他算法,适用性更强。 展开更多
关键词 移动机器人 路径规划 A^(*)算法 随机抽样一致算法 果园
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快速鲁棒掌子面全局节理特征提取算法
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作者 白宇 郝毅仁 +4 位作者 陈玮 裴少康 王贺 王继超 方浩 《科学技术与工程》 北大核心 2026年第3期1157-1165,共9页
隧道掌子面监测对于保障施工安全与工程质量至关重要,然而传统依赖手工测量和现场观察的监测方式效率低下且精度受限。为提升监测水平,提出一种结合深度学习的掌子面快速数字化方法。该方法通过构建掌子面单应变换模型,运用基于深度学... 隧道掌子面监测对于保障施工安全与工程质量至关重要,然而传统依赖手工测量和现场观察的监测方式效率低下且精度受限。为提升监测水平,提出一种结合深度学习的掌子面快速数字化方法。该方法通过构建掌子面单应变换模型,运用基于深度学习的特征匹配算法和基于多尺度信息的快速自适应节理特征提取算法,实现不依赖相机参数和拍摄角度的快速、准确节理特征提取,并借助快速节理检测和融合方法达成实时性监测。实验结果显示,此方法能够有效提取全局掌子面节理信息,显著提高数据采集效率,降低操作难度。综上,该方法为隧道工程监测提供了全新的思路与方法,有力保障了隧道施工安全。 展开更多
关键词 掌子面图像 单应变换 深度学习特征点 节理特征提取 GPU加速 随机样本一致算法
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应用柱状物和地面点自动配准道路激光点云方法研究
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作者 姜伟 石宏斌 《工程勘察》 2026年第3期110-116,共7页
针对城区道路情况复杂、难以利用人工标靶配准点云等问题,提出一种利用柱状物和地面点的激光点云自动配准方法。首先按空间范围和预设的格网大小对道路场景点云进行维格网划分,以非空格网单元行、列、高索引号为离散点,并对其作主成分... 针对城区道路情况复杂、难以利用人工标靶配准点云等问题,提出一种利用柱状物和地面点的激光点云自动配准方法。首先按空间范围和预设的格网大小对道路场景点云进行维格网划分,以非空格网单元行、列、高索引号为离散点,并对其作主成分分析和特征计算;然后,在线状格网单元和面状格网单元所对应的点云中,采用随机采样一致性分别检测圆柱特征和平面特征;接着,以柱状物的地面投影点构建任意三角形,以三角形的周长和边长在相邻测站间匹配同名三角形和同名顶点,以迭代的方式确定测站间最优变换模型;最后,以某道路场景的点云数据为例,进行自动配准试验。结果表明,本文方法能够有效解决道路场景下激光点云数据自动配准问题,且具有良好的配准精度。 展开更多
关键词 地面激光扫描 柱状物 三角形 自动配准 随机采样一致性
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Sampled-data based average consensus with measurement noises: convergence analysis and uncertainty principle 被引量:5
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作者 LI Tao ZHANG JiFeng 《Science in China(Series F)》 2009年第11期2089-2103,共15页
In this paper, sampled-data based average-consensus control is considered for networks consisting of continuous-time first-order integrator agents in a noisy distributed communication environment. The impact of the sa... In this paper, sampled-data based average-consensus control is considered for networks consisting of continuous-time first-order integrator agents in a noisy distributed communication environment. The impact of the sampling size and the number of network nodes on the system performances is analyzed. The control input of each agent can only use information measured at the sampling instants from its neighborhood rather than the complete continuous process, and the measurements of its neighbors' states are corrupted by random noises. By probability limit theory and the property of graph Laplacian matrix, it is shown that for a connected network, the static mean square error between the individual state and the average of the initial states of all agents can be made arbitrarily small, provided the sampling size is sufficiently small. Furthermore, by properly choosing the consensus gains, almost sure consensus can be achieved. It is worth pointing out that an uncertainty principle of Gaussian networks is obtained, which implies that in the case of white Gaussian noises, no matter what the sampling size is, the product of the steady-state and transient performance indices is always equal to or larger than a constant depending on the noise intensity, network topology and the number of network nodes. 展开更多
关键词 multi-agent systems average consensus stochastic systems sampled-data based control distributed stochastic approximation uncertainty principle
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基于DBSCAN的改进RANSAC点云平面拟合算法 被引量:7
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作者 叶锦华 林旭敏 吴海彬 《湖南大学学报(自然科学版)》 北大核心 2025年第2期76-87,共12页
针对随机采样一致性(random sample consensus,RANSAC)算法对含有噪声的点云数据进行平面拟合时效果不佳和容易产生误识别的问题,对算法进行改进.通过基于密度的噪声应用空间聚类(density-based spatial clustering of applications wit... 针对随机采样一致性(random sample consensus,RANSAC)算法对含有噪声的点云数据进行平面拟合时效果不佳和容易产生误识别的问题,对算法进行改进.通过基于密度的噪声应用空间聚类(density-based spatial clustering of applications with noise,DBSCAN)算法改变RANSAC算法初始点集合的选择策略,并使用主成分分析法(principal component analysis,PCA)计算点云各点法向量,以点到平面距离以及点的法向量与平面法向量夹角两个约束条件同时作为RANSAC算法平面拟合模型内点判定的准则.采用无噪声与分别含有300个噪声点和500个噪声点的点云仿真数据进行测试,本文算法拟合结果均接近理论值且内点距离标准差分别为1.007×10-8、0.003、0.007,优于RANSAC算法.采用实际工件点云数据在两种工况场景下进行测试,本文算法拟合平面内点比率相对于传统RANSAC算法分别提高24.7%和24.6%,平面提取完整度及准确率同样优于RANSAC算法.仿真模拟及实例分析证明了本文算法的有效性. 展开更多
关键词 点云平面拟合 随机采样一致性 噪声 密度聚类 主成分分析
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基于RANSAC改进算法的连接器位姿检测
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作者 张硕 史玲玲 +2 位作者 王威威 金鑫 李忠新 《电子测量技术》 北大核心 2025年第12期137-145,共9页
连接器的多针对接装配过程中,如果不能准确获得零件的位置和姿态,将很可能导致连接器对接任务失败,甚至造成插针弯曲或零件结构损坏。然而受图像噪声、孔内加工痕迹、孔深导致失焦以及孔壁阴影等因素的干扰,在进行孔的检测工作时难以精... 连接器的多针对接装配过程中,如果不能准确获得零件的位置和姿态,将很可能导致连接器对接任务失败,甚至造成插针弯曲或零件结构损坏。然而受图像噪声、孔内加工痕迹、孔深导致失焦以及孔壁阴影等因素的干扰,在进行孔的检测工作时难以精准地获取完整精确的圆形轮廓,从而对连接器位姿检测精度产生较为显著的负面影响。针对上述问题,本文提出了一种基于RANSAC的圆拟合改进算法。首先,通过霍夫梯度法进行粗定位,然后通过RANSAC算法获得待拟合圆的内点集;最后,提出了依据邻域内点相对数量确定权重的WLS,重新对内点集进行圆拟合,进而计算得到连接器精确位姿。本文还进行了精度测试实验,测得姿态平均误差为0.051°,位置平均误差为0.567 pixel,并与其他常见算法进行对比,最终验证本文算法具有较高的精确度与稳定性,检测效果优于其他算法。 展开更多
关键词 连接器 圆拟合 随机抽样一致性 最小二乘法
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基于邻域点集稠密度的古陶瓷碎片轮廓线提取算法
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作者 王莹 刘鹏欢 +4 位作者 陈雅鑫 王旭粲 李巍 周强 罗宏杰 《西北大学学报(自然科学版)》 北大核心 2025年第1期118-128,共11页
古陶瓷碎片轮廓线特征作为文物数字化修复的主要依据之一,能够直接影响文物原真性复原的质量和效率。针对古陶瓷碎片胎体较薄、形状不规则且点云数据量大而导致轮廓线提取的精度低、耗时长等问题,提出了一种基于邻域点集稠密度的古陶瓷... 古陶瓷碎片轮廓线特征作为文物数字化修复的主要依据之一,能够直接影响文物原真性复原的质量和效率。针对古陶瓷碎片胎体较薄、形状不规则且点云数据量大而导致轮廓线提取的精度低、耗时长等问题,提出了一种基于邻域点集稠密度的古陶瓷碎片轮廓线提取算法。首先,采用有向包围盒(OBB)中心平面平行切平面方式,将碎片进行切片处理,实现对点云的分层处理和数据简化;其次,根据轮廓点和非轮廓点处邻域点集稠密度不同这个规律,将邻域点集稠密度特征与随机采样一致性(RANSAC)算法相结合,实现对碎片轮廓线的精确和快速提取;最后,构造空间分类平面,并依据空间位置的约束关系,实现对碎片断裂面和非断裂面轮廓线的分类。实验结果表明,在百万级数据规模的古陶瓷碎片轮廓线提取方面,算法运行时间可控制在15~25 s,并且轮廓线提取的准确性可达78.3%,具有较高的准确性和完整性,能够为古陶瓷文物数字化修复提供技术依据。 展开更多
关键词 古陶瓷碎片轮廓线 点云切片 邻域点集稠密度 随机采样一致性算法
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