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A Dual-Satellite GNSS Positioning Algorithm of High Accuracy in Incomplete Condition 被引量:3
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作者 Bing Hou Xiaolin Zhang 《China Communications》 SCIE CSCD 2016年第10期58-68,共11页
Global navigation satellite system could provide accurate positioning results in signal complete condition. However, the performance is severe when signal denied, especially for the single-mode Bei Dou receiver. This ... Global navigation satellite system could provide accurate positioning results in signal complete condition. However, the performance is severe when signal denied, especially for the single-mode Bei Dou receiver. This paper proposes a dual-satellite positioning algorithm to promote the positioning performance in the satellite signal gap. The new algorithm utilizes the previous positioning data stored in complete condition to simplify the positioning equations. As the clock bias persists for a short period, this proposed method could work out accurate positioning results by only two visible satellites, without the need of computing the clock bias. Also, the Kalman filtering algorithm is used to smooth the trajectories, and improve the positioning results. During the incomplete period, only two satellites for 30 seconds and three satellites for 60 seconds, the preliminary experiment result shows that, the presented method could provide almost the same positioning results as in complete condition. 展开更多
关键词 Bei Dou navigation satellite system incomplete condition dual-satellite positioning algorithm kalman filtering
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A POSITIVE INTERIOR-POINT ALGORITHM FOR NONLINEAR COMPLEMENTARITY PROBLEMS
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作者 马昌凤 梁国平 陈新美 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第3期355-362,共8页
A new iterative method,which is called positive interior-point algorithm,is presented for solving the nonlinear complementarity problems.This method is of the desirable feature of robustness.And the convergence theore... A new iterative method,which is called positive interior-point algorithm,is presented for solving the nonlinear complementarity problems.This method is of the desirable feature of robustness.And the convergence theorems of the algorithm is established.In addition,some numerical results are reported. 展开更多
关键词 nonlinear complementarity problems positive interior-point algorithm non-smooth equations
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The New Doppler Shift-and-Range Positioning Algorithm for the Global Navigation Satellite System 被引量:2
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作者 季海福 《天文研究与技术》 CSCD 2014年第1期13-18,共6页
关键词 天文学 天文观测 天文台 天文仪器
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Positioning performance analysis of the time sum of arrival algorithm with error features 被引量:1
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作者 宫峰勋 马艳秋 《Optoelectronics Letters》 EI 2018年第2期133-137,共5页
The theoretical positioning accuracy of multilateration(MLAT) with the time difference of arrival(TDOA) algorithm is very high. However, there are some problems in practical applications. Here we analyze the location ... The theoretical positioning accuracy of multilateration(MLAT) with the time difference of arrival(TDOA) algorithm is very high. However, there are some problems in practical applications. Here we analyze the location performance of the time sum of arrival(TSOA) algorithm from the root mean square error(RMSE) and geometric dilution of precision(GDOP) in additive white Gaussian noise(AWGN) environment. The TSOA localization model is constructed. Using it, the distribution of location ambiguity region is presented with 4-base stations. And then, the location performance analysis is started from the 4-base stations with calculating the RMSE and GDOP variation. Subsequently, when the location parameters are changed in number of base stations, base station layout and so on, the performance changing patterns of the TSOA location algorithm are shown. So, the TSOA location characteristics and performance are revealed. From the RMSE and GDOP state changing trend, the anti-noise performance and robustness of the TSOA localization algorithm are proved. The TSOA anti-noise performance will be used for reducing the blind-zone and the false location rate of MLAT systems. 展开更多
关键词 positioning performance analysis of the time sum of arrival algorithm with error features
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Heuristic Reduction Algorithm Based on Pairwise Positive Region
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作者 祁立 刘玉树 《Journal of Beijing Institute of Technology》 EI CAS 2007年第3期295-299,共5页
To guarantee the optimal reduct set, a heuristic reduction algorithm is proposed, which considers the distinguishing information between the members of each pair decision classes. Firstly the pairwise positive region ... To guarantee the optimal reduct set, a heuristic reduction algorithm is proposed, which considers the distinguishing information between the members of each pair decision classes. Firstly the pairwise positive region is defined, based on which the pairwise significance measure is calculated between the members of each pair classes. Finally the weighted pairwise significance of attribute is used as the attribute reduction criterion, which indicates the necessity of attributes very well. By introducing the noise tolerance factor, the new algorithm can tolerate noise to some extent. Experimental results show the advantages of our novel heuristic reduction algorithm over the traditional attribute dependency based algorithm. 展开更多
关键词 rough set pairwise positive region heuristic reduction algorithm
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An Application of Genetic Algorithm in Positioning Bricks
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作者 LUO Lin-kai, PENG Hong (Department of Automation, University of Xiamen, Xiamen 361005, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期268-,共1页
This note deals with how to position bricks so that m aximizing the numbers of whole brick in a given area. A method by genetic algori thm is given to solve this problem. By this method, the numbers of whole brick a n... This note deals with how to position bricks so that m aximizing the numbers of whole brick in a given area. A method by genetic algori thm is given to solve this problem. By this method, the numbers of whole brick a nd their position are gained when given areas are convex polygon and brick is re ctangular, and you can easily design a CAD soft to optimize the scheme of positi oning bricks. It is huge advantage by this method when given areas are nonregula r. Some rules of parameter’s influence to algorithm are pointed out by computer simulation. The first section states the problem and the math model of problem is given out. The second section gives out the solution by genetic algorithm, in cluding description of genetic algorithm and steps of algorithm about proble m of positioning bricks. The third section gives a computer simulation example. The last section is some discussions about this algorithm, including the influen ce of parameter to algorithm and optimizing parameter. Some rule is gained. 展开更多
关键词 genetic algorithm optimizing parameter position ing bricks
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Improved Disk Scheduling Algorithms Based on Rotational Position
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作者 胡鸣 《Journal of Shanghai University(English Edition)》 CAS 2005年第5期411-414,共4页
As increase of disk access speed has far lagged the speed of processors and main memory, disk-scheduling performance, although less significant for personal users with dedicated storage, is crucial for internet-based ... As increase of disk access speed has far lagged the speed of processors and main memory, disk-scheduling performance, although less significant for personal users with dedicated storage, is crucial for internet-based intensive data processing. For modern disks, increase of disk rotation rate makes overhead of disk access to data transfer heavier. Therefore, it seems more important to improve both parallel processing capability of disk I/O and disk-scheduling performance at the same time. For disk-scheduling algorithms based on both disk arm and rotational positions, their time-resolving powers are more precise in comparison with those for disk-scheduling algorithms based only on disk arm position. Algorithms of this sort are studied in this paper. Several improved algorithms based on rotational position are proposed, and simulation results of their performances demonstrate. 展开更多
关键词 disk scheduling algorithms disk arm position rotational position.
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New Distributed Positioning Algorithm Based on Centroid of Circular Belt for Wireless Sensor Networks
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作者 Xu-Zhi Lai Simon X. Yang +2 位作者 Gui-Xiu Zeng Jin-Hua She Min Wu 《International Journal of Automation and computing》 EI 2007年第3期315-324,共10页
This paper presents a new distributed positioning algorithm for unknown nodes in a wireless sensor network. The algorithm is based exclusively on connectivity. First, assuming that the positions of the anchor nodes ar... This paper presents a new distributed positioning algorithm for unknown nodes in a wireless sensor network. The algorithm is based exclusively on connectivity. First, assuming that the positions of the anchor nodes are already known, a circular belt containing an unknown node is obtained using information about the anchor nodes that are in radio range of the unknown node, based on the geometric relationships and communication constraints among the unknown node and the anchor nodes. Then, the centroid of the circular belt is taken to be the estimated position of the unknown node. Since the algorithm is very simple and since the only communication needed is between the anchor nodes and the unknown node, the communication and computational loads are very small. Furthermore, the algorithm is robust because neither the failure of old unknown nodes nor the addition of new unknown nodes influences the positioning of unknown nodes to be located. A theoretical analysis and simulation results show that the algorithm does not produce any cumulative error and is insensitive to range error, and that a change in the number of sensor nodes does not affect the communication or computational load. These features make this algorithm suitable for all sizes of low-power wireless sensor networks. 展开更多
关键词 positIONING wireless sensor networks circular belt algorithm performance.
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Coordinate correction algorithm for WLAN indoor positioning
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作者 孙永亮 徐玉滨 +1 位作者 马琳 韩军义 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第2期67-70,共4页
In the fingerprint matching-based wireless local area network(WLAN) indoor positioning system,Kalman filter(KF) is usually applied after fingerprint matching algorithms to make positioning results more accurate and co... In the fingerprint matching-based wireless local area network(WLAN) indoor positioning system,Kalman filter(KF) is usually applied after fingerprint matching algorithms to make positioning results more accurate and consecutive.But this method,like most methods in WLAN indoor positioning field,fails to consider and make use of users' moving speed information.In order to make the positioning results more accurate through using the users' moving speed information,a coordinate correction algorithm(CCA) is proposed in this paper.It predicts a reasonable range for positioning coordinates by using the moving speed information.If the real positioning coordinates are not in the predicted range,it means that the positioning coordinates are not reasonable to a moving user in indoor environment,so the proposed CCA is used to correct this kind of positioning coordinates.The simulation results prove that the positioning results by the CCA are more accurate than those calculated by the KF and the CCA is effective to improve the positioning performance. 展开更多
关键词 indoor positioning fingerprint matching Kalman filter coordinate correction algorithm
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依托信号注入的PMSM转子位置测量与估计方法的特征分析
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作者 付兴贺 王新元 刘承军 《电工技术学报》 北大核心 2026年第2期457-474,共18页
该文以需要信号注入的永磁同步电机(PMSM)转子位置测量和估计方法为对象,根据系统辨识理论,从物理载体、解算手段和辨识结果3个层面分析了测量和估计两类方法获取转子位置的本质特征、内在联系与区别,进而指出了获取转子位置过程的关键... 该文以需要信号注入的永磁同步电机(PMSM)转子位置测量和估计方法为对象,根据系统辨识理论,从物理载体、解算手段和辨识结果3个层面分析了测量和估计两类方法获取转子位置的本质特征、内在联系与区别,进而指出了获取转子位置过程的关键步骤:响应测量和位置解算。指明了在转子位置估计过程中PMSM同时发挥作动与测量作用,建立了闭环负反馈下位置解算方法的统一框架便于深入理解信息处理机制,分析了转子位置辨识结果的影响因素和有待发展的关键技术,最后阐明了PMSM转子位置估计方法中隐含着感应同步器和旋转变压器的位置测量技术。 展开更多
关键词 永磁同步电机 转子位置 解调算法 感应同步器 旋转变压器
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永磁同步直线电机位置滑模控制策略综述
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作者 李忠群 孙健聪 +3 位作者 沈群利 范海璐 欧阳芷楠 吴文镜 《制造技术与机床》 北大核心 2026年第3期117-128,共12页
永磁同步直线电机(permanent magnet linear synchronous motor,PMLSM)凭借直接将电能转化为直线运动、无机械传动结构的特性,在高端装备制造中应用广泛。然而,传统矢量控制存在动态响应和稳态精度不足的问题,难以满足复杂工况下的高性... 永磁同步直线电机(permanent magnet linear synchronous motor,PMLSM)凭借直接将电能转化为直线运动、无机械传动结构的特性,在高端装备制造中应用广泛。然而,传统矢量控制存在动态响应和稳态精度不足的问题,难以满足复杂工况下的高性能位置控制需求。滑模控制作为一种强鲁棒性的非线性控制方法,可有效抑制PMLSM系统中的参数摄动、摩擦扰动和负载突变等非线性因素影响。考虑PMLSM多变量、强耦合和受非线性因素影响大的特点,对PMLSM位置滑模控制策略展开综述,分析其核心原理与实现机制,探讨不同滑模控制方法的特性与进展,为提升PMLSM位置控制精度和鲁棒性提供理论参考,助推其在高端装备制造等领域的进一步应用与发展。 展开更多
关键词 直线电机 滑模控制 位置控制 智能算法 超螺旋算法
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汽车车轮姿态并联式测量系统结构参数优化
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作者 赵新通 徐庆澳 +2 位作者 刘欣宇 李想 宋存龙 《哈尔滨理工大学学报》 北大核心 2026年第1期95-102,共8页
随着现代汽车技术的进步,确保车轮姿态的精确测量和控制已成为提升车辆安全性和操控性能的关键因素。针对这一需求,提出了基于拉线传感器的汽车车轮姿态并联式测量结构,该结构采用6个拉线传感器构建六自由度并联平台,可精确测量车轮的... 随着现代汽车技术的进步,确保车轮姿态的精确测量和控制已成为提升车辆安全性和操控性能的关键因素。针对这一需求,提出了基于拉线传感器的汽车车轮姿态并联式测量结构,该结构采用6个拉线传感器构建六自由度并联平台,可精确测量车轮的位置和姿态。首先,建立运动学模型,验证其可行性;然后,以条件数为全局误差敏感度的评价指标,结合约束条件建立适应度函数,并利用遗传优化算法对适应度函数寻优,确定测量结构中拉线传感器的最佳布局;最后,通过运动学模型验证了测量结构的可行性。实验结果表明:可通过结构参数优化设计提高测量精度,为汽车车轮姿态测量提供理论依据。 展开更多
关键词 拉线传感器 并联测量 运动学正解 遗传算法 结构优化
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智能变电站四足巡检机器人狭窄通道路径规划
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作者 李颖 王维权 +2 位作者 朱宇翔 张良 张宏 《沈阳工业大学学报》 北大核心 2026年第2期37-43,共7页
【目的】智能变电站内部环境复杂,狭窄通道形状各异、尺寸不一,狭窄通道的复杂性和不确定性使机器人在通过时需要频繁调整位姿,增加了路径规划的难度。为此,本文提出一种智能变电站四足巡检机器人狭窄通道路径规划方法。【方法】利用四... 【目的】智能变电站内部环境复杂,狭窄通道形状各异、尺寸不一,狭窄通道的复杂性和不确定性使机器人在通过时需要频繁调整位姿,增加了路径规划的难度。为此,本文提出一种智能变电站四足巡检机器人狭窄通道路径规划方法。【方法】利用四足巡检机器人内部的传感器对自身状态进行估计,并结合外部传感器实现对周边环境的感知和定位。通过概率定位原理模型,结合激光雷达观测结果和里程预测结果获取机器人在智能变电站内的位姿估计值。根据估计出的机器人位姿结果,将地图的建立问题转化为地图的极大似然估计问题,利用SLAM技术处理数据并估计机器人位姿、构建栅格地图及更新栅格状态。在完成栅格地图建立后,采用概率路标算法规划巡检路径,将高斯采样器作为路标点采样工具,在栅格地图中随机选择一个点,并沿着一个随机方向采集一个与该点相距的点。若采集点位于空白栅格,则将其视为采集到的路标点。利用高斯采样器采集大量样本点,这些样本点分布在障碍物的周围。本文通过学习过程确定环境内障碍物的数量以及轮廓,确定起点和终点,设定采样节点数量和概率路标集合。根据起点和终点对概率路标集合进行初始化,并对栅格地图空间实施采样,生成新的采样点。根据概率路标算法获取规划的巡检路径点集,设定起点和终点,建立路径优化点集。将路径起点作为测试点,逐一对路径上的路标点集进行测试。若测试点与某点无法连接,则认定该点为转折点,将其存放在优化点集中,并将该路标点作为新的测试点,逐个向后测试,直至测试至终点。完成所有测试后,将优化点集中的路标点逐个连接,形成完整的四足巡检机器人巡检规划路径,从而减少机器人在巡检过程中的位姿方向转换,确保在不碰撞障碍物的前提下完成巡检。【结果】实验结果表明,采用该方法进行变电站狭窄通道路径规划时,取样节点数量少于52个、路径成本均值在87 m以下。【结论】验证本文方法具有较好的规划效果和优越的性能。 展开更多
关键词 智能变电站 四足巡检机器人 狭窄通道路 路径规划算法 SLAM技术 栅格地图 同步定位 概率路标算法
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MPC模糊预测理论协同地铁弓网参数测量与优化方法
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作者 欧志新 郁明 《甘肃高师学报》 2026年第1期53-60,共8页
由于地铁受电弓—接触线系统受电力列车运行速度限制,采用高空刚性架设接触供电方式.接触网实时参数测量和整定过程中,主要取决精密仪器结构状态与测量参数误差校正.传统的测量仪器采用激光相机与传感器组合方式,其数据传输整定慢、计... 由于地铁受电弓—接触线系统受电力列车运行速度限制,采用高空刚性架设接触供电方式.接触网实时参数测量和整定过程中,主要取决精密仪器结构状态与测量参数误差校正.传统的测量仪器采用激光相机与传感器组合方式,其数据传输整定慢、计算复杂融合难度大、受地铁隧道环境影响模型辨识度低等缺点.文中提出一种基于模糊理论的MPC(Model Prediction Control,模型预测控制)算法,在实时测量目标点定位和数据优化精度方面,与PID控制策略比较.AME/simulink试验仿真表明,基于模糊理论的MPC预测算法能提高测量仪器定位点位置预测校正,测量点轨迹协同精度提高15%,减少软件计算数据的作业量20%,提高数据处理精准度±10 mm. 展开更多
关键词 地铁弓网系统 模糊预测理论 MPC算法 定位与辨识 AME/SimuLink仿真
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采用ISBOA优化KELM的UWB室内指纹定位方法
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作者 陈静 徐磊 +3 位作者 陈猛 张晓龙 汪含丹 于浩 《导航定位学报》 北大核心 2026年第1期158-168,共11页
针对无线网络室内定位环境中非视距导致的定位精度低的问题,提出一种基于改进的鹭鹰优化算法优化核极限学习机(ISBOA-KELM)的室内超宽带(UWB)指纹定位算法:采用双边双向测距算法(DS-TWR)测量基站与标签间的距离;然后将测距值作为指纹特... 针对无线网络室内定位环境中非视距导致的定位精度低的问题,提出一种基于改进的鹭鹰优化算法优化核极限学习机(ISBOA-KELM)的室内超宽带(UWB)指纹定位算法:采用双边双向测距算法(DS-TWR)测量基站与标签间的距离;然后将测距值作为指纹特征构建指纹库,通过核极限学习机(KELM)建立距离-位置映射模型;最后,使用改进的鹭鹰优化算法(ISBOA)优化模型的C、γ参数,以提升定位精度。实验结果表明,在非视距环境下,ISBOA-KELM指纹定位算法定位精度可达8 cm左右,相较于陈氏(Chan)算法、径向基神经网络(RBFNN)、卷积神经网络(CNN)和核极限学习机,平均定位误差分别降低73.90%、43.14%、54.86%和31.95%,说明所提方法能够显著提升定位精度。 展开更多
关键词 超宽带(UWB) 双边双向测距(DS-TWR) 室内指纹定位 改进的鹭鹰优化算法(ISBOA) 核极限学习机(KELM) 定位精度
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基于测距-定位双阶段优化的RSSI定位算法研究
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作者 雒明世 赵彦博 《计算机技术与发展》 2026年第4期9-15,共7页
针对无线传感器网络中基于接收信号强度指示(Received Signal Strength Indicator,RSSI)定位技术易受环境影响、定位精度较低的问题,提出一种将RSSI定位过程分为测距阶段与定位阶段的双阶段优化方法。测距阶段,改进卡尔曼滤波算法以RSS... 针对无线传感器网络中基于接收信号强度指示(Received Signal Strength Indicator,RSSI)定位技术易受环境影响、定位精度较低的问题,提出一种将RSSI定位过程分为测距阶段与定位阶段的双阶段优化方法。测距阶段,改进卡尔曼滤波算法以RSSI信号均值作为初始状态估计,结合网格遍历搜索优化过程噪声协方差和测量噪声协方差参数,提升卡尔曼滤波算法的适应性和滤波效果,降低测距阶段的误差;定位阶段,使用多策略改进鲸鱼优化的节点位置估计算法求解未知节点位置,进一步提高定位精度。该算法通过K-means聚类初始化策略、精英反向学习策略和随机鲸鱼学习策略,提升原始鲸鱼优化算法的全局搜索能力和收敛速度,进一步提高定位精度。实验结果表明,该双阶段优化方法在定位误差控制方面优于传统的单阶段优化策略,具备更高的定位精度与更强的环境适应能力,并在与其他对比算法的性能比较中展现出明显优势。 展开更多
关键词 无线传感器网络 RSSI 卡尔曼滤波算法 鲸鱼优化算法 定位精度
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动态环境下移动目标激光视觉定位非线性失真补偿
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作者 齐志艺 熊强强 樊鑫 《激光杂志》 北大核心 2026年第3期223-229,共7页
为解决移动目标定位误差大问题,提出一种动态环境下移动目标激光视觉定位非线性失真补偿方法。利用深度学习算法识别环境中的不同区域和目标,动态更新目标的移动范围,依据多个观测点之间的几何关系,精确确定目标的具体位姿。采用卡尔曼... 为解决移动目标定位误差大问题,提出一种动态环境下移动目标激光视觉定位非线性失真补偿方法。利用深度学习算法识别环境中的不同区域和目标,动态更新目标的移动范围,依据多个观测点之间的几何关系,精确确定目标的具体位姿。采用卡尔曼滤波方法对信息数据进行降噪处理,同时利用线性路径衰减模型对降噪后的数据进行合理加权和修正。使用质心算法综合前期处理的目标位姿信息以及降噪后的数据,计算目标区域的质心位置,进而得出补偿后移动目标的准确位置。实验结果表明,所提方法能够准确到达指定的终止点位,平均定位误差低于30 cm,误差波动范围在有效控制区间,能稳定输出精准定位结果。 展开更多
关键词 动态环境 激光视觉定位 非线性失真补偿 深度学习 质心算法
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Key technology of mine underground mobile positioning based on LiDAR and coded sequence pattern 被引量:4
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作者 WANG Zhi WU Li-xin LI Hui-ying 《中国有色金属学会会刊:英文版》 CSCD 2011年第S3期570-576,共7页
Technologies of underground mobile positioning were proposed based on LiDAR data and coded sequence pattern landmarks for mine shafts and tunnels environment to meet the needs of fast and accurate positioning and navi... Technologies of underground mobile positioning were proposed based on LiDAR data and coded sequence pattern landmarks for mine shafts and tunnels environment to meet the needs of fast and accurate positioning and navigation of equipments in the mine underground without satellite navigation signals.A coded sequence pattern was employed for automatic matching of 3D scans.The methods of SIFT feature,Otsu segmentation and fast hough transformation were described for the identification,positioning and interpretation of the coded sequence patterns,respectively.The POSIT model was presented for speeding up computation of the translation and rotation parameters of LiDAR point data,so as to achieve automatic 3D mapping of mine shafts and tunnels.The moving positioning experiment was applied to evaluating the accuracy of proposed pose estimation method from LiDAR scans and coded sequence pattern landmarks acquired in an indoor environment.The performance was evaluated using ground truth data of the indoor setting so as to measure derivations with six degrees of freedom. 展开更多
关键词 LIDAR coded sequence pattern mobile positioning SLAM algorithm posit algorithm
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采用POSIT算法的中餐宴会台面的测距方法 被引量:3
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作者 王粟 朱飞 《现代电子技术》 北大核心 2019年第19期139-143,148,共6页
针对中餐宴会台面人工测量餐具间距离出现的问题,将图像处理和人工智能技术引入台面摆台效果评判中,提出一种POSIT算法求解中餐宴会台面上餐具间距离的方法。首先,利用Hough圆检测算法识别出中餐宴会台面摆台上的餐碟、汤碟、味碟、水... 针对中餐宴会台面人工测量餐具间距离出现的问题,将图像处理和人工智能技术引入台面摆台效果评判中,提出一种POSIT算法求解中餐宴会台面上餐具间距离的方法。首先,利用Hough圆检测算法识别出中餐宴会台面摆台上的餐碟、汤碟、味碟、水杯、葡萄酒杯和白酒杯上的圆,通过K-means聚类算法对中餐宴会客人人数和餐桌中心花瓶进行聚类;其次,在设计的黑白标定板中选取4个共面点,利用共面POSIT算法估算相机在目标坐标系下的旋转矩阵和平移向量,根据摄像机模型得出聚类标号为10上各餐具间的实际距离。实验结果表明,与人工测量相比,该方法测量精度高、稳定性良好。 展开更多
关键词 测距方法 餐具间距求解 posit算法 图像处理 HOUGH变换 K-MEANS聚类
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AUV集群协同定位技术研究进展
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作者 孙铜 徐卫明 《兵器装备工程学报》 北大核心 2026年第1期353-362,共10页
自主式水下航行器(AUV)集群在海洋探测、应急搜救等任务中应用潜力巨大,高精度协同定位是确保其任务效能的基本前提。本文中详细阐述AUV集群协同定位的基本原理,推导了求解AUV集群协同定位的数学模型;深入探讨协同定位的关键技术,涵盖... 自主式水下航行器(AUV)集群在海洋探测、应急搜救等任务中应用潜力巨大,高精度协同定位是确保其任务效能的基本前提。本文中详细阐述AUV集群协同定位的基本原理,推导了求解AUV集群协同定位的数学模型;深入探讨协同定位的关键技术,涵盖集群组网结构、协同定位方式、传感器融合与水声通信技术等,解析了以上技术在保障AUV集群定位精度与鲁棒性中的作用;结合人工智能技术在AUV集群协同定位中的应用,归纳总结了水下AUV集群协同定位算法的最新进展;针对AUV集群水下协同定位面临的动态环境适应性、多模态异构数据感知融合和算法轻量化挑战,分析了增强协同定位精度、算法鲁棒性和海洋环境适应性的可行技术方案,为AUV集群协同定位技术提供新的思路和方向。 展开更多
关键词 AUV集群 协同定位 人工智能 定位算法
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