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A new real-time algorithm for off-road terrain estimation using laser data 被引量:2
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作者 QIU Quan YANG TangWen HAN JianDa 《Science in China(Series F)》 2009年第9期1658-1667,共10页
Gaussian mixture algorithm (GMA) is an effective approach for off-road terrain estimation, but still suffers from some difficulties in practical applications, such as complex calculation and object abstraction. In t... Gaussian mixture algorithm (GMA) is an effective approach for off-road terrain estimation, but still suffers from some difficulties in practical applications, such as complex calculation and object abstraction. In this paper, GMA is modified to improve its real-time performance and to provide it with a potential ability of obstacle detection. First, a selection window is designed based on the dominant-ellipse-principle to limit the probability distribution area of each measurement point, therefore avoiding the calculation on the cells outside the dominant ellipse. Second, a clustering approach is proposed in order to distinguish objects efficiently and decrease the operation area of one laser scan. Third, a virtual point vector is introduced to further reduce the computational load of the mean square error matrix. The modified GMA is experimented on a tracked mobile robot, and its improved performance is shown in comparison to the original GMA. 展开更多
关键词 REAL-TIME OFF-ROAD terrain estimation laser data
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刀具标识中Data Matrix的编码和解码技术研究 被引量:4
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作者 席卫东 何卫平 +1 位作者 雷蕾 张维 《计算机工程与设计》 CSCD 北大核心 2008年第15期4013-4016,共4页
为了提高数控车间刀具库存管理和生产过程追踪中信息采集的准确性和实时性,提出了一种刀具信息自动采集方案并加以实现。基于Data Matrix编码原理将刀具信息转换成机读二维码,使用激光标刻技术在刀具表面实现该二维码的直接标刻,然后对... 为了提高数控车间刀具库存管理和生产过程追踪中信息采集的准确性和实时性,提出了一种刀具信息自动采集方案并加以实现。基于Data Matrix编码原理将刀具信息转换成机读二维码,使用激光标刻技术在刀具表面实现该二维码的直接标刻,然后对其进行扫描并对图像进行倾斜校正,最后通过Reed-Solomon算法对识读结果进行纠错,实现了刀具信息自动采集的准确性和实时性。 展开更多
关键词 数据矩阵码 激光标刻 里德-索罗门码 刀具信息采集 刀具追踪
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Generation of 3D Virtual Geographic Environment Based on Laser Scanning Technique 被引量:1
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作者 DUJie CHENXiaoyong FumioYamazaki 《Geo-Spatial Information Science》 2003年第3期37-42,共6页
This paper demonstrates an experiment on the generation of 3D virtual geographic environment on the basis of experimental flight laser scanning data by a set of algorithms and methods that were developed to automatica... This paper demonstrates an experiment on the generation of 3D virtual geographic environment on the basis of experimental flight laser scanning data by a set of algorithms and methods that were developed to automatically interpret range images for extracting geo-spatial features and then to reconstruct geo-objects. The algorithms and methods for the interpretation and modeling of laser scanner data include triangulated-irregular-network (TIN)-based range image interpolation; mathematical-morphology (MM)-based range image filtering, feature extraction and range image segmentation, feature generalization and optimization, 3D objects reconstruction and modeling; computer-graphics (CG)-based visualization and animation of geographic virtual reality environment. 展开更多
关键词 laser scanning data virtual geographic environment (VGE) urban disaster
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The progress of laser ranging technology at Shanghai Astronomical Observatory 被引量:1
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作者 Zhibo Wu Haifeng Zhang +4 位作者 Huarong Deng Mingliang Long Zhien Cheng Zhongping Zhang Wendong Meng 《Geodesy and Geodynamics》 2019年第6期492-498,共7页
As an important station of International Laser Ranging Service(ILRS),Shanghai Astronomical Observatory(SHAO)has upgraded Satellite Laser Ranging(SLR)system with high repetition rate and achieved some technological pro... As an important station of International Laser Ranging Service(ILRS),Shanghai Astronomical Observatory(SHAO)has upgraded Satellite Laser Ranging(SLR)system with high repetition rate and achieved some technological progress,There are a lot of improvements for overall system performance,such as annual observation passes,measurement precision and quality of observation data.SLR technology with repetition rate of 10 kHz is accomplished firstly in China,and space debris laser ranging technology with200 Hz laser is promoted and proved to be more detective for weak echo,which lead to successful measurement for 40,000 km satellites and space debris within 3000 km.At the same time,SLR based on multi-telescopes and 1064 nm wavelength are planned to make a breakthrough of detection capabilities,and also to expand its application fields.These progresses will be introduced in this paper in detail. 展开更多
关键词 Satellite laser RANGING Detection CAPABILITY data quality Space DEBRIS
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A new approach to retrieve leaf normal distribution using terrestrial laser scanners 被引量:2
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作者 Shengye Jin Masayuki Tamura Junichi Susaki 《Journal of Forestry Research》 SCIE CAS CSCD 2016年第3期631-638,共8页
Leaf normal distribution is an important structural characteristic of the forest canopy. Although terrestrial laser scanners(TLS) have potential for estimating canopy structural parameters, distinguishing between le... Leaf normal distribution is an important structural characteristic of the forest canopy. Although terrestrial laser scanners(TLS) have potential for estimating canopy structural parameters, distinguishing between leaves and nonphotosynthetic structures to retrieve the leaf normal has been challenging. We used here an approach to accurately retrieve the leaf normals of camphorwood(Cinnamomum camphora) using TLS point cloud data.First, nonphotosynthetic structures were filtered by using the curvature threshold of each point. Then, the point cloud data were segmented by a voxel method and clustered by a Gaussian mixture model in each voxel. Finally, the normal vector of each cluster was computed by principal component analysis to obtain the leaf normal distribution. We collected leaf inclination angles and estimated the distribution, which we compared with the retrieved leaf normal distribution. The correlation coefficient between measurements and obtained results was 0.96, indicating a good coincidence. 展开更多
关键词 Leaf normal distribution Leaf inclinationangle Terrestrial laser scanner Point cloud data Curvature - Clustering
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Data Fusion and Sensors Model
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作者 金峰 《High Technology Letters》 EI CAS 2000年第1期20-23,共4页
In this paper, we take the model of Laser range finder based on synchronized scanner as example, show how to use data fusion method in the process of sensor model designing to get more robust output. Also we provide o... In this paper, we take the model of Laser range finder based on synchronized scanner as example, show how to use data fusion method in the process of sensor model designing to get more robust output. Also we provide our idea on the relation of sensor model, data fusion and system structure, and in the paper, there is a solution that transform the parameter space to get linear model for Kalman filter. 展开更多
关键词 Sensor MODEL data FUSION laser RANGE FINDER based on synchronized SCANNER linear
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Algorithm for Multi-laser-target Tracking Based on Clustering Fusion
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作者 张立群 李言俊 张科 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第1期28-32,共5页
Multi-laser-target tracking is an important subject in the field of signal processing of laser warners. A clustering method is applied to the measurement of laser warner, and the space-time fusion for measurements in ... Multi-laser-target tracking is an important subject in the field of signal processing of laser warners. A clustering method is applied to the measurement of laser warner, and the space-time fusion for measurements in the same cluster is accomplished. Real-time tracking of multi-laser-target and real-time picking of multi-laser-signal are introduced using data fusion of the measurements. A prototype device of the algorithm is built up. The results of experiments show that the algorithm is very effective. 展开更多
关键词 激光报警器 多目标跟踪 算法 聚类融合 信息处理
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Data Processing and Acquisition System for the HT-7 Multipulse Thomson Scattering Diagnostic
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作者 陈卓天 赵君煜 +2 位作者 方自深 李亚东 杨利 《Plasma Science and Technology》 SCIE EI CAS CSCD 2003年第4期1867-1872,共6页
This article describes the data processing and acquisition system for the HT-7 mul-tipulse Thomson scattering diagnostic. An eight-pulse laser is used in the Thomson scattering system to obtain electron temperature pr... This article describes the data processing and acquisition system for the HT-7 mul-tipulse Thomson scattering diagnostic. An eight-pulse laser is used in the Thomson scattering system to obtain electron temperature profiles at eight different times throughout an entire plasma discharge. The major components of the diagnostic system consist of a multipulse Nd-glass laser, a photodetector's subsystem, a calibration set and a CAMAC data processing and acquisition system. The data processing software along with LeCroy 2250L will perform the data acquisition. In order to simplify the operation and extend the capability of its compatibility with other math softwares, the processing software has been improved by the authors. The new software based on the VC++ easily utilizes some math softwares to calculate the electron temperature. The new software is simpler and more operational than the old one. 展开更多
关键词 laser Thomson scattering diagnostic electron temperature data acquisition
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基于深度学习方法的阵列激光波形特征识别
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作者 黄建军 彭雪梅 《激光杂志》 北大核心 2025年第5期239-244,共6页
传统方法无法有效捕捉复杂或细微的特征,导致特征识别的准确性不高。针对上述问题,提出一种基于深度学习方法的阵列激光波形特征识别方法。采集阵列激光波形数据并实施预处理。利用经验模态分解(EMD)方法对这些数据进行分解,以提取固有... 传统方法无法有效捕捉复杂或细微的特征,导致特征识别的准确性不高。针对上述问题,提出一种基于深度学习方法的阵列激光波形特征识别方法。采集阵列激光波形数据并实施预处理。利用经验模态分解(EMD)方法对这些数据进行分解,以提取固有模态函数(IMF)的波形能量矩。将这些IMF的波形能量矩输入到深度学习中的概率神经网络(PNN)模型中,以实现阵列激光波形的特征识别。实验结果表明:所提出的方法在3次交叉验证中的特异性表现优于其他对比方法,这充分说明了所提出的方法在特征识别任务中具有更高的准确性。 展开更多
关键词 深度学习方法 阵列激光 波形数据 PNN 特征识别
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Application Research on Space Laser Communication in Bistatic Radar System
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作者 李晓萍 韩绍坤 郝小宁 《Journal of Beijing Institute of Technology》 EI CAS 2003年第1期19-22,共4页
There exist three synchronizing problems in the bistatic radar system that some signals of the radar receiver must be synchronized with those of the radar transmitter. Several methods realizing data transmission, whic... There exist three synchronizing problems in the bistatic radar system that some signals of the radar receiver must be synchronized with those of the radar transmitter. Several methods realizing data transmission, which are used to complete the synchronization existing in the bistatic radar system, are described. Then a new idea is brought forward that employs space laser communication in the bistatic radar system to realize its data transmission. The theoretic analysis of the idea's usability and its merits are discussed in details. Finally the latest development of space laser communication is introduced, and the utility of the idea is pointed out further. 展开更多
关键词 space laser communication bistatic radar system data transmission channel data transmission trigger pulse radio frequency
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Multi-view ladar data registration in obscure environment
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作者 Mingbo Zhao Jun He +1 位作者 Wei Qiu Qiang Fu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第4期606-616,共11页
Multi-view laser radar (ladar) data registration in obscure environments is an important research field of obscured target detection from air to ground. There are few overlap regions of the observational data in dif... Multi-view laser radar (ladar) data registration in obscure environments is an important research field of obscured target detection from air to ground. There are few overlap regions of the observational data in different views because of the occluder, so the multi-view data registration is rather difficult. Through indepth analyses of the typical methods and problems, it is obtained that the sequence registration is more appropriate, but needs to improve the registration accuracy. On this basis, a multi-view data registration algorithm based on aggregating the adjacent frames, which are already registered, is proposed. It increases the overlap region between the pending registration frames by aggregation and further improves the registration accuracy. The experiment results show that the proposed algorithm can effectively register the multi-view ladar data in the obscure environment, and it also has a greater robustness and a higher registration accuracy compared with the sequence registration under the condition of equivalent operating efficiency. 展开更多
关键词 laser radar (ladar) multi-view data registration iterative closest point obscured target point cloud data.
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紫外-荧光特征级融合结合CARS-BO-LSSVM的水质COD检测方法 被引量:1
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作者 郑培超 李成林 +5 位作者 王金梅 杨琴 曾金锐 吕强 阮伟 何浩楠 《中国测试》 北大核心 2025年第4期91-99,共9页
化学需氧量(COD)是表征水体中有机物含量的重要指标。使用基于不同光谱法的算法模型可以实现地表水COD的快速准确检测,针对紫外吸收光谱法和激光诱导荧光光谱法在测量精度上的不足,提出基于紫外-荧光特征级融合的光谱检测方法。将采集... 化学需氧量(COD)是表征水体中有机物含量的重要指标。使用基于不同光谱法的算法模型可以实现地表水COD的快速准确检测,针对紫外吸收光谱法和激光诱导荧光光谱法在测量精度上的不足,提出基于紫外-荧光特征级融合的光谱检测方法。将采集的实际水样经标准化学法得到COD理化值,以氘卤灯作为紫外-可见光源和以405 nm单波长半导体激光器作为激发光源,采用自主搭建的光谱系统采集水样的紫外吸收光谱和荧光发射光谱。选择Savitzky-Golay滤波对光谱去噪平滑,由竞争性自适应重加权采样(CARS)对光谱进行特征提取,并与主成分分析、连续投影算法对比,以贝叶斯优化的最小二乘支持向量(BO-LSSVM)算法作为建模方法,分别建立基于紫外吸收光谱法、激光诱导荧光光谱法和紫外-荧光特征级融合法的预测模型。结果表明:采用紫外-荧光特征级融合法的预测模型性能优于单一光谱法,提出的基于紫外-荧光特征级融合结合CARS-BO-LSSVM模型在噪声容限和预测精度方面优于其他模型,训练集R2为0.9371、RMSE为0.2726 mg·L^(–1)、MRE为9.99%,测试集R2为0.9377、RMSE为0.2578 mg·L^(–1)、MRE为7.68%。该方法对水质光谱的非线性分析具有良好的泛化性和鲁棒性,可为水质COD的快速检测提供可靠的参考价值和研究思路。 展开更多
关键词 化学需氧量 激光诱导荧光 特征级数据融合 竞争性自适应重加权采样
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应用多变量时间序列演化分析运动激光捕捉数据关键帧自提取
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作者 闫多多 《激光杂志》 北大核心 2025年第5期212-216,共5页
在运动激光捕捉数据关键帧提取过程中,变量之间的动态变化规律容易被忽略,导致提取的关键帧无法完全反映目标的动态特性。针对这一情况,提出应用多变量时间序列演化分析运动激光数据关键帧自提取。通过对激光捕捉数据进行简单预处理和... 在运动激光捕捉数据关键帧提取过程中,变量之间的动态变化规律容易被忽略,导致提取的关键帧无法完全反映目标的动态特性。针对这一情况,提出应用多变量时间序列演化分析运动激光数据关键帧自提取。通过对激光捕捉数据进行简单预处理和特征解析,构建多维时间序列演化模型,设定合适的阈值和条件,确定多变量时间序列中的结构特征变化点。该变化点的位置与关键帧索引相对应,结合原始时间序列的首尾帧,实现对关键帧的自动提取。实验结果表明:面对不同复杂程度的运动激光捕捉数据,提出的运动激光捕捉数据关键帧自提取方法能够提取更准确的关键帧,帧间距离误差小,整体概括性更强。 展开更多
关键词 多变量时间序列 演化分析 激光捕捉数据 关键帧 自提取
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基于激光惯性的河蟹养殖船定位方法设计
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作者 秦云 章学军 王东亮 《渔业现代化》 北大核心 2025年第4期121-131,共11页
光伏河蟹养殖池塘环境中,受到太阳能电池板遮挡,致使无人作业船卫星定位系统的精度过低。提出一种基于激光惯性的无人作业船定位方法。首先,对雷达点云数据进行预处理,滤除扰动,降低规模,有效提升了数据的准确性;其次,改进Hector-Slam... 光伏河蟹养殖池塘环境中,受到太阳能电池板遮挡,致使无人作业船卫星定位系统的精度过低。提出一种基于激光惯性的无人作业船定位方法。首先,对雷达点云数据进行预处理,滤除扰动,降低规模,有效提升了数据的准确性;其次,改进Hector-Slam的定位流程,采用非线性拟合确定障碍物中心,再利用高斯虚化对障碍物中心进行虚化处理,实现地图连续化。同时,采用梯度下降法进行地图匹配,定位结果的抖动明显改善,精度明显提升;最后,采用卡尔曼滤波器对雷达位姿与IMU位姿进行融合,得到更加精确的位姿信息。经样机试验,采用激光惯性融合定位方法得到的定位偏差均值,相比Hector算法定位缩小了46%。研究结果表明,该激光惯性融合定位方法,能代替卫星定位,满足实际生产需求。 展开更多
关键词 无人作业船 导航定位 2D激光SLAM 数据融合 卡尔曼滤波 河蟹养殖
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将行星数据分析融入机器学习教学:理论与实践
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作者 张立 刘芳 +1 位作者 吕英波 韩凉 《高教学刊》 2025年第13期5-8,共4页
为增强学生在机器学习课程学习过程中的积极性与实践能力,该研究深入探讨将行星数据中的火星LIBS数据与行星遥感影像识别撞击坑等科研项目融入课程的教学方法。通过设计一种综合的教学方案,结合实际行星科学研究的数据处理和机器学习技... 为增强学生在机器学习课程学习过程中的积极性与实践能力,该研究深入探讨将行星数据中的火星LIBS数据与行星遥感影像识别撞击坑等科研项目融入课程的教学方法。通过设计一种综合的教学方案,结合实际行星科学研究的数据处理和机器学习技术,旨在促进学生在科学与技术交叉领域的学习和应用。该文还包括课程内容设计、教学方法、教学效果与评估等方面的详细阐述,以及在这一交叉学科教育方法的实施过程中两个典型案例的分析与总结。 展开更多
关键词 机器学习 行星数据 激光诱导击穿光谱技术 遥感 撞击坑
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结合站式及手持三维激光扫描仪的侵蚀沟形态参数提取
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作者 李继峰 王飞翔 +3 位作者 余磊 傅学庆 郑东博 李帅 《中国水土保持科学》 北大核心 2025年第2期210-219,共10页
准确测量及精确表达侵蚀沟形态是科学评价其发育特征的关键,数字高程模型(DEM)是表达侵蚀沟形态的主要数据模型。利用站式及手持三维激光扫描仪对内蒙古自治区锡林郭勒盟地区的侵蚀沟细部及其所在小流域进行测量,将小流域点云数据和侵... 准确测量及精确表达侵蚀沟形态是科学评价其发育特征的关键,数字高程模型(DEM)是表达侵蚀沟形态的主要数据模型。利用站式及手持三维激光扫描仪对内蒙古自治区锡林郭勒盟地区的侵蚀沟细部及其所在小流域进行测量,将小流域点云数据和侵蚀沟细部点云数据进行拼接,对比不同空间插值方法及不同空间分辨率DEM的精度,评价不同DEM提取的小流域地形特征参数、侵蚀沟形态参数及地形临界模型参数。结果表明:1)结合站式及手持三维激光扫描仪的点云数据可弥补单一设备采集数据的不足,有效表达侵蚀沟小流域地形及侵蚀沟形态特征;2)针对低缓丘陵区,随DEM分辨率提高,样条函数插值法可获取更高精度的DEM数据;3)对于小流域尺度的侵蚀沟研究,DEM空间分辨率达到0.5 m时,提取的地形因子及侵蚀沟形态参数趋于稳定且与实测侵蚀沟形态参数较为接近;4)根据地形临界模型拟合参数,0.5和1 m分辨率DEM评价地形因子对侵蚀沟影响程度的结果接近,DEM分辨率的提高会增强地形因子对侵蚀沟影响的评价。因此,在较小尺度侵蚀沟研究中,应充分考虑DEM插值方法及分辨率对侵蚀沟形态参数的影响。 展开更多
关键词 三维激光扫描 点云数据 数字高程模型 空间分辨率 侵蚀沟
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基于三维点云的桥梁预制钢箱梁制造质量评估
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作者 吴志刚 徐畅 +2 位作者 殷亮 车平 熊文 《重庆交通大学学报(自然科学版)》 北大核心 2025年第9期26-33,58,共9页
钢结构相比混凝土结构具有强度高、施工周期短、低碳环保等优势,因而在大型桥梁等基础设施项目中得到日益广泛的应用。为确保结构性能,需在安装前对钢构件的制造质量进行精准评估。然而,现阶段此类检测仍高度依赖人工操作,存在场地占用... 钢结构相比混凝土结构具有强度高、施工周期短、低碳环保等优势,因而在大型桥梁等基础设施项目中得到日益广泛的应用。为确保结构性能,需在安装前对钢构件的制造质量进行精准评估。然而,现阶段此类检测仍高度依赖人工操作,存在场地占用大、检测效率低等问题。采用三维激光扫描技术,基于高精度三维点云模型开展预制构件制造质量的检测与评估研究。首先,针对预制梁场的复杂环境,提出了三维激光扫描测站选位的优化原则及现场实施方法;随后,对采集的点云数据进行配准、去噪和下采样等预处理操作,以提升数据质量和处理效率;最后,基于Alpha Shape算法、随机抽样一致性算法和主成分分析算法,提出了空间几何尺寸和表面平整度的自动检测与评估方法。该方法在“深中通道”工程中标准钢箱梁上成功应用,结果表明:三维激光扫描和三维点云模型可以为预制构件制造质量的评估提供有力支撑,所提出的检测方法具有自动化程度好、效率高、结果可视化等优势,能够有效辅助检测人员开展预制构件的制造质量控制与管理工作。 展开更多
关键词 桥梁工程 制造质量评估 预制构件 三维激光扫描 点云数据 钢箱梁
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三维激光扫描在地铁结构病害治理及变形监测中的应用分析
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作者 杨鑫 潘妍靓 +1 位作者 陈慧建 潘东峰 《测绘与空间地理信息》 2025年第9期175-177,共3页
运用三维激光扫描技术对地铁隧道结构进行三维建模,精准地识别了病害的位置,并实现了不规则病害的深度和面积的精确测量。通过不同时期的地铁结构三维模型建立和比对,可分析收敛变形和病害发展的趋势,为地铁结构病害治理和安全监管提供... 运用三维激光扫描技术对地铁隧道结构进行三维建模,精准地识别了病害的位置,并实现了不规则病害的深度和面积的精确测量。通过不同时期的地铁结构三维模型建立和比对,可分析收敛变形和病害发展的趋势,为地铁结构病害治理和安全监管提供数据依据和技术支撑。 展开更多
关键词 地铁结构 三维激光扫描 数据处理 病害治理 变形监测
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美海军利用人工智能技术提高激光武器自动化反无人机能力
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作者 伍尚慧 《电光系统》 2025年第1期1-5,共5页
定向能武器已成为反无人机的新选项,高能激光武器系统具有低成本、快速反应的优势,但手动操作难以应对复杂环境。2025年2月,美国海军研究院与多家机构合作,利用人工智能技术开发和验证了激光武器自动化跟踪和瞄准方法,有效提高其在复杂... 定向能武器已成为反无人机的新选项,高能激光武器系统具有低成本、快速反应的优势,但手动操作难以应对复杂环境。2025年2月,美国海军研究院与多家机构合作,利用人工智能技术开发和验证了激光武器自动化跟踪和瞄准方法,有效提高其在复杂作战环境中的反应速度和精度。该技术的开发旨在解决传统激光武器应对无人机群时的技术瓶颈,或将重塑未来战场防御模式。 展开更多
关键词 人工智能 激光武器 数据集 卷积神经网络技术 深度学习
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ACQUIREMENT AND COMPUTER PROCESSING OF 3-D SURFACE SHAPE DATA
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作者 Shi Jinfa Liang Xichang( Vehicle Engineering College, Chongqing University Beijing Iusitute of Technology) 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 1996年第3期199-204,共1页
The laser scanning and CCD image-transmitting measurement method and principle on acquiring 3-D curved surface shape data are discussed. Computer processing technique of 3-D curved surface shape(be called“ 3 - D surf... The laser scanning and CCD image-transmitting measurement method and principle on acquiring 3-D curved surface shape data are discussed. Computer processing technique of 3-D curved surface shape(be called“ 3 - D surface shape”for short) data is analysed. This technique in- cludes these concrete methods and principles such as data smoothing, fitting, reconstructing ,elimi- nating and so on. The example and result about computer processing of 3- D surface shape data are given . 展开更多
关键词 laser scanning CCD image-transmitting 3-D surface shape data Processing
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