浏览全部资源
扫码关注微信
1.长春理工大学 光电工程学院,吉林 长春 130022
2.长春理工大学 电子信息工程学院,吉林 长春 130022
3.长春理工大学 国家纳米操纵与制造国际联合研究中心,吉林 长春 130022
[ "王锐 (1993-),男,吉林长春人,博士研究生,2016年于长春理工大学获得学士学位,主要从事智能仪器系统、光电检测方向的研究。E-mail:wangrui1240@163.com" ]
徐熙平 (1969-),男,吉林长春人,博士,教授,博士生导师,1993,1999,2004年于长春理工大学分别获得学士、硕士以及博士学位,主要从事智能仪器系统、光电检测等的研究。E-mail:xxp@cust.edu.cn XU Xi-ping, E-mail: xxp@cust.edu.cn
收稿日期:2019-10-10,
修回日期:2019-12-10,
录用日期:2019-12-10,
纸质出版日期:2020-04-15
移动端阅览
王锐, 常锴, 符国浩, 等. 单线激光雷达与GNSS/INS的空间重构[J]. 光学 精密工程, 2020,28(4):851-858.
Rui WANG, Kai CHANG, Guo-hao FU, et al. Space reconstruction using single-line LIDAR and GNSS/INS fused data[J]. Optics and precision engineering, 2020, 28(4): 851-858.
王锐, 常锴, 符国浩, 等. 单线激光雷达与GNSS/INS的空间重构[J]. 光学 精密工程, 2020,28(4):851-858. DOI: 10.3788/OPE.20202804.0851.
Rui WANG, Kai CHANG, Guo-hao FU, et al. Space reconstruction using single-line LIDAR and GNSS/INS fused data[J]. Optics and precision engineering, 2020, 28(4): 851-858. DOI: 10.3788/OPE.20202804.0851.
为了解决多线激光雷达在三维空间重构任务中数据吞吐量过大导致运算负担过重以及扫描俯仰范围有限的问题,本文提出了一种利用单线激光雷达与惯性测量单元GNSS/INS相互结合的多站点扫描空间重构方案及相应解算方法。首先使用单线激光雷达扫描待测空间获取三维尺度信息,然后将点云数据与对应的任意方向的航向角相结合,再利用四元数姿态解算获取各站点扫描的点云图像。为提高计算效率,使用迭代最近点算法实现站点间点云配准时,对待匹配点云数据筛选并更新。实验结果表明:在保留点云数字特征前提下,单线激光雷达与GNSS/INS系统能够提高76%的运算速率。本文提出的硬件方案和解算方法不但能够实现较高的配准精度,与多线激光雷达方案相比工程成本也得到显著下降。
In a three-dimensional reconstruction task
the pitch range of the multi-layer light detection and ranging (LIDAR) is limited
and the data account of the multi-layer LIDAR is large
which increases the computational burden. A novel method through uniting a single-layer LIDAR and the inertial measurement using a global navigation satellite system/inertial navigation system(GNSS/INS) was developed in this study to solve the problems mentioned above. A single-layer LIDAR scanning feedback plane was used to obtain the depth information
and then a quaternion attitude solution was used to obtain the point cloud image scanned by each station. When using the iterative closest point algorithm to achieve the point cloud registration between sites
the matching point cloud data was filtered and updated to improve the calculation efficiency.The experimental results show that the single-layer LIDAR and the GNSS/INS system can increase the computation rate by 76%
while preserving the digital characteristics of the point cloud. Therefore
the space reconstruction technique using the single-layer LIDAR and GNSS/INS has a similar high registration accuracy as the multi-layer LIDAR three-dimensional reconstruction system and effectively reduces the engineering cost.
宋 建辉 , 樊 思萌 , 刘 砚菊 , 等 . BP神经网络在无人车避障中的应用 . 光学 精密工程 , 2017 . 25 ( 10s ): 274 - 280 .
J H SONG , S M FAN , J J LIU , 等 . Application of BP neural network in obstacle avoidance of unmanned vehicle . Opt. Precision Eng , 2017 . 25 ( 10s ): 274 - 280 .
ZHANG L Z, PANG D D, MA P G. Character recognition for automotive electrical box components based on Machine vision[C].2018 International Conference on Advanced Mechatronic Systems (ICAMechS) , 30 Aug .-2 Sept . 2018, Zhengzhou, China, 2018: 117-121.
任 震宇 . 一种建筑结构三维重建技术的研究 . 自动化技术与应用 , 2019 . 38 ( 9 ): 117 - 123 . http://d.old.wanfangdata.com.cn/Periodical/hljzdhjsyyy201909024 http://d.old.wanfangdata.com.cn/Periodical/hljzdhjsyyy201909024 .
ZH Y REN . A study on 3D reconstruction of building structure . Techniques of Automation and Applications , 2019 . 38 ( 9 ): 117 - 123 . http://d.old.wanfangdata.com.cn/Periodical/hljzdhjsyyy201909024 http://d.old.wanfangdata.com.cn/Periodical/hljzdhjsyyy201909024 .
YANG H B. Industrial design applications of surface reconstruction algorithm based on three dimensional point cloud data[C].2017 International Conference on Robots & Intelligent System (ICRIS) , 15-16 Oct . 2017, Huai'an, China , 2017: 178-181.
邾 继贵 , 张 楠楠 , 任 永杰 , 等 . 基于双目立体视觉的工业机器人在线温度补偿 . 光学 精密工程 , 2018 . 26 ( 9 ): 2139 - 2149 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201809003 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201809003 .
J G ZHU , N N ZHANG , Y J REN , 等 . In-line thermal compensation of industrial robots based on binocular stereo vision . Opt. Precision Eng , 2018 . 26 ( 9 ): 2139 - 2149 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201809003 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201809003 .
尚 万祺 , 张 文喜 , 伍 洲 , 等 . 全视场外差干涉三维测量系统 . 光学 精密工程 , 2019 . 27 ( 10 ): 2097 - 2104 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201910005 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201910005 .
W Q SHANG , W X ZHANG , ZH WU , 等 . Three-dimensional measurement system based on full-field heterodyne interferometry . Opt. Precision Eng , 2019 . 27 ( 10 ): 2097 - 2104 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201910005 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201910005 .
H KIM , B LEE . Robust 3-D object reconstruction based on camera clustering with geodesic distance . IEEE-ASME Transactions on Mechatronics , 2019 . 24 ( 2 ): 889 - 891 . http://cn.bing.com/academic/profile?id=810bf78623dded9c654ee8cb0f086e04&encoded=0&v=paper_preview&mkt=zh-cn http://cn.bing.com/academic/profile?id=810bf78623dded9c654ee8cb0f086e04&encoded=0&v=paper_preview&mkt=zh-cn .
VLAMINCK M, LUONG H Q, GOEMAN W, et al .. Towards online mobile mapping using inhomogeneous lidar data[C]. 2016 IEEE Intelligent Vehicles Symposium (IV) , 19-22 June 2016, Gothenburg, Sweden , 2016: 845-850.
张 赫 , 乔 川 , 匡 海鹏 . 基于激光测距的机载光电成像系统目标定位 . 光学 精密工程 , 2019 . 27 ( 1 ): 8 - 16 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201901002 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201901002 .
H ZHANG , CH QIAO , H P KUANG . Target geo-location based on laser range finder for airborne electro-optical imaging systems . Opt. Precision Eng , 2019 . 27 ( 1 ): 8 - 16 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201901002 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201901002 .
X D LI , A J LIU , C J YU , 等 . Widely linear quaternion unscented kalman filter for quaternion-valued feedforward neural network . IEEE Signal Processing Letters , 2017 . 24 ( 9 ): 1418 - 1422 . http://cn.bing.com/academic/profile?id=897945569ecf8d4252731069f3d6cc93&encoded=0&v=paper_preview&mkt=zh-cn http://cn.bing.com/academic/profile?id=897945569ecf8d4252731069f3d6cc93&encoded=0&v=paper_preview&mkt=zh-cn .
刘 爱东 , 黄 彬 , 卢 中武 . 基于四元数的坐标旋转与插值方法研究 . 计算机与现代化 , 2012 . ( 2 ): 44 - 47, 51 . http://d.old.wanfangdata.com.cn/Periodical/jsjyxdh201202013 http://d.old.wanfangdata.com.cn/Periodical/jsjyxdh201202013 .
A D LIU , B HUANG , ZH W LU . Research on methods of coordinate rotation and interpolation based on quaternion . Computer and Modernization , 2012 . ( 2 ): 44 - 47, 51 . http://d.old.wanfangdata.com.cn/Periodical/jsjyxdh201202013 http://d.old.wanfangdata.com.cn/Periodical/jsjyxdh201202013 .
O D FAUGERAS , M HEBERT . The representation, recognition, and positioning of 3-D shapes from range data . Machine Intelligence and Pattern Recognition , 1987 . 3 301 - 353 . http://cn.bing.com/academic/profile?id=d83dc1f0108d78326521bb2caea7e90a&encoded=0&v=paper_preview&mkt=zh-cn http://cn.bing.com/academic/profile?id=d83dc1f0108d78326521bb2caea7e90a&encoded=0&v=paper_preview&mkt=zh-cn .
王 欣 , 张 明明 , 于 晓 , 等 . 应用改进迭代最近点方法的点云数据配准 . 光学 精密工程 , 2012 . 20 ( 9 ): 2068 - 2077 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201209026 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201209026 .
X WANG , M M ZHANG , X YU , 等 . Point cloud registration based on improved iterative closest point method . Opt. Precision Eng , 2012 . 20 ( 9 ): 2068 - 2077 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201209026 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201209026 .
LI S H, WANG J X, LIANG Z Q, et al .. Tree point clouds registration using an improved ICP algorithm based on kd-tree[C]. 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) , 10-15 July 2016, Beijing, China , 2016: 4545-4548.
陈 春旭 , 漆 钰晖 , 朱 一帆 , 等 . ICP配准算法的影响因素及评价指标分析 . 导航定位与授时 , 2018 . 5 ( 5 ): 67 - 72 . http://d.old.wanfangdata.com.cn/Periodical/dhdwyss201805012 http://d.old.wanfangdata.com.cn/Periodical/dhdwyss201805012 .
CH X CHEN , Y H QI , Y F ZHU , 等 . The analysis of influence factors and evaluation indexes on ICP algorithm . Navigation Positioning and Timing , 2018 . 5 ( 5 ): 67 - 72 . http://d.old.wanfangdata.com.cn/Periodical/dhdwyss201805012 http://d.old.wanfangdata.com.cn/Periodical/dhdwyss201805012 .
0
浏览量
321
下载量
3
CSCD
关联资源
相关文章
相关作者
相关机构