首页|基于改进最小二乘法的移动机器人二次定位

基于改进最小二乘法的移动机器人二次定位

扫码查看
为了解决移动机器人在复杂场景地图飘逸和定位误差大的问题,提出一种基于反光板的机器人的二次定位算法,通过对点云数据拟合,综合多帧融合、点云轮廓过滤和直线拟合技术,基于最小二乘法采用LM算法有效处理冗余参数问题,减少代价函数陷入局部最小值的概率.获取移动机器人与反光板的相对位姿关系并实现高精度对接定位.在对接机台下方安装高反射强度特定反光板,以潜伏式移动机器人为实验载体,设置机器人在两种不同的地面材质下各循环50次固定路线,基于反光板识别实现机器人的二次定位.经过样机测试,结果表明,没有加反光板定位的最大横向偏差为+4.55 mm,纵向偏差最大+4.91 mm,角度偏差为1.89°~-2.08°.增加反光板定位则横向位置偏差值为0.3 mm,纵向偏差值为0.5 mm,角度偏差值为0.2°,改进的算法具有较高的拟合精度,可以实现反光板的精准匹配.
Secondary Localization of Mobile Robot Based on Improved Least Square Method
In order to solve the problem of floating map and large positioning error of mobile robot in com-plex scene,a quadratic positioning algorithm of robot based on reflector is proposed.By fitting point cloud data,combining multi-frame fusion,point cloud contour filtering and line fitting technology,LM algorithm is used to effectively deal with redundant parameters based on least square method,and reduce the probabil-ity of cost function falling into local minimum value.The relative pose relationship between the mobile ro-bot and the reflector is obtained and high precision docking positioning is realized.A specific reflector with high reflection intensity was installed under the docking platform.With a latent mobile robot as the experi-mental carrier,the robot was set to cycle the fixed route 50 times under two different ground materials.The two-dimensional code coordinate system was calculated and the secondary positioning of the robot was real-ized based on the recognition of the reflector.According to the test results of the prototype,the maximum lateral deviation without reflector is+4.55 mm,the maximum longitudinal deviation is+4.91 mm,and the Angle deviation is 1.89°~-2.08°.When the reflector positioning is added,the transverse position de-viation value is 0.3 mm,the longitudinal deviation value is 0.5 mm,and the Angle deviation value is 0.2°.The improved algorithm has high fitting accuracy and can realize the accurate matching of the reflector.

reflectorleast square methodmobile robotsecondary positioning

郭建、曾志豪、黄熙航

展开 >

广州城市理工学院机械工程学院,广州 510800

反光板 最小二乘法 移动机器人 二次定位

2024

组合机床与自动化加工技术
大连组合机床研究所 中国机械工程学会生产工程分会

组合机床与自动化加工技术

CSTPCD北大核心
影响因子:0.671
ISSN:1001-2265
年,卷(期):2024.(12)