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基于双重初始化和分级优化的改进视觉惯性SLAM方法 被引量:9
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作者 凌有铸 郭俊阳 +2 位作者 陈孟元 陈何宝 袁学超 《中国惯性技术学报》 EI CSCD 北大核心 2021年第2期191-198,共8页
针对传统视觉惯性SLAM初始化阶段收敛速度慢、准确性低以及抗干扰能力较弱,实时优化过程局部轨迹累计误差高、后端优化精度低等问题,提出一种双重初始化和关键帧分级优化的改进视觉惯性SLAM方法。在视觉惯性导航系统(VINS)初始化基础上... 针对传统视觉惯性SLAM初始化阶段收敛速度慢、准确性低以及抗干扰能力较弱,实时优化过程局部轨迹累计误差高、后端优化精度低等问题,提出一种双重初始化和关键帧分级优化的改进视觉惯性SLAM方法。在视觉惯性导航系统(VINS)初始化基础上构建观测样本情形评估函数,评估状态误差信息矩阵,判断初始化算法终止条件,缩短初始化时间,提高系统鲁棒性。在后端优化阶段建立紧耦合图优化模型,在滑动窗口优化之前以共视关系分级关键帧,优化强共视关键帧,消除局部累计误差,提高后端优化精度。在EuRoC数据集上进行的实验结果表明,所提方法较VINS-mono漂移误差减少约34%,时间效率提高11.19%,建图精度得到明显提升。 展开更多
关键词 基于觉的同时定位与建图 信息矩阵 评估函数 共视约束 状态优化
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An optimal on-site calibration method in measurement system of dynamic envelope curve of high-speed vehicle
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作者 LIU Meng LIU Chang-jie WU Xiao-han 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2016年第4期398-404,共7页
High-speed vehicle dynamic envelope curve is defined as the maximum limit outline affected by a variety of adverse factors while the train is running. Considering the difficulties in the current measurement system suc... High-speed vehicle dynamic envelope curve is defined as the maximum limit outline affected by a variety of adverse factors while the train is running. Considering the difficulties in the current measurement system such as complicated calibration process,cumbersome aided-instruments,strict limitation of working distance, this paper carries out an optical method in which two high-speed cameras with variable-zoom lenses are adopted as binocular stereo sensors of measurement system and a high-ac-curacy 3D target with fast reconstruction is designed. The intrinsic parameters of the sensors and the relative positions between coordinate systems are solved by the method of colinearity constrained optimization algorithm. The calibration process is easy to operate and the device is also of portability. Most importantly, the severe working distance limitation between sensors and measured body is solved, enhancing the adaptability of measurement system to environment. Experimental results show that when the sensors are in the range of 8 -16 m away from the measured body, system accuracy can reach up to ±0. 5 mm, which meets the requirements to measure the dynamic envelope curve of high-speed vehicle. 展开更多
关键词 zoom lens 3D target colinearity constrain optimization algorithm binocular stereo vision dynamic envelope curve
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