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室外环境智能驾驶技术综述

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针对低速无人车在室外发展需要用到的关键技术,展开了对高精度地图与三维激光雷达同步定位与建图方法的讨论;指出了室外环境与室内环境的智能导航技术的主要区别:一方面是室内外环境差异较大,需要对动静态障碍物综合处理也需要遵守交通法规,另一方面室外环境对传感器也要求较高,还有一点是在室外情况经常会出现全球定位系统信号差导致定位不准确的情况;针对以上问题介绍了两个重要的低速无人车自主定位与导航技术,首先是高精度地图的使用,主要介绍了高精度地图的理论框架与地图制作方法;然后介绍了较为成熟的室内SLAM算法,并讨论算法的局限性,引出室外3D SLAM方法的重大突破算法与发展现状;最后提出未来室外SLAM技术的发展趋势。
Overview of Intelligent Driving Technology in Outdoor Environment
Aiming at the key technologies needed for the development of low-speed unmanned vehicles in outdoors,this paper dis-cusses the simultaneous localization and mapping technology of high-precision map and three-dimensional LiDAR,identifies the main difference of intelligent navigation between an outdoor environment and indoor environment;On the one hand,the indoor and outdoor environments are quite different,and the comprehensive treatment of dynamic and static obstacles is required,and traffic laws and regulations are also required.On the other hand,the outdoor environment also has high requirements for sensors,and poor global po-sitioning system(GPS)signals often lead to inaccurate positioning in outdoor situations.For the above problems,this paper intro-duces two important outdoor simultaneous localization and mapping(SLAM)development technologies.Firstly,the high-precision maps are applied,including the theoretical framework and map production method.Then,the more mature indoor SLAM algorithm including the limitations of the algorithm is discussed.And then,the major breakthrough algorithm and development status of the outdoor 3D SLAM method are introduced.Finally,the future development trend of outdoor SLAM technology is proposed.

outdoor environmentsensorsdynamic and static obstacleshigh-precision maps3D SLAM

谷新建

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山东建筑大学信息与电气工程学院,济南 250000

室外环境 传感器 动静态障碍物 高精度地图 3D SLAM

2024

计算机测量与控制
中国计算机自动测量与控制技术协会

计算机测量与控制

CSTPCD
影响因子:0.546
ISSN:1671-4598
年,卷(期):2024.32(10)