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Study on the Localization for a Rescue Robot Based on Laser Scan Matching

机译:基于激光扫描匹配的救援机器人定位研究

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This paper studied the localization problem for a rescue robot based on laser scan matching and extended Kalman filtering (EKF). Scan matching method based on normal distribution transform (NDT) can avoid hard feature extraction problem by estimation of the probability distribution of laser scan data and localization can be achieved using correlation of the NDT. Based on NDT scan matching, the NDT-EKF algorithm has been proposed, which realizes fast and precise localization in rescue environment by fusing odometery data and scan matching together. The NDT-EKF algorithm has been extensively tested and experimental results show its effectiveness and robustness.
机译:本文研究了基于激光扫描匹配和扩展卡尔曼滤波(EKF)的救援机器人的定位问题。基于正态分布变换(NDT)的扫描匹配方法可以通过估计激光扫描数据的概率分布来避免硬特征提取问题,并且可以使用NDT的相关性来实现定位。提出了基于NDT扫描匹配的NDT-EKF算法,该算法将里程表数据与扫描匹配融合在一起,在救援环境中实现了快速,精确的定位。 NDT-EKF算法已经过广泛测试,实验结果表明了其有效性和鲁棒性。

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