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基于Kinect传感器的移动机器人室内环境三维地图创建

杨鸿 钱堃 戴先中 马旭东 房芳

东南大学学报(自然科学版)2013,Vol.43Issue(z1):183-187,5.
东南大学学报(自然科学版)2013,Vol.43Issue(z1):183-187,5.DOI:10.3969/j.issn.1001-0505.2013.S1.038

基于Kinect传感器的移动机器人室内环境三维地图创建

Kinect-based 3D indoor environment map building for mobile robot

杨鸿 1钱堃 2戴先中 1马旭东 2房芳1

作者信息

  • 1. 东南大学自动化学院,南京210096
  • 2. 东南大学复杂工程系统测量与控制教育部重点实验室,南京210096
  • 折叠

摘要

Abstract

For the 3D perception problem of mobile service robots in unknown indoor environments,a practical approach to building 3D maps using a low-cost Kinect sensor is proposed.Successive frames of RGB-D (red-green-blue-depth) information are captured during the robot's movements.First,SURF(speeded up robust features) detector is applied to color images for extracting and matching stable feature points.Combined with depth images,initial registration procedure is then performed by using the RANSAC (random sample consensus) algorithm for eliminating possible mistake matching points and thus the relative transformation between frames can be estimated.Finally,a generalized ICP(iterative closest point) algorithm is employed to perform fine registration on captured depth images,which finally produces 3D point cloud mosaic.In addition,an application system of mobile robot 3D mapping is developed.Experimental results validate the practicability and effectiveness of the approach.

关键词

Kinect传感器/SURF/地图创建/广义ICP/移动机器人

Key words

Kinect sensor/ SURF(speeded up robust features) / map building/ generalized ICP(iterative closest point) / mobile robot

分类

信息技术与安全科学

引用本文复制引用

杨鸿,钱堃,戴先中,马旭东,房芳..基于Kinect传感器的移动机器人室内环境三维地图创建[J].东南大学学报(自然科学版),2013,43(z1):183-187,5.

基金项目

国家自然科学基金资助项目(61075090,61005092,61105094,61175091)、东南大学复杂工程系统测量与控制教育部重点实验室开放课题基金资助项目(MCCSE2012B02). (61075090,61005092,61105094,61175091)

东南大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1001-0505

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