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Interactive indoor environment mapping through visual tracking of human skeleton

机译:通过视觉跟踪人体骨骼进行交互式室内环境映射

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摘要

This paper presents a novel human-robot interaction approach to grid mapping of an indoor environment based on a 3D kinect sensor and the grid-based mapping algorithm. It mainly includes three modules: skeleton tracking, robot control and GMapping. Firstly, the skeleton tracking module builds a human skeleton model, extracts the skeleton joints' position information from 3D visual data and generates digital signals through identifying some simple motions and events. Then according to different digital signals and joints' position information, the robot control module enables the robot to take different actions such as following the person, stop and so on. Finally, the grid map of the environment is built through GMapping algorithm based on odometry and laser data, which is improved by Rao-Blackwellised particle filters. The proposed approach has been implemented successfully in several different buildings and can be applied to service robots. Compared with traditional roaming for mapping, human guiding the robot for mapping is more efficient and takes less time in a complicated environment. Meanwhile, compared with wearable motion sensors attached to the human body, this approach is more convenient and make the user more comfortable.
机译:本文提出了一种新颖的人机交互方法,该方法基于3D kinect传感器和基于网格的映射算法对室内环境进行网格映射。它主要包括三个模块:骨骼跟踪,机器人控制和GMapping。首先,骨骼跟踪模块建立人体骨骼模型,从3D视觉数据中提取骨骼关节的位置信息,并通过识别一些简单的动作和事件来生成数字信号。然后,根据不同的数字信号和关节的位置信息,机器人控制模块使机器人能够采取不同的动作,例如跟随人,停下脚步等。最后,通过基于测距法和激光数据的GMapping算法构建环境的网格图,并通过Rao-Blackwellised粒子滤波器对其进行了改进。所提出的方法已在多个不同的建筑物中成功实现,并可应用于服务机器人。与传统的映射漫游相比,人工引导机器人进行映射更加高效,并且在复杂的环境中花费的时间更少。同时,与附着在人体上的可穿戴运动传感器相比,这种方法更加方便,使用户更加舒适。

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