家用服务机器人的运动规划系统

Q3 Mathematics SPIIRAS Proceedings Pub Date : 2018-10-01 DOI:10.15622/sp.60.1
Marco Negrete, J. Savage, Luis Angel Contreras-Toledo
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引用次数: 6

摘要

李建军,刘建军,李建军。一种基于运动规划的家政服务机器人。摘要服务型机器人旨在帮助人类在非工业环境中工作,如家庭或办公室。为了实现他们的目标,服务机器人必须具备多种技能,如物体识别和操作,人脸检测和识别,语音识别和合成,任务规划,以及最重要的,在动态环境中的导航。本文描述了一个完整实现的运动规划系统,它涵盖了从运动和路径规划算法到空间表示和基于行为的主动导航。所提出的系统在Justina中实现,这是一个基于ViRBot设计的家庭服务机器人,ViRBot是一种操作虚拟和真实机器人的架构,包含从低级控制到符号规划的几个抽象层。我们在模拟和真实环境中评估了我们的建议,并将其与经典实现进行了比较。在测试中,我们使用了从真实环境(生物机器人实验室和Robocup@Home竞技场)获得的地图,以及从具有随机位置和形状的障碍物生成的地图。使用几个参数进行比较:总行进距离、碰撞次数、到达目标点的次数和平均执行速度。我们的建议在真实和模拟测试中都表现得更好。最后,我们在RoboCup@Home竞赛中展示了我们的结果,在该竞赛中,系统成功地进行了测试。
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A Motion-Planning System for a Domestic Service Robot
Negrete M., Savage J., Contreras L. AMotion-Planning System for a Domestic Service Robot. Abstract. Service robots are intended to help humans in non-industrial environments such as houses or offices. To accomplish their goal, service robots must have several skills such as object recognition and manipulation, face detection and recognition, speech recognition and synthesis, task planning and, one of the most important, navigation in dynamic environments. This paper describes a fully implemented motion-planning system which comprehends from motion and path planning algorithms to spatial representation and behavior-based active navigation. The proposed system is implemented in Justina, a domestic service robot whose design is based on the ViRBot, an architecture to operate virtual and real robots that encompasses several layers of abstraction, from low-level control to symbolic planning. We evaluated our proposal both in simulated and real environments and compared it to classical implementations. For the tests, we used maps obtained from real environments (the Biorobotics Laboratory and the Robocup@Home arena) and maps generated from obstacles with random positions and shapes. Several parameters were used for comparison: the total traveled distance, the number of collisions, the number of reached goal points and the average execution speed. Our proposal performed significantly better both in real and simulated tests. Finally, we show our results in the context of the RoboCup@Home competition, where the system was successfully tested.
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来源期刊
SPIIRAS Proceedings
SPIIRAS Proceedings Mathematics-Applied Mathematics
CiteScore
1.90
自引率
0.00%
发文量
0
审稿时长
14 weeks
期刊介绍: The SPIIRAS Proceedings journal publishes scientific, scientific-educational, scientific-popular papers relating to computer science, automation, applied mathematics, interdisciplinary research, as well as information technology, the theoretical foundations of computer science (such as mathematical and related to other scientific disciplines), information security and information protection, decision making and artificial intelligence, mathematical modeling, informatization.
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