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An intelligent navigation of humanoid NAO in the light of classical approach and computational intelligence

机译:基于经典方法和计算智能的类人动物NAO智能导航

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The development of robotics research toward industrialization has created an enhanced demand for modernization of the automation industry. Humanoid robots being advanced than other forms of robots bear a large resemblance to humans and are very much helpful in replacing humans in tedious and repetitive tasks. Therefore, the navigation and path planning of the humanoids bear a large importance in robotics research. The current investigation deals with the path planning of NAO humanoid robots. In the present work, a classical method of regression analysis and an artificial intelligence technique of fuzzy logic are implemented separately for the purpose of obstacle avoidance during the motion of humanoid NAOs toward respective targets. The simulation analysis of the proposed techniques is carried out using V-REP software. The experiments are performed in laboratory conditions with a proper environment for working of the humanoid NAOs. Finally, a comparison has been made between the simulation and experimental results. The results obtained from the simulation and experimental analyses are in good agreement with each other, which suggest that the proposed methodologies can be used as methods of robust control for the navigation of humanoids.
机译:机器人研究向工业化的发展对自动化工业的现代化提出了更高的要求。类人机器人比其他形式的机器人先进,与人类的相似之处很大,并且在取代繁琐且重复的任务方面对替代人类非常有帮助。因此,人形机器人的导航和路径规划在机器人技术研究中具有重要意义。目前的研究涉及NAO类人机器人的路径规划。在本工作中,为了避免人形机器人NAO向各个目标运动期间的障碍物的避开,分别实现了经典的回归分析方法和模糊逻辑的人工智能技术。使用V-REP软件对提出的技术进行了仿真分析。实验是在实验室条件下进行的,具有适合类人动物NAO工作的环境。最后,在仿真和实验结果之间进行了比较。从仿真和实验分析获得的结果彼此吻合良好,这表明所提出的方法可以用作人形机器人导航的鲁棒控制方法。

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