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四足机器人运动:一种受生物启发的方法及其硬件实现。

Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation.

作者信息

Espinal A, Rostro-Gonzalez H, Carpio M, Guerra-Hernandez E I, Ornelas-Rodriguez M, Puga-Soberanes H J, Sotelo-Figueroa M A, Melin P

机构信息

Division of Postgraduate Studies and Research, Leon Institute of Technology, 37290 Leon, GTO, Mexico.

Department of Electronics, DICIS, University of Guanajuato, 36885 Salamanca, GTO, Mexico.

出版信息

Comput Intell Neurosci. 2016;2016:5615618. doi: 10.1155/2016/5615618. Epub 2016 Jun 29.

Abstract

A bioinspired locomotion system for a quadruped robot is presented. Locomotion is achieved by a spiking neural network (SNN) that acts as a Central Pattern Generator (CPG) producing different locomotion patterns represented by their raster plots. To generate these patterns, the SNN is configured with specific parameters (synaptic weights and topologies), which were estimated by a metaheuristic method based on Christiansen Grammar Evolution (CGE). The system has been implemented and validated on two robot platforms; firstly, we tested our system on a quadruped robot and, secondly, on a hexapod one. In this last one, we simulated the case where two legs of the hexapod were amputated and its locomotion mechanism has been changed. For the quadruped robot, the control is performed by the spiking neural network implemented on an Arduino board with 35% of resource usage. In the hexapod robot, we used Spartan 6 FPGA board with only 3% of resource usage. Numerical results show the effectiveness of the proposed system in both cases.

摘要

提出了一种用于四足机器人的仿生运动系统。运动由一个脉冲神经网络(SNN)实现,该网络充当中央模式发生器(CPG),产生由其光栅图表示的不同运动模式。为了生成这些模式,SNN通过特定参数(突触权重和拓扑结构)进行配置,这些参数由基于克里斯蒂安森语法进化(CGE)的元启发式方法估计。该系统已在两个机器人平台上实现并验证;首先,我们在四足机器人上测试了我们的系统,其次,在六足机器人上进行了测试。在最后一个机器人上,我们模拟了六足机器人两条腿被截肢且其运动机制发生变化的情况。对于四足机器人,控制由在Arduino板上实现的脉冲神经网络执行,资源使用率为35%。在六足机器人中,我们使用了Spartan 6 FPGA板,资源使用率仅为3%。数值结果表明了所提出系统在两种情况下的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/76f1/4942632/71704dfc76fb/CIN2016-5615618.001.jpg

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