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一种仿人机器人行走距离预测方法

许宪东 洪炳镕 朴松昊 刘强

华中科技大学学报(自然科学版)2011,Vol.39Issue(z2):298-301,4.
华中科技大学学报(自然科学版)2011,Vol.39Issue(z2):298-301,4.

一种仿人机器人行走距离预测方法

A walking distance prediction method for humanoid robot

许宪东 1洪炳镕 2朴松昊 1刘强1

作者信息

  • 1. 哈尔滨工业大学 计算机科学与技术学院,黑龙江哈尔滨150001
  • 2. 黑龙江工程学院计算机科学与技术系,黑龙江哈尔滨150050
  • 折叠

摘要

Abstract

As environment and robot itself factors such as backlash in the joints and foot slippage affects the robot, and deviation arises between predicted distance and actual walking distance during walking. A method was proposed that can predict walking distance based on adaptive neuro-fuzzy inference system (ANFIS) for a humanoid robot. Relevant data of NAO's walking distance was acquired. Grid partitioning method was used to construct adaptive fuzzy inference system to predict the actual walking distance. Combinatorial optimization of least square algorithms and BP (back propagation) algorithm was used to train system. By analyzing and testing the trained system, the simulation results show the method is effective.

关键词

仿人机器人/自适应神经模糊推理系统/网格分割/BP算法/最小二乘算法

Key words

humanoid robot/ adaptive neuro-fuzzy inference system/ grid partitioning/ BP algorithm/ least square algorithm

分类

信息技术与安全科学

引用本文复制引用

许宪东,洪炳镕,朴松昊,刘强..一种仿人机器人行走距离预测方法[J].华中科技大学学报(自然科学版),2011,39(z2):298-301,4.

基金项目

国家自然科学基金资助项目(61075077) (61075077)

黑龙江省教育厅科学技术研究资助项目(12511446). (12511446)

华中科技大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1671-4512

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