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基于PB递归神经网络的陪护机器人多模式交互控制方法

徐敏 陶永 魏洪兴

高技术通讯2011,Vol.21Issue(8):861-866,6.
高技术通讯2011,Vol.21Issue(8):861-866,6.DOI:10.3772/j.issn.1002-0470.2011.08.015

基于PB递归神经网络的陪护机器人多模式交互控制方法

A multimodal interactive control method based on recurrent neural network with parametric bias model for companion robots

徐敏 1陶永 2魏洪兴2

作者信息

  • 1. 厦门理工学院电子与电气工程系 厦门361024
  • 2. 北京航空航天大学机械工程及自动化学院 北京100191
  • 折叠

摘要

Abstract

A multimodal interactive control method based on the recurrent neural network with parametric bias (RNNPB) model was proposed for the companion robots. Firstly, a multimodal interaction framework, which was composed of the multimodal interaction agent, the interactive recognition agent and the interaction decision agent, was proposed, and then, a PB-based learning algorithm was applied to the interactive process of companion robots to form the multimodal interaction control method based on the RNNPB model. The RNNPB control method can be used to deal with the interactive sates recognition and decision analysis process and generate the patterns of behavior as the output of interaction process to realize the complex mission planning, studying and adapting of companion robots' interaction process. The experimental results showed the effectiveness of the control method.

关键词

陪护机器人/PB递归神经网络(RNNPB)/多模式交互

Key words

companion robot/recurrent neural network with parametric bias ( RNNPB)/multimodel interaction

引用本文复制引用

徐敏,陶永,魏洪兴..基于PB递归神经网络的陪护机器人多模式交互控制方法[J].高技术通讯,2011,21(8):861-866,6.

基金项目

863计划(2008 AA040201,2009 AA043901)资助项目. (2008 AA040201,2009 AA043901)

高技术通讯

OA北大核心CSCDCSTPCD

1002-0470

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