Active audition using the parameter-less self-organising map

被引:0
|
作者
Erik Berglund
Joaquin Sitte
Gordon Wyeth
机构
[1] University of Queensland,School of Information Technology and Electrical Engineering
[2] Queensland University of Technology,School of Software Engineering and Data Communication
来源
Autonomous Robots | 2008年 / 24卷
关键词
Active audition; Self-organisation;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a novel method for enabling a robot to determine the position of a sound source in three dimensions using just two microphones and interaction with its environment. The method uses the Parameter-Less Self-Organising Map (PLSOM) algorithm and Reinforcement Learning (RL) to achieve rapid, accurate response. We also introduce a method for directional filtering using the PLSOM. The presented system is compared to a similar system to evaluate its performance.
引用
收藏
页码:401 / 417
页数:16
相关论文
共 50 条
  • [1] Active audition using the parameter-less self-organising map
    Berglund, Erik
    Sitte, Joaquin
    Wyeth, Gordon
    [J]. AUTONOMOUS ROBOTS, 2008, 24 (04) : 401 - 417
  • [2] Graphics hardware implementation of the parameter-less self-organising map
    Campbell, A
    Berglund, E
    Streit, A
    [J]. INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING IDEAL 2005, PROCEEDINGS, 2005, 3578 : 343 - 350
  • [3] Dynamic self-organising map
    Rougier, Nicolas
    Boniface, Yann
    [J]. NEUROCOMPUTING, 2011, 74 (11) : 1840 - 1847
  • [4] Exploration of Loneliness Questionnaires Using the Self-Organising Map
    Lagus, Krista
    Saari, Juho
    Nieminen, Ilari T.
    Honkela, Timo
    [J]. ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2013, 2013, 8131 : 405 - 411
  • [5] The Self-Organising Hierarchical Variance Map
    Kyan, Matthew J.
    Guan, Ling
    [J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 3767 - +
  • [6] Interpolating self-organising map (iSOM)
    Yin, H
    Allinson, NM
    [J]. ELECTRONICS LETTERS, 1999, 35 (19) : 1649 - 1650
  • [7] Feature selection for text categorisation using self-organising map
    Manomaisupat, P
    Ahmad, K
    [J]. PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1875 - 1880
  • [8] Clustering sensor networks using growing self-organising map
    Guru, SM
    Hsu, A
    Halgamuge, S
    Fernando, S
    [J]. PROCEEDINGS OF THE 2004 INTELLIGENT SENSORS, SENSOR NETWORKS & INFORMATION PROCESSING CONFERENCE, 2004, : 91 - 96
  • [9] Retrieving faces using adaptive subspace Self-Organising Map
    Liu, ZQ
    [J]. PROCEEDINGS OF 2001 INTERNATIONAL SYMPOSIUM ON INTELLIGENT MULTIMEDIA, VIDEO AND SPEECH PROCESSING, 2001, : 377 - 380
  • [10] Self-organising map as a natural kernel method
    Yin, HJ
    [J]. PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1891 - 1894