Learning localisation based on landmarks using self-organisation

被引:0
|
作者
Chokshi, K [1 ]
Wermter, S [1 ]
Weber, C [1 ]
机构
[1] Univ Sunderland, Sch Comp & Technol, Hybrid Intelligent Syst, Sunderland SR6 0DD, Durham, England
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to have an autonomous robot, the robot must be able to navigate independently within an environment. Place cells are cells that respond to the environment the animal is in. In this paper we present a model of place cells based on Self Organising Maps. The aim of this paper is to show that localisation can be performed even without having a built in map. The model presented shows that the landmarks are selected without any human interference. After training, a robot can localise itself within a learnt environment.
引用
收藏
页码:504 / 511
页数:8
相关论文
共 50 条
  • [1] Self-Organisation and Learning Culture
    Schmidt, Siegfried J.
    CONSTRUCTIVIST FOUNDATIONS, 2010, 5 (03): : 121 - 129
  • [2] Self-Organisation in Games, Games on Self-Organisation
    von Mammen, Sebastian
    2016 8TH INTERNATIONAL CONFERENCE ON GAMES AND VIRTUAL WORLDS FOR SERIOUS APPLICATIONS (VS-GAMES), 2016,
  • [3] Θ-Learning: An Algorithm for the Self-Organisation of Collective Self-Governance
    Mertzani, Asimina
    Ober, Josiah
    Pitt, Jeremy
    2023 IEEE INTERNATIONAL CONFERENCE ON AUTONOMIC COMPUTING AND SELF-ORGANIZING SYSTEMS, ACSOS, 2023, : 97 - 106
  • [4] PRINCIPLES OF SELF-ORGANISATION
    MULLER, P
    KYBERNETIK, 1965, 2 (04): : 194 - &
  • [5] Biological self-organisation
    Schiffmann, Y
    BIOCHEMICAL SOCIETY TRANSACTIONS, 1997, 25 (04) : S690 - S690
  • [6] Towards understanding self-organisation: How self-regulation contributes to self-organisation?
    Agina, Adel M.
    INTERNATIONAL JOURNAL OF CONTINUING ENGINEERING EDUCATION AND LIFE-LONG LEARNING, 2008, 18 (03) : 366 - 379
  • [7] Self-Organisation and Psychotherapy
    Pena, Liliana
    Oliveira, Clara Costa
    SAUDE E SOCIEDADE, 2012, 21 (03): : 668 - 674
  • [8] Towards autonomy, self-organisation and learning in holonic manufacturing
    Leitao, P
    Restivo, F
    MULTI-AGENT SYSTEMS AND APPLICATIONS III, PROCEEDINGS, 2003, 2691 : 544 - 553
  • [9] Emergent Behaviour in Collaborative Indoor Localisation: An Example of Self-organisation in Ubiquitous Sensing Systems
    Kloch, Kamil
    Pirkl, Gerald
    Lukowicz, Paul
    Fischer, Carl
    ARCHITECTURE OF COMPUTING SYSTEMS - ARCS 2011, 2011, 6566 : 207 - +
  • [10] Self-organisation of symbolic information
    R. Feistel
    The European Physical Journal Special Topics, 2017, 226 : 207 - 228