A modular approach to self-organization of robot control based on language instruction

被引:5
|
作者
Wermter, S [1 ]
Elshaw, M [1 ]
Farrand, S [1 ]
机构
[1] Univ Sunderland, Sch Comp & Technol, Ctr Hybrid Intelligent Syst, Sunderland SR6 0DD, England
关键词
modular self-organizing model; robot control; language instruction;
D O I
10.1080/09540090310001629308
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we focus on how instructions for actions can be modelled in a self-organizing memory. Our approach draws from the concepts of regional distributed modularity and self-organization. We describe a self-organizing model that clusters action representations into different locations dependent on the body part they are related to. In the first case study we consider semantic representations of action verb meaning and then extend this concept significantly in a second case study by using actual sensor readings from our MIRA robot. Furthermore, we outline a modular model for a self-organizing robot action control system using language for instruction. Our approach for robot control using language incorporates some evidence related to the architectural and processing characteristics of the brain (Werrater et al. 2001b). This paper focuses on the neurocognitive clustering of actions and regional modularity for language areas in the brain. In particular, we describe a self-organizing network that realizes action clustering (Pulvermuller 2003).
引用
收藏
页码:73 / 94
页数:22
相关论文
共 50 条
  • [1] Self-organization of environmentally-adaptive shapes on a modular robot
    Yu, Chih-Han
    Willems, Francois-Xavier
    Ingber, Donald
    Nagpal, Radhika
    2007 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-9, 2007, : 2359 - +
  • [2] Variants of guided self-organization for robot control
    Martius, Georg
    Herrmann, J. Michael
    THEORY IN BIOSCIENCES, 2012, 131 (03) : 129 - 137
  • [3] Variants of guided self-organization for robot control
    Georg Martius
    J. Michael Herrmann
    Theory in Biosciences, 2012, 131 : 129 - 137
  • [4] Multipotent Systems: Combining Planning, Self-Organization, and Reconfiguration in Modular Robot Ensembles
    Kosak, Oliver
    Wanninger, Constantin
    Hoffmann, Alwin
    Ponsar, Hella
    Reif, Wolfgang
    SENSORS, 2019, 19 (01)
  • [5] Self-Organization Stochastic Fuzzy Control Based on OCPFA and Applied on Self-Balanced Robot
    Cai, Jianxian
    Ruan, Xiaogang
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 4775 - 4780
  • [6] Self-organization, learning and language
    Fang, FK
    PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1906 - 1911
  • [7] A Motivation-Based Self-organization Approach
    Sansores, Candelaria
    Pavon, Juan
    INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE 2008, 2009, 50 : 259 - +
  • [8] Self-organisation of language instruction for robot action control
    Elshaw, M
    Wermter, S
    Watt, P
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 22 - 27
  • [9] Self-organization of reaching operation in a robot: A bio-mimetic approach
    Chung, JM
    Ohnishi, N
    SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 3371 - 3376
  • [10] Spatial Self-Organization of Heterogeneous, Modular Architectures
    Doursat, Rene
    SASOW 2008: SECOND IEEE INTERNATIONAL CONFERENCE ON SELF-ADAPTIVE AND SELF-ORGANIZING SYSTEMS WORKSHOPS, PROCEEDINGS, 2008, : 306 - 312