Using co-evolution to produce robust robot control

被引:0
|
作者
McNutt, G [1 ]
机构
[1] Sun Microsyst Inc, Palo Alto, CA 94303 USA
来源
PROCEEDINGS OF THE 36TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5 | 1997年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Genetic programming is used to co-evolve robots and their test environments. Simulated mobile robots evolved based on their ability to navigate test courses. Test courses evolve based on their ability to cause robots to crash. Coupling robots to their test environments produces robust results. Coevolution simultaneously evolves the robot controller, verifies the robot physical design and tests the robots in increasingly difficult environments. The robots produced can routinely navigate over 98% of these highly evolved, difficult test courses. In several cases, robots are found that navigate 100% of the courses.
引用
收藏
页码:2515 / 2520
页数:6
相关论文
共 50 条
  • [21] Co-evolution for cooperative behavior acquisition in a multiple mobile robot environment
    Uchibe, E
    Nakamura, M
    Asada, M
    1998 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS - PROCEEDINGS, VOLS 1-3: INNOVATIONS IN THEORY, PRACTICE AND APPLICATIONS, 1998, : 425 - 430
  • [22] Premature convergence in morphology and control co-evolution: a study
    Eguiarte-Morett, Luis
    Aguilar, Wendy
    ADAPTIVE BEHAVIOR, 2024, 32 (02) : 137 - 165
  • [23] Evolution Control in MDE Projects: Controlling Model and Code Co-evolution
    Estublier, Jacky
    Leveque, Thomas
    Vega, German
    FUNDAMENTALS OF SOFTWARE ENGINEERING, 2010, 5961 : 431 - 438
  • [24] Sustainable co-evolution
    Cairns, John, Jr.
    INTERNATIONAL JOURNAL OF SUSTAINABLE DEVELOPMENT AND WORLD ECOLOGY, 2007, 14 (01): : 103 - 108
  • [25] Designing for co-evolution
    Angelucci, Filippo
    Di Sivo, Michele
    TECHNE-JOURNAL OF TECHNOLOGY FOR ARCHITECTURE AND ENVIRONMENT, 2019, 18 : 120 - 127
  • [26] Design of robust flow-path network for AGV systems using competitive co-evolution with packaging
    Chiba, R
    Ota, J
    Arai, T
    2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2005, : 3164 - 3169
  • [27] Brains, Bodies, and Beyond: Competitive Co-Evolution of Robot Controllers, Morphologies and Environments
    Gunnar Buason
    Nicklas Bergfeldt
    Tom Ziemke
    Genetic Programming and Evolvable Machines, 2005, 6 (1) : 25 - 51
  • [28] An investigation, using co-evolution, to evolve an Awari player
    Davis, JE
    Kendall, G
    CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 1408 - 1413
  • [29] Using plants to elucidate the mechanisms of cytonuclear co-evolution
    Sloan, Daniel B.
    NEW PHYTOLOGIST, 2015, 205 (03) : 1040 - 1046
  • [30] The distributed co-evolution of an on-board simulator and controller for swarm robot behaviours
    O'Dowd, Paul J.
    Studley, Matthew
    Winfield, Alan F. T.
    EVOLUTIONARY INTELLIGENCE, 2014, 7 (02) : 95 - 106