The balance between initial training and lifelong adaptation in evolving robot controllers

Joanne Heather Walker, Simon Martin Garrett, Myra Scott Wilson

Allbwn ymchwil: Cyfraniad at gyfnodolynErthygladolygiad gan gymheiriaid

29 Dyfyniadau(SciVal)

Crynodeb

A central aim of robotics research is to design robots that can perform in the real world; a real world that is often highly changeable in nature. An important challenge for researchers is therefore to produce robots that can improve their performance when the environment is stable, and adapt when the environment changes. This paper reports on experiments which show how evolutionary methods can provide lifelong adaptation for robots, and how this evolutionary process was embodied on the robot itself. A unique combination of training and lifelong adaptation are used, and this paper highlights the importance of training to this approach.
Iaith wreiddiolSaesneg
Tudalennau (o-i)423-432
Nifer y tudalennau10
CyfnodolynIEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)
Cyfrol36
Rhif cyhoeddi2
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 01 Ebr 2006

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