Staged Competence Learning in Developmental Robotics

نویسندگان

  • Mark H. Lee
  • Qinggang Meng
  • Fei Chao
چکیده

Developmental psychology has long recognized the presence of stages in human cognitive development , although the underlying causes and processes are still an open question and subject to much debate. This article draws inspiration from psychology and describes an approach towards developmental growth for robotics that utilizes natural constraints in a general learning mechanism. The method, summarized as Lift-Constraint, Act, Saturate (LCAS), is applicable to all levels of control and behavior, and can be implemented in any robotic configuration. An implementation based on sensory-motor learning in early infancy is described and the results from experiments are presented and discussed .

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Development of eye-head gaze control on the iCub robot

Our gaze architecture enables very fast learning of gaze control on the iCub using both learning methods. Each has advantages, and we are continuing to investigate how both play a part in infant development. References [1] Law, J., Lee, M., Huelse, M., Tomassetti, A.: The infant development timeline and its application to robot shaping. Adaptive Behavior 19(5), 335-358, 2011. [2] Lee, M., Meng,...

متن کامل

Psychologically Inspired Sensory-Motor Development in Early Robot Learning

We present an implementation of a model of very early sensory-motor development, guided by results from developmental psychology. Behavioral acquisition and growth is demonstrated through constraintlifting mechanisms initiated by global state variables. The results show how staged competence can be shaped by qualitative behavior changes produced by anatomical, computational and maturational con...

متن کامل

The infant development timeline and its application to robot shaping

Early infancy is a time of remarkable sensorimotor learning and rapid cognitive growth. Such development offers a rich source of inspiration for models that might allow robotic systems to learn cumulatively and autonomously. This article consists of three parts. The first part introduces the key issues from a robotics perspective. In particular, we promote a constructivist approach in which syn...

متن کامل

Developmental learning for autonomous robots

Developmental robotics is concerned with the design of algorithms that promote robot adaptation and learning through qualitative growth of behaviour and increasing levels of competence. This paper uses ideas and inspiration from early infant psychology (up to 3 months of age) to examine how robot systems could discover the structure of their local sensory-motor spaces and learn how to coordinat...

متن کامل

Growth of Motor Coordination in Early Robot Learning

We present an implementation of a model of very early sensory-motor development, guided by results from developmental psychology. Behavioral acquisition and growth is demonstrated through constraint-lifting mechanisms initiated by global state variables. The results show how staged competence can be shaped by qualitative behavior changes produced by anatomical, computational and maturational co...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Adaptive Behaviour

دوره 15  شماره 

صفحات  -

تاریخ انتشار 2007