Fuzzy behaviour learning for sony legged robots

نویسندگان

  • Dongbing Gu
  • Huosheng Hu
چکیده

This paper presents a learning reactive control scheme for the Sony legged robots to play soccer. We built a behavior-based architecture that consists of a set of reactive behaviors and a deliberative reasoning component to select or cc-ordinate the reactive behaviors. The major reactive behavior is for a Sony robot to move towards the ball, guided by on-board sensors. Fuzzy logic is used to encode the robot behavior. The learning of a FLC is conducted in two stages:learning parameters by GA and learnign its structure by Q-learning.

برای دانلود رایگان 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

Evolving Fuzzy Logic Controllers for Sony Legged Robots

This paper presents an evolutionary approach to learning a fuzzy logic controller(FLC) employed for reactive behaviour control of Sony legged robots. The learning scheme is divided into two stages. The first stage is a structure learning in which the rule base of FLC is generated by a backup updating learning. The second stage is a parameter learning in which the parameters of membership functi...

متن کامل

Towards Learning and Evolving of a Team of Sony Legged Robots

This paper presents a hybrid approach to learning and evolving of a team of Sony legged robots (AIBO) in the robot football domain. These advanced walking robots aim to participate in the Sony Legged Robot League within the RoboCup competition. To achieve this goal, three important issues have been addressed in the paper:(i) multi-sensor based distributed perception, (ii) behaviour based approa...

متن کامل

Reactive Behaviours and Agent Architecture for Sony Legged Robots to Play Football

Abstract. It has been an ultimate long-time dream in robotics and AI fields to build robotic systems with life-like appearance, behaviours and intelligence, reflected by many science fiction books and films. This is also an extremely challenging task. This paper introduces our current research efforts to build a multi-agent system for cooperation and learning of multiple life-like robots in the...

متن کامل

A Multi-Agent System for Cooperative Quadruped Walking Robots

We are interested in participating in RoboCup (Robot World Cup Initiative) challenge since it is an excellent forum to promote the research in many areas such as artificial intelligence, robotics, and agent technology. This paper introduces our current research efforts to build a multi-agent system for cooperation and learning of multiple legged robots in the RoboCup domain. A behaviour-based h...

متن کامل

An Adaptive Color Segmentation Algorithm for Sony Legged Robots

This paper presents an adaptive colour segmentation algorithm for Sony legged robots to play a football game. A Self-Organizing Map (SOM) is adopted to measure the current lighting condition and an Artificial Neural Network (ANN) is implemented to produce a suitable General Color Detection (GCD) table. Off-line learning is conducted in color segmentation in order for Sony-legged robots to adapt...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001