Title :
An Approach to Robot Motion Behaviour Representation
Author :
Liu, Honghai ; Brown, David J.
Author_Institution :
Institute of Industrial Research, University of Portsmouth, PO1 3HE, Portsmouth UK. email: honghai.liu@port.ac.uk
Abstract :
We propose a set of algorithms for robot motion behaviour representation based on our previous research, fuzzy qualitative trigonometry and fuzzy qualitative robot kinematics. It aims at developing a fuzzy qualitative framework for the connection of qualitative and quantitative representations. Firstly, we revisit fuzzy qualitative robot kinematics and derive fuzzy qualitative robot kinematics in terms of D-H robotic structure, fuzzy qualitative trajectories of a PUMA robot have been provided to prove the proposed method. Then robot behaviour extraction has been studied using three algorithms which are an adopted ordered weighted averaging operators, k-means classifier and EM clustering. Finally, simulation results of the PUMA robot using the three algorithms have been demonstrated and discussed with concluding remarks.
Keywords :
fuzzy set theory; geometry; robot kinematics; D-H robotic structure; EM clustering; PUMA robot; fuzzy qualitative robot kinematics; fuzzy qualitative trigonometry; k-means classifier; ordered weighted averaging operators; robot motion behaviour representation; Clustering algorithms; Cognitive robotics; Fuzzy reasoning; Fuzzy sets; Manipulators; Mobile robots; Robot kinematics; Robot motion; Robot sensing systems; Space technology;
Conference_Titel :
Fuzzy Systems Conference, 2007. FUZZ-IEEE 2007. IEEE International
Conference_Location :
London
Print_ISBN :
1-4244-1209-9
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2007.4295496