Title :
GA-based control of binary-continuous joints of a multi-link micromanipulator using SMA actuators
Author :
Forêt, Jérême ; Ferreira, Antoine ; Fontaine, Jean-Guy
Author_Institution :
Lab. de Vision et Robotique, ENSIB, Bourges, France
Abstract :
The paper presents a control strategy for a hyper redundant micromanipulator that has the particularity to have either a) binary joints: only a small finite number of position are allowed within min and max bounds and b) continuous joints: the joint can move continuously within its min and max bounds. The problem optimization is double: a) solve inverse kinematics for this kind of system and b) maximize the number of binary joints. We show that the hybrid nature of the manipulator make these problems nontrivial and we develop a parallel evolution strategy (ES) and genetic algorithm (GA) in response to this dual problem.
Keywords :
flexible manipulators; genetic algorithms; intelligent actuators; micromanipulators; optimal control; redundant manipulators; shape memory effects; GA-based control; SMA actuators; binary joints; binary-continuous joints; continuous joints; genetic algorithm; hyperredundant micromanipulator; inverse kinematics; maximization; multilink micromanipulator; optimization; parallel evolution strategy; Actuators; Biomedical equipment; Control systems; Genetic algorithms; Kinematics; Medical control systems; Medical services; Micromanipulators; Prototypes; Stochastic processes;
Conference_Titel :
Intelligent Robots and Systems, 2002. IEEE/RSJ International Conference on
Print_ISBN :
0-7803-7398-7
DOI :
10.1109/IRDS.2002.1044006