Title :
Calculating manipulator trajectories with parallel evolutionary strategies
Author :
Ortmann, Matthias
Author_Institution :
Dept. of Comput. Sci., Ruhr-Univ., Bochum, Germany
fDate :
6/23/1905 12:00:00 AM
Abstract :
Due to the complexity of the search space, the calculation of robot trajectories is a well suited field for evolutionary algorithms. Owing to the time-expensive calculation of the evolutionary algorithm and especially the collision-detection algorithm, the calculation of robot trajectories is mostly not in real time. Therefore, this paper presents an approach for shortening the calculation time by parallelising the whole algorithm. First, the problem to be solved is described. Here, the special coding of the robot trajectories is presented. Then the parallel algorithm and its realisation on a cluster is introduced. Finally, the performance comparisons are presented
Keywords :
genetic algorithms; manipulator dynamics; parallel algorithms; path planning; search problems; collision detection; evolutionary algorithms; homogeneous cluster; manipulator trajectory; medium granularity; optimization; parallel algorithm; parallel evolutionary strategy; search space; Clustering algorithms; Detection algorithms; Evolutionary computation; Linear programming; Manipulators; Optimization methods; Orbital robotics; Parallel algorithms; Robot kinematics; Stochastic processes;
Conference_Titel :
Telecommunications in Modern Satellite, Cable and Broadcasting Service, 2001. TELSIKS 2001. 5th International Conference on
Conference_Location :
Nis
Print_ISBN :
0-7803-7228-X
DOI :
10.1109/TELSKS.2001.955871