Evolutionary Cost-Optimal Composition Synthesis of Modular Robots Considering a Given Task

被引:0
|
作者
Icer, Esra [1 ]
Hassan, Heba A. [2 ]
El-Ayat, Khaled [2 ]
Althoff, Matthias [1 ]
机构
[1] Tech Univ Munich, Dept Comp Sci, D-85748 Garching, Germany
[2] Amer Univ Cairo, Dept Comp Sci & Engn, 113 Kasr Al Aini St, Cairo, Egypt
关键词
OBSTACLE AVOIDANCE; CONFIGURATION; DESIGN; MANIPULATORS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Commercially available robots cannot always be adapted to arbitrary tasks or environments, particularly when the task would exceed the kinematic or dynamic limits of the robot. Modular robots offer a solution to this problem, since they can be reconfigured in various ways from a set of modules. The challenge of choosing the optimal composition for a given task, however, is hard since the search space of compositions is vast. Our approach addresses this problem: instead of finding the cost-optimal solution over all possible compositions individually, we propose a time-efficient composition synthesis method which uses evolutionary algorithms by taking task-related objectives into account. Simulations show that our algorithm finds the cost-optimal module composition with less computation time than other methods in the literature.
引用
收藏
页码:3562 / 3568
页数:7
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