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首页> 外文期刊>Applied mathematics and computation >On solving the forward kinematics of 3RPR planar parallel manipulator using hybrid metaheuristics
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On solving the forward kinematics of 3RPR planar parallel manipulator using hybrid metaheuristics

机译:利用混合元启发式方法求解3RPR平面并联机械手的正向运动学

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摘要

Hybrid metaheuristics have been applied with success in solving many real-world problems. This work introduces hybrid metaheuristics to the field of kinematics problem, in particular, for solving the forward kinematics of the 3RPR parallel manipulator. It implements a combination of genetic algorithms and simulated annealing into two popular hybrid metaheuristic techniques. They are combined as teamwork and relay collaborative hybrid metaheuristics and compared to the performance of genetic algorithms and simulated annealing alone. The results show that the meta-heuristic approaches give robust and high quality solutions. Genetic algorithms and teamwork collaborative metaheuristics showed better performance than simulated annealing and relay collaborative metaheuristics. The given metaheuristic methods obtain all the unique solutions and comparisons with algebraic methods show promising results.
机译:混合元启发法已成功应用于解决许多实际问题。这项工作将混合元启发式方法引入了运动学问题领域,特别是用于解决3RPR并联机械手的正向运动学问题。它实现了遗传算法和模拟退火的组合,成为两种流行的混合元启发式技术。它们被结合为团队合作和中继协作混合元启发法,并与遗传算法和仅模拟退火的性能进行了比较。结果表明,元启发式方法提供了可靠且高质量的解决方案。遗传算法和团队协作式元启发式方法比模拟退火和中继协作式元启发式方法表现出更好的性能。给定的元启发式方法获得了所有唯一的解,并且与代数方法的比较显示了有希望的结果。

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