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首页> 外文期刊>International journal of computational methods >Robot workspace optimization using a novel modified differential evolutionary technique
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Robot workspace optimization using a novel modified differential evolutionary technique

机译:使用新型改进的差分进化技术优化机器人工作空间

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摘要

Robotic manipulators with three-revolute (3R) family of positional configurations are very common in the industrial robots (IRs). The capability of a robot largely depends on the workspace (WS) of the manipulator apart from other parameters. With the constraints in mind, the optimization of the workspace is of prime importance in designing the manipulator. The problem is formulated as a constrained optimization problem with workspace volume as objective function. It is observed that the previous literature is confined to use of conventional soft computing algorithms only, while a new search algorithm is conceptualized and proposed to improve the computational time. The proposed algorithm differs from the conventional differential evolutionary (DE) algorithm only in the place of initialization and selection. The algorithm gives a good set of geometric parameters of manipulator within the applied constrained limits. The availability of such an algorithm for optimizing the workspace is important, especially for highly constrained environments. The efficiency of the proposed approach to optimize the workspace of 3R manipulators is exhibited through diverse cases.
机译:具有三转(3R)系列位置配置的机械手在工业机器人(IR)中非常常见。除了其他参数外,机器人的能力在很大程度上取决于机械手的工作空间(WS)。考虑到这些限制,工作空间的优化在设计操纵器时至关重要。该问题被表述为以工作空间体积为目标函数的约束优化问题。可以看到,以前的文献仅限于使用传统的软计算算法,而提出了一种新的搜索算法并提出了新的搜索算法,以缩短计算时间。所提出的算法与常规差分进化(DE)算法的不同之处仅在于初始化和选择。该算法在施加的限制范围内给出了一组良好的机械手几何参数。这种用于优化工作空间的算法的可用性很重要,尤其是对于高度受限的环境。通过多种情况展示了所提出的优化3R机械手工作空间的方法的效率。

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