装配的进化多路径规划

C. Hocaoglu, A. Sanderson
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引用次数: 0

摘要

装配作业的可行性问题被认为是一个层次的可行性测试:局部可行性和全局可行性。我们将全局可行性问题看作是一个多维优化问题,并采用进化计算技术进行求解。一种新颖的、迭代的、多分辨率的路径表示被用作进化编码的基础。如果在搜索层次结构的早期找到了成功的路径(分辨率较低),则不需要进一步扩展路径搜索的这一部分。这一优势被映射到编码的搜索空间中,并相应地调整路径分辨率。该算法可以适应不同的优化准则,以及这些准则的变化,并且能够同时找到多条备选路径。在若干装配的多维路径规划问题上验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evolutionary multiple path planner for assembly
The problem of assembly operation feasibility is considered as a hierarchy of feasibility tests: local feasibility and global feasibility. We consider the problem of global feasibility as a multi-dimensional optimization problem which is approached using evolutionary computation techniques. A novel, iterative, multiresolution path representation is used as a basis for the evolutionary coding. If a successful path is found early in the search hierarchy (at a low level of resolution), then further expansion of that portion of the path search is not necessary. This advantage is mapped into the encoded search space and adjusts the path resolution accordingly. The algorithm can accommodate different optimization criteria, changes in these criteria, and is capable of finding multiple, alternative paths simultaneously. The effectiveness of the algorithm is demonstrated on a number of multi-dimensional path planning problems for assembly.
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