Title :
An object-based evolutionary algorithm: the nesting solution
Author :
Ratanapan, Kanchitpol ; Dagli, Cihan H.
Author_Institution :
Smart Eng. Syst. Lab., Missouri Univ., Rolla, MO, USA
Abstract :
The nesting problems have received considerable attention and have been addressed by a variety of algorithms. Recently, evolutionary algorithms have been adopted for solutions. Most of these algorithms, however, require a search in one-dimensional space; thus a transformation of the problem to a single dimension, as in the sequencing problems, is needed. Unfortunately, this restricts the search space. In this study an object-based evolutionary algorithm for the nesting problems is proposed. The methodology is created in a true two-dimensional space, allowing object-based mechanisms and object-based evolutionary operators to perform effectively on the space without restricting search alternatives. Implementation of the algorithm is conducted using grid representation where no overlapping is allowed. Layout simulation/animation over generations shows the continual improvement by this method. Experimental results of packing density on rectangular and irregular versions of the nesting problem are up to 94.41% and 82.34%, respectively. For industrial-size data, five hundred and forty-three pieces are tested. The final packing density is 74.89%
Keywords :
genetic algorithms; object-oriented programming; operations research; nesting solution; object-based evolutionary algorithm; object-based evolutionary operators; object-based mechanisms; search alternatives; sequencing problems; Evolutionary computation; Floors; Manufacturing industries; Research and development management; Search methods; Shipbuilding industry; Systems engineering and theory; Testing; Textile industry; Very large scale integration;
Conference_Titel :
Evolutionary Computation Proceedings, 1998. IEEE World Congress on Computational Intelligence., The 1998 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
0-7803-4869-9
DOI :
10.1109/ICEC.1998.700093