کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
413782 680677 2012 19 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Simulated annealing with auxiliary knowledge for process planning optimization in reconfigurable manufacturing
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Simulated annealing with auxiliary knowledge for process planning optimization in reconfigurable manufacturing
چکیده انگلیسی

In this paper, three simulated annealing based algorithms that exploit auxiliary knowledge in different ways are devised and employed to handle a manufacturing process planning problem for reconfigurable manufacturing. These algorithms are configured based on a generic combination of the simulated annealing technique with; (a) heuristic knowledge, and (b) metaknowledge. Capabilities of the implemented algorithms are tested and their performances compared against a basic simulated annealing algorithm. Computational and optimization performances of the implemented algorithms are investigated and analyzed for two problem sizes. Each problem size consists of five different forms of a manufacturing process planning problem. The five forms are differentiated by five alternative objective functions. Experimental results show that the implemented simulated annealing algorithms are able to converge to good solutions in reasonable time. A computational analysis indicates that significant improvements towards a better optimal solution can be gained by implementing simulated annealing based algorithms that are supported by auxiliary knowledge.


► We consider three simulated annealing algorithms with auxiliary knowledge for process planning.
► The simulated annealing algorithms are compared against simulated basic annealing algorithm.
► Experimental results show that simulated annealing algorithms are able to converge in short time.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Robotics and Computer-Integrated Manufacturing - Volume 28, Issue 2, April 2012, Pages 113–131
نویسندگان
, ,