کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4627685 1631808 2014 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Cell-like P-systems based on rules of Particle Swarm Optimization
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات ریاضیات کاربردی
پیش نمایش صفحه اول مقاله
Cell-like P-systems based on rules of Particle Swarm Optimization
چکیده انگلیسی

For practical purposes, rules have to be defined to use hierarchical membrane structures of P-systems or membrane computing, the latest distributed and parallel paradigm in natural computing. The objective of this paper is to investigate and report the comparative implementation of five membrane optimization algorithms of P-systems based on evolution rules of Particle Swarm Optimization, on the latest CEC 2014 benchmark problem set, as has been asked for in Liang et al. (2013). The results, on this set of 30 problems of varying difficulty levels, is presented as per the specifications and evaluation criteria asked for, therein. The results of our paper show that our results are better than the results presented in the two papers appeared till now. Further, it is concluded that, using membrane optimization algorithms of P-systems based on PSO rules, improves the performance especially for higher dimensions. This can be achieved by minimum inter-communication and load–balancing amongst membranes.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Applied Mathematics and Computation - Volume 246, 1 November 2014, Pages 546–560
نویسندگان
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