Title :
Golden Search Based Artificial Bee Colony Algorithm and Its Application to Solve Engineering Design Problems
Author :
Sharma, Tarun Kumar ; Pant, Millie
Author_Institution :
Indian Inst. of Technol., Roorkee, India
Abstract :
A poor balance between exploration and exploitation may result in a weak optimization method which may suffer from premature convergence, trapping in a local optima, and stagnation. In order to enhance the global convergence and to prevent to stick on a local solution of the ABC, an improvement based on golden section search method is proposed in this paper. The local search algorithm assists in the global search of the solution. Numerical results show that the hybridization is beneficial and outperform when applied on four engineering design problems taken from literature.
Keywords :
convergence of numerical methods; design engineering; optimisation; search problems; engineering design problems; global convergence; golden search based artificial bee colony algorithm; local search algorithm; premature convergence; weak optimization method; Algorithm design and analysis; Convergence; Gears; Mathematical model; Optimization; Transistors; Artificial Bee Colony; Convergence; Golden Section; Local Search;
Conference_Titel :
Advanced Computing & Communication Technologies (ACCT), 2012 Second International Conference on
Conference_Location :
Rohtak, Haryana
Print_ISBN :
978-1-4673-0471-9
DOI :
10.1109/ACCT.2012.59