Title :
Real-parameter optimization performance study on the CEC-2005 benchmark with SPC-PNX
Author :
Ballester, Pedro J. ; Stephenson, John ; Carter, Jonathan N. ; Gallagher, Kerry
Author_Institution :
Dept. of Earth Sci. & Eng., Imperial Coll. London
Abstract :
This paper presents a performance study of a real-parameter genetic algorithm (SPC-PNX) on a new benchmark of real-parameter optimisation problems. This benchmark provides a systematic way to compare different optimisation methods on exactly the same test problems. These problems were designed to be hard as they incorporate features that have been shown to pose great difficulty to many optimisation methods
Keywords :
genetic algorithms; parameter estimation; CEC-2005 benchmark; SPC-PNX; real-parameter genetic algorithm; real-parameter optimization; Algorithm design and analysis; Benchmark testing; Design optimization; Evolutionary computation; Genetic algorithms; Genetic engineering; Geoscience; Optimization methods; Performance analysis; System testing;
Conference_Titel :
Evolutionary Computation, 2005. The 2005 IEEE Congress on
Conference_Location :
Edinburgh, Scotland
Print_ISBN :
0-7803-9363-5
DOI :
10.1109/CEC.2005.1554724