Title :
The effect of solution structure on the performance of non-derivative optimization algorithm
Author :
Yang, Guangyou ; Su, Xuwu ; Zhang, Daode
Author_Institution :
Lab. of Embedded Syst. & Intell. Control, Hubei Univ. of Technol., Wuhan
Abstract :
This paper analyses the performance of solution structure on non-derivative optimization algorithm based on characteristic of probability density function with Gaussian distribution. Using hybrid algorithm of non-derivative with two kinds of different solutions expression, the digital simulation experiments are made for benchmark functions. The results show that the structure form of solution of non-derivative optimization algorithm has an important influence on the accuracy and speed of convergence for function optimization. The function with different global minimum should adopt different structure of solutions expression. The non-derivative optimization algorithm with solutions expression of Gaussian distribution has good adaptability.
Keywords :
Gaussian distribution; optimisation; Gaussian distribution; function optimization; nonderivative optimization algorithm; probability density function; solution structure; Algorithm design and analysis; Automation; Digital simulation; Embedded system; Gaussian distribution; Intelligent control; Laboratories; MATLAB; Performance analysis; Probability density function; Benchmark function; Hybrid Algorithm; Non-derivative Optimization; Solution structure;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4593428