Title :
Time delays identification by means of a hybrid interpolated ant colony optimization and Nelder-Mead algorithm
Author :
Paplinski, Janusz P.
Author_Institution :
Dept. of Control & Meas., West Pomeranian Univ. of Technol., Szczecin, Poland
Abstract :
The paper presents a possibility of application a hybrid algorithm compound of a global algorithm Interpolated Ant Colony Optimization and local Directional Derivatives Simplex (IACO-DDS) to identification of the time delays in the linear plant. The Interpolated Ant Colony Optimization algorithm (IACO) can be used to continuous problems. The Derivatives Simplex belongs to the class of a modified Nelder Mead Algorithm. The IACO-DDS algorithm is compared with the simple IACO in terms of their speed and efficiency for unimodal and multimodal search space. The investigation was made for the sixteen plants with random parameters, divide into two group: the simple and difficult to identification plants.
Keywords :
algorithm theory; ant colony optimisation; IACO DDS algorithm; Nelder mead algorithm; continuous problems; global algorithm; hybrid interpolated ant colony optimization algorithm; local directional derivatives simplex; multimodal search space; time delays identification; Robots; Robustness; Ant Colony Optimization; Nelder Mead simplex; hybrid algorithm; identification; time delay;
Conference_Titel :
Process Control (PC), 2013 International Conference on
Conference_Location :
Strbske Pleso
Print_ISBN :
978-1-4799-0926-1
DOI :
10.1109/PC.2013.6581380