DocumentCode
2750238
Title
Theoretical and experimental study on parameters setting of Ant Colony Optimization
Author
Liu, Yanpeng ; Yu, Yongsheng ; Tian, Wanjun ; Wu, Mingguang ; Qian, Jixin
Author_Institution
Dept. of Thermal Power Eng., Anhui Electr. Power Res. Inst., Hefei
fYear
2008
fDate
13-16 July 2008
Firstpage
726
Lastpage
730
Abstract
The parameters setting of evaporation rate and initial pheromone value of ant colony optimization are studied in this paper. Theorem 1 shows that the pheromone increment is a value between g(smax) and g(smin), which provides theoretical basis for the setting of the low pheromone bound tau min. The estimation formula of evaporation rate p is given. The results are useful to understanding this algorithm and using it to solve combinatorial optimization problems. Results of simulation experiments testify the effectiveness of the conclusions.
Keywords
combinatorial mathematics; optimisation; ant colony optimization; combinatorial optimization problems; evaporation rate; initial pheromone value; Analytical models; Ant colony optimization; Constraint optimization; Cost function; Minimization methods; Power engineering; Power engineering and energy; Probability; Testing; Thermal engineering; Ant colony optimization; combinatorial optimization; parameter setting;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Informatics, 2008. INDIN 2008. 6th IEEE International Conference on
Conference_Location
Daejeon
ISSN
1935-4576
Print_ISBN
978-1-4244-2170-1
Electronic_ISBN
1935-4576
Type
conf
DOI
10.1109/INDIN.2008.4618197
Filename
4618197
Link To Document