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
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;
Conference_Titel :
Industrial Informatics, 2008. INDIN 2008. 6th IEEE International Conference on
Conference_Location :
Daejeon
Print_ISBN :
978-1-4244-2170-1
Electronic_ISBN :
1935-4576
DOI :
10.1109/INDIN.2008.4618197