Title :
Stability Analysis of the Ant System Dynamics with Non-uniform Pheromone Deposition Rules
Author :
Saha, Indrani Kundu
Author_Institution :
Jadavpur Univ., Kolkata
Abstract :
This paper extends the classical Ant Systems by considering non-uniform deposition by the ants while constructing pheromone trails. A deterministic solution to the ant system dynamics for both uniform and non-uniform pheromone deposition rules has been obtained to determine the parameters of the dynamics that ensure stability in pheromone trails. The results of the stability analysis have been confirmed by extensive computer simulations. It is further noted that the Ant System (AS) employing exponential pheromone deposition rule yields better results in comparison to the one employing parabolic deposition rule.
Keywords :
optimisation; stability; ant system dynamics; deterministic solution; nonuniform pheromone deposition rules; parabolic deposition rule; pheromone trails; stability analysis; Algorithm design and analysis; Ant colony optimization; Computational intelligence; Computer simulation; Convergence; Differential equations; Legged locomotion; Multimedia systems; Stability analysis; Telecommunications;
Conference_Titel :
Conference on Computational Intelligence and Multimedia Applications, 2007. International Conference on
Conference_Location :
Sivakasi, Tamil Nadu
Print_ISBN :
0-7695-3050-8
DOI :
10.1109/ICCIMA.2007.32