TY - GEN
T1 - New pheromone trail updating method of ACO for satellite control resource scheduling problem
AU - Na, Zhang
AU - Zu-Ren, Feng
AU - Liang-Jun, Ke
PY - 2010
Y1 - 2010
N2 - An ant colony optimization approach for the satellite control resource scheduling problem is presented. Based on the observation that the solution space of the problem is sparse, two pheromone updating methods, i.e., the reinitialize-guidance-updating and current-guidance-updating methods, are proposed to avoid the trapping in local optima. The basic idea of these two methods is to change the distribution of pheromone trails by updating them with a guidance solution once the algorithm stagnates. We compare the proposed algorithm with several other heuristics. The experimental results demonstrate that our approach is competitive in terms of exploration capability of reaching the near-global optimal solution and adaptability to the future situations.
AB - An ant colony optimization approach for the satellite control resource scheduling problem is presented. Based on the observation that the solution space of the problem is sparse, two pheromone updating methods, i.e., the reinitialize-guidance-updating and current-guidance-updating methods, are proposed to avoid the trapping in local optima. The basic idea of these two methods is to change the distribution of pheromone trails by updating them with a guidance solution once the algorithm stagnates. We compare the proposed algorithm with several other heuristics. The experimental results demonstrate that our approach is competitive in terms of exploration capability of reaching the near-global optimal solution and adaptability to the future situations.
UR - https://www.scopus.com/pages/publications/79959486116
U2 - 10.1109/CEC.2010.5585968
DO - 10.1109/CEC.2010.5585968
M3 - 会议稿件
AN - SCOPUS:79959486116
SN - 9781424469109
T3 - 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
BT - 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
T2 - 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
Y2 - 18 July 2010 through 23 July 2010
ER -