Title :
Immune system multiobjective optimization algorithm for analysis of communication network planning
Author :
Bin Zhang ; Wei Zhang ; Fang Chen ; Jingjing Zhang ; Yuan Zhao ; Weihua Ren
Author_Institution :
PLA Acad. of Nat. Defense Inf. Wuhan, Wuhan, China
Abstract :
Based on Artificial Immune System, a novel Immune System Multiobjective Optimization Algorithm (ISMOA) for Analysis of Communication Network Planning is proposed. The problem can be transformed into multiobjective 0/1 knapsack problem by modeling. By fixing the avidity properly, presenting vaccine operation and clonal selection operation, ISMOA guides the selection process towards the Pareto-optimal front and preserves the diversity of the solutions. The comparisons of ISMOA with other algorithms suggest that ISMOA clearly outperforms in solutions performances of coverage and distribution.
Keywords :
artificial immune systems; knapsack problems; telecommunication network planning; ISMOA; Pareto-optimal front; artificial immune system; clonal selection operation; communication network planning analysis; immune system multiobjective optimization algorithm; multiobjective 0/1 knapsack problem; vaccine operation; Algorithm design and analysis; Communication networks; Immune system; Optimization; Planning; Sociology; Statistics; Analysis of Communication Network Planning; Immune System; clonal selection operation; vaccine operation;
Conference_Titel :
Natural Computation (ICNC), 2014 10th International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4799-5150-5
DOI :
10.1109/ICNC.2014.6975863