Title :
Solving Weapon-Target Assignment Problems by Cultural Particle Swarm Optimization
Author :
Wang, Shaolei ; Chen, Weiyi
Author_Institution :
Deptment of Weaponry Eng., Naval Univ. of Eng., Wuhan, China
Abstract :
The weapon-target assignment is a very complicated problem and a key point in the warship formations´ air defense operation. In this paper, a cultural particle swarm optimization algorithm for solving WTA problems is proposed. The general idea of the proposed algorithm is to combine the advantages of PSO which integrates local search and global search scheme possesses high search efficiency, and that of cultural algorithm which combines the search method with the knowledge representation scheme for collecting and reasoning knowledge about individual experience to avoid premature convergence. An example is used to verify the correctness and effectiveness of the proposed cultural PSO algorithm, comparing with both the traditional PSO method and the genetic algorithm method. The simulation results demonstrate that the proposed algorithm has rapid convergence speed and higher solution precision.
Keywords :
computational complexity; convergence; knowledge representation; military systems; particle swarm optimisation; search problems; weapons; NP-complete problem; WTA problems; cultural PSO algorithm; cultural particle swarm optimization algorithm; genetic algorithm method; global search scheme; knowledge collection; knowledge reasoning; knowledge representation scheme; local search scheme; premature convergence avoidance; warship formations air defense operation; weapon-target assignment problems; Algorithm design and analysis; Cultural differences; Optimization; Particle swarm optimization; Sociology; Statistics; Weapons; Cultural algorithms; Particle swarm optimization; air defense operation; weapon-target assignment;
Conference_Titel :
Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2012 4th International Conference on
Conference_Location :
Nanchang, Jiangxi
Print_ISBN :
978-1-4673-1902-7
DOI :
10.1109/IHMSC.2012.41