TY - GEN
T1 - Cooperative target assignment for unmanned combat aerial vehicles based on Bayesian optimization algorithm with decision graphs
AU - Cao, Lu
AU - Zhang, An
PY - 2013
Y1 - 2013
N2 - In order to solve target assignment problems for unmanned combat aerial vehicles (UCAVs) during the process of UCAVs cooperative control, a cooperative target assignment methodology based on the Bayesian optimization algorithm with decision graphs (DBOA) is put forward. Firstly, considering enemies, ourselves and internal conflicts of UCAVs, a cooperative target assignment mathematical model is established. Then, avoiding trapping in local optimal solutions, the Bayesian network is constructing to guide and optimize evolution capabilities of the population. Finally, the simulation results show that the Bayesian optimization algorithm with decision graphs has a rapid convergence speed and can obtain the optimal solution. The results also demonstrate that the assignment methodology above owns a good time efficiency and assignment effect.
AB - In order to solve target assignment problems for unmanned combat aerial vehicles (UCAVs) during the process of UCAVs cooperative control, a cooperative target assignment methodology based on the Bayesian optimization algorithm with decision graphs (DBOA) is put forward. Firstly, considering enemies, ourselves and internal conflicts of UCAVs, a cooperative target assignment mathematical model is established. Then, avoiding trapping in local optimal solutions, the Bayesian network is constructing to guide and optimize evolution capabilities of the population. Finally, the simulation results show that the Bayesian optimization algorithm with decision graphs has a rapid convergence speed and can obtain the optimal solution. The results also demonstrate that the assignment methodology above owns a good time efficiency and assignment effect.
KW - Bayesian optimization algorithm with decision graphs
KW - cooperative target assignment
KW - global optimization
KW - unmanned combat aerial vehicles
UR - http://www.scopus.com/inward/record.url?scp=84901804628&partnerID=8YFLogxK
U2 - 10.1109/ICNC.2013.6818016
DO - 10.1109/ICNC.2013.6818016
M3 - 会议稿件
AN - SCOPUS:84901804628
SN - 9781467347143
T3 - Proceedings - International Conference on Natural Computation
SP - 439
EP - 443
BT - Proceedings - 2013 9th International Conference on Natural Computation, ICNC 2013
PB - IEEE Computer Society
T2 - 2013 9th International Conference on Natural Computation, ICNC 2013
Y2 - 23 July 2013 through 25 July 2013
ER -