TY - GEN
T1 - Large-Scale Weapon Target Assignment Based on Improved MOEA/D Algorithm
AU - Yu, Huiyang
AU - Xu, Tao
AU - Wang, Xiaoguang
AU - Yi, Xiaojian
AU - Chen, Junnan
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this paper, a modified MOEA/D algorithm with wider spread of solutions and faster convergence rate is developed to solve the static weapon target assignment problem. First, a bi-objective static weapon target assignment model is proposed for large-scale heterogeneous missile clusters and large- scale multi type targets assignment. Second, a decimal encoding method is designed to discribe multi-type weapons, where the population is updated by using the crossover and mutation operators and a repair operator is designed to rectify new generation. Third, the normalized Tchebycheff approach is adpoted to solve the problem of the difference of bi-objective scale. Finally, the advantage of the modified algorithm is illustrated by some numerical experiments.
AB - In this paper, a modified MOEA/D algorithm with wider spread of solutions and faster convergence rate is developed to solve the static weapon target assignment problem. First, a bi-objective static weapon target assignment model is proposed for large-scale heterogeneous missile clusters and large- scale multi type targets assignment. Second, a decimal encoding method is designed to discribe multi-type weapons, where the population is updated by using the crossover and mutation operators and a repair operator is designed to rectify new generation. Third, the normalized Tchebycheff approach is adpoted to solve the problem of the difference of bi-objective scale. Finally, the advantage of the modified algorithm is illustrated by some numerical experiments.
KW - MOEA/D
KW - NSGA-II
KW - ideal-nadir Tchebycheff approach
KW - weapon target assignment
UR - http://www.scopus.com/inward/record.url?scp=85151636149&partnerID=8YFLogxK
U2 - 10.1109/SRSE56746.2022.10067508
DO - 10.1109/SRSE56746.2022.10067508
M3 - Conference contribution
AN - SCOPUS:85151636149
T3 - 2022 4th International Conference on System Reliability and Safety Engineering, SRSE 2022
SP - 86
EP - 91
BT - 2022 4th International Conference on System Reliability and Safety Engineering, SRSE 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on System Reliability and Safety Engineering, SRSE 2022
Y2 - 15 December 2022 through 18 December 2022
ER -