TY - JOUR
T1 - Optimization of Micro-EFP charge structures based on PSO-SVM algorithm
AU - Zhang, Y. M.
AU - Jiang, J. W.
AU - Wang, S. Y.
AU - Chen, G. J.
N1 - Publisher Copyright:
© 2024 Institute of Physics Publishing. All rights reserved.
PY - 2024
Y1 - 2024
N2 - To achieve a high-performance design of micro Explosive Formed Projectile (EFP) structures, a method based on the combination of the Particle Swarm Optimization (PSO) algorithm and Support Vector Machine (SVM) with numerical simulation technology is proposed for the optimization and design of EFP structures. The efficient optimization of the EFP structure is achieved by establishing the mapping relationship between the EFP structure and performance and using the PSO algorithm for parameter optimization. The results show that the optimal parameters of the structure are Rout/Dk=1.347, Rin/Dk=1.552, δ/Dk=0.045, σ/Dk=0.060, and N(L/Dk) =1.082. Under this optimization option, the EFP velocity is predicted to be 2362.6 m/s, and the numerical simulation results are 2385 m/s, with an error of only 0.95%. An effective optimization approach for the design of micro explosively formed projectiles is provided.
AB - To achieve a high-performance design of micro Explosive Formed Projectile (EFP) structures, a method based on the combination of the Particle Swarm Optimization (PSO) algorithm and Support Vector Machine (SVM) with numerical simulation technology is proposed for the optimization and design of EFP structures. The efficient optimization of the EFP structure is achieved by establishing the mapping relationship between the EFP structure and performance and using the PSO algorithm for parameter optimization. The results show that the optimal parameters of the structure are Rout/Dk=1.347, Rin/Dk=1.552, δ/Dk=0.045, σ/Dk=0.060, and N(L/Dk) =1.082. Under this optimization option, the EFP velocity is predicted to be 2362.6 m/s, and the numerical simulation results are 2385 m/s, with an error of only 0.95%. An effective optimization approach for the design of micro explosively formed projectiles is provided.
UR - http://www.scopus.com/inward/record.url?scp=85214396333&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/2891/6/062020
DO - 10.1088/1742-6596/2891/6/062020
M3 - Conference article
AN - SCOPUS:85214396333
SN - 1742-6588
VL - 2891
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 6
M1 - 062020
T2 - 4th International Conference on Defence Technology, ICDT 2024
Y2 - 23 September 2024 through 26 September 2024
ER -