TY - JOUR
T1 - Research on key parameter value optimization design of data driven combat system of system
AU - Yang, Ao
AU - Gong, Lin
AU - Zhu, Mingren
AU - Chen, Xi
AU - Liu, Tianren
N1 - Publisher Copyright:
© 2019, Computers and Industrial Engineering. All rights reserved.
PY - 2019
Y1 - 2019
N2 - This paper proposes a kind of data-driven process to optimize the system of system key parameters with agent model and heuristic optimization algorithm, which are hard to optimize by traditional methods due to the high coupling between parameters and unknown design mechanism. Taking a combat system of system as example, this paper built an agent model with BP neural network and then optimized the values of key parameters, realized the optimization design of the key parameters of the combat system of system, and verified the feasibility of the process and technology. It provides a solution for the prediction for evaluation results of system of system design performance and the rapid optimization design of key parameter indicators.
AB - This paper proposes a kind of data-driven process to optimize the system of system key parameters with agent model and heuristic optimization algorithm, which are hard to optimize by traditional methods due to the high coupling between parameters and unknown design mechanism. Taking a combat system of system as example, this paper built an agent model with BP neural network and then optimized the values of key parameters, realized the optimization design of the key parameters of the combat system of system, and verified the feasibility of the process and technology. It provides a solution for the prediction for evaluation results of system of system design performance and the rapid optimization design of key parameter indicators.
KW - Agent model for system performance evaluation
KW - BP neural network
KW - Key parameter design of combat system of system
KW - PSO
UR - https://www.scopus.com/pages/publications/85079482798
M3 - Conference article
AN - SCOPUS:85079482798
SN - 2164-8689
VL - 2019-October
JO - Proceedings of International Conference on Computers and Industrial Engineering, CIE
JF - Proceedings of International Conference on Computers and Industrial Engineering, CIE
T2 - 49th International Conference on Computers and Industrial Engineering, CIE 2019
Y2 - 18 October 2019 through 21 October 2019
ER -