基于多模型网络的激光末制导炮弹诸元解算方法

Translated title of the contribution: Firing Data Calculation Method for Laser Terminal Guidance Projectile Based on Multi-model Network

Chang Liu, Hongbo Lei, Shiyao Lin, Shipeng Fan*, Jiang Wang

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

To deal with the large truncation errors and defects of being unable to give quick and accurate solutions in calculating the firing data of laser terminal guidance projectiles by the firing table, a method based on multi-model network is proposed. Firstly, a six-degree-of-freedom trajectory model of the guided projectile is established, and the influence of the rear sight on the range in the initial conditions is analyzed. Secondly, considering the influence of air temperature, air pressure, wind interference and other factors on the solution, the least square method is used to fit the air temperature and pressure, and the layer weight method is adopted to obtain the accurate ballistic wind as part of the input of the network model. Thirdly, samples are generated in batches through simulations, which are applied to train each model in the deep neural network. Finally, the proposed method is verified by simulations and flight tests. The simulation results show that the proposed method has a higher precision and an error rate of less than 0. 2豫 compared with the traditional firing table.

Translated title of the contributionFiring Data Calculation Method for Laser Terminal Guidance Projectile Based on Multi-model Network
Original languageChinese (Traditional)
Pages (from-to)2745-2755
Number of pages11
JournalBinggong Xuebao/Acta Armamentarii
Volume44
Issue number9
DOIs
Publication statusPublished - 20 Sept 2023

Fingerprint

Dive into the research topics of 'Firing Data Calculation Method for Laser Terminal Guidance Projectile Based on Multi-model Network'. Together they form a unique fingerprint.

Cite this