1. 南京理工大学 机械工程学院, 江苏 南京 210094
2. 国营第152厂, 重庆 400071
*邮箱: djs101@163.com
收稿:2023-08-07,
网络出版:2024-10-30,
纸质出版:2024-10-31
移动端阅览
田恒旭, 林圣业, 李浩, 等. 基于Kriging模型的某高射速自动机内抽壳滑板疲劳优化[J]. 兵工学报, 2024,45(10):3585-3595.
Hengxu TIAN, Shengye LIN, Hao LI, et al. Fatigue Optimization of Sell Extractor Skateboard in a High-firing-speed Automatic Gun Based on Kriging Model[J]. Acta Armamentarii, 2024, 45(10): 3585-3595.
田恒旭, 林圣业, 李浩, 等. 基于Kriging模型的某高射速自动机内抽壳滑板疲劳优化[J]. 兵工学报, 2024,45(10):3585-3595. DOI: 10.12382/bgxb.2023.0722.
Hengxu TIAN, Shengye LIN, Hao LI, et al. Fatigue Optimization of Sell Extractor Skateboard in a High-firing-speed Automatic Gun Based on Kriging Model[J]. Acta Armamentarii, 2024, 45(10): 3585-3595. DOI: 10.12382/bgxb.2023.0722.
为提高抽壳滑板的疲劳寿命
进而满足射速在1500发/min左右的某10连发高射速自动机寿命达1000发的最低寿命要求
提出一种基于Kriging回归的代理模型用于抽壳滑板的疲劳优化。在与试验结果相符的有限元模型基础上
通过拉丁超立方采样设置初始样本点
构建与样本点相对应的结构模型
并计算每一组样本的理论寿命。根据初始样本点构建Kriging代理模型的同时
采用以改善期望准则为加点准则、遗传算法为子优化求解算法的代理优化算法来对目标函数进行寻优。优化后抽壳滑板的疲劳寿命提高到1193发
且经试验验证
优化结果满足自动机战术技术指标。研究结果表明
通过基于Kriging和遗传算法的代理优化算法能够快速有效地寻优得到全局最优解
适用于高射速自动机内破断零部件的疲劳优化
对工程应用具有一定的借鉴意义。
In order to improve the fatigue life of shell extractor skateboard and meet the minimum life requirement of a certain 10-shot-high-firing-speed automatic gun with a firing rate of around 1500 shots per minute up to 1000 rounds
a surrogate model based on Kriging regression is proposed for the fatigue optimization of shell extractor skateboard. On the basis of the finite element model consistent with the experimental results
the initial sample points are set by Latin hypercube sampling
a structural model corresponding to the sample points is constructed
and the theoretical life of each group of samples is calculated. A Kriging surrogate model is constructed according to the initial sample points
and the surrogate optimization algorithm
which takes the expected improvement (EI) criterion as the addition point criterion and the genetic algorithm as the sub-optimization algorithm
is used to optimize the objective function. The fatigue life of shell extractor skateboard is increased to 1193 rounds after optimization
and the optimized result meets the tactical technical index of the automatic gun after experimental verification. The research results show that the surrogate optimization algorithm based on Kriging and genetic algorithm can quickly and effectively find the global optimal solution
which is applicable to the fatigue optimization of broken parts in the high-firing-speed automatic gun
and has certain reference significance for engineering applications.
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许耀峰 , 王军 , 刘朋科 , 等 . 不同持续射击发数对火炮身管寿命的影响 [J ] . 兵工学报 , 2023 , 44 ( 4 ): 1034 - 1040 .
XU Y F , WANG J , LIU P K , et al . Influence of different numbers of rounds under continuous firing on gun barrel life [J ] . Acta Armamentarii , 2023 , 44 ( 4 ): 1034 - 1040 . (in Chinese) DOI: 10.12382/bgxb.2021.0852 http://doi.org/10.12382/bgxb.2021.0852 The artillery is used with different charges of different types of ammunition (strong charge, full charge, reduced charge, high temperature charge, etc.), and have to undergo rapid continuous firing and performance test firing. It is necessary to study the impact of different charges of different types of ammunition and the number of rounds under rapid continuous firing on the barrel life. At present, for the assessment of barrel life, the method used is mainly to convert the number of projectiles of different types of ammunition into that of standard ammunition or standard ammunition with a specified ratio through the equivalent conversion factor in the national military standard. The existing national military standard equivalent conversion method for barrel life only includes two factors, chamber pressure and muzzle velocity, and does not consider the impact of rate of fire and number of rounds on barrel life, which makes it impossible to effectively evaluate barrel life under different numbers of rounds under continuous firing. The thermochemical ablation model of barrel material is established based on the Arrhenius equation. The influence of different numbers of rounds under continuous firing on the barrel life is studied. The larger the number of rounds under continuous firing, the shorter the barrel life. The accuracy of the thermochemical ablation model is verified by comparing the simulation and test results.
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