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航天器抗辐射等效试验评估建模
引用本文:张路路,陈思雅,金光. 航天器抗辐射等效试验评估建模[J]. 系统工程与电子技术, 2021, 43(9): 2673-2677. DOI: 10.12305/j.issn.1001-506X.2021.09.38
作者姓名:张路路  陈思雅  金光
作者单位:国防科技大学系统工程学院, 湖南 长沙 410073
基金项目:国家自然科学基金(71371183);国家自然科学基金(71071158);湖南省研究生科研创新项目(CX20200079)
摘    要:针对当前多组源X射线辐射地面模拟试验无法进行的问题, 提出一种单组源X射线辐射等效优化方法, 用来指导等效单组源X射线辐射地面模拟试验中多因素值的确定。首先, 利用克里金模型和层次高斯过程模型等两种数据融合建模方法, 分别构建对应的单组源X射线辐射地面模拟试验数据融合模型。然后, 分别在克里金模型和层次高斯过程模型的基础上, 提出期望提高等效优化算法和层次期望提高等效优化算法。通过对两种优化算法的对比分析可知, 层次期望提高等效优化算法在搜索中包含更多不确定性, 全局搜索效果更佳。仿真结果表明,所提方法可为后续进行等效单组源X射线辐射地面模拟试验提供目标指导。

关 键 词:数据融合  等效模型  X射线辐射  地面模拟试验  
收稿时间:2021-02-03

Evaluation modeling of spacecraft radiation resistance equivalent test
Lulu ZHANG,Siya CHEN,Guang JIN. Evaluation modeling of spacecraft radiation resistance equivalent test[J]. System Engineering and Electronics, 2021, 43(9): 2673-2677. DOI: 10.12305/j.issn.1001-506X.2021.09.38
Authors:Lulu ZHANG  Siya CHEN  Guang JIN
Affiliation:College of Systems Engineering, National University of Defense Technology, Changsha 410073, China
Abstract:Aiming at the problem that the ground simulation test of multi-source X-ray radiation can not be carried out at present, an equivalent optimization method of single source X-ray radiation is proposed to guide the determination of multi factor values in the ground simulation test of equivalent single source X-ray radiation. Firstly, two data fusion modeling methods, including Kriging model and hierarchical Gaussian process model, are used to construct the corresponding data fusion models of single source X-ray radiation ground simulation test. Then, based on Kriging model and hierarchical Gaussian process model, expectation improvement equivalent optimization algorithm and hierarchical expectation improvement equivalent optimization algorithm are proposed. Through the comparative analysis of the two optimization algorithms, it can be seen that the hierarchical expectation improvement equivalent optimization algorithm contains more uncertainties in the search, and the global search effect is better. The simulation results show that the proposed method can provide guidance for the subsequent ground simulation test of equivalent single source X-ray radiation.
Keywords:data fusion  equivalent model  X-ray radiation  ground simulation test  
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