数据驱动下的反导装备体系效能评估建模与仿真
作者:
作者单位:

1.空军工程大学 防空反导学院, 陕西 西安 710051 ; 2.信息通信学院, 湖北 武汉 430035

作者简介:

赵海燕(1978—),女,山西侯马人,副教授,博士研究生,E-mail:813086903@com

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中图分类号:

E927

基金项目:

国家自然科学基金资助项目(62001059);陕西省自然科学基础研究计划面上资助项目(2023JCYB509)


Data-driven effectiveness evaluation modeling and simulation ofanti-missile equipment system
Author:
Affiliation:

1.Air Defense and Antimissile School, Air Force Engineering University, Xi′an 710051 , China ;2.College of Information and Communication, Wuhan 430035 , China

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    摘要:

    针对传统效能评估方法难以体现反导装备体系的演化性、涌现性和自适应性等问题,提出了一种基于数据驱动的反导装备体系效能评估方法。在分析反导装备体系特点和传统效能评估方法不足的基础上,采用贝叶斯优化算法对卷积神经网络超参数进行优化,构建了贝叶斯卷积神经网络效能评估模型;研究了贝叶斯卷积神经网络反导装备体系效能评估算法流程、步骤,形成一套完成的反导装备体系效能评估算法;设计验证仿真实验,输入大量试验数据对贝叶斯卷积神经网络模型进行训练和学习,以获得对反导装备体系效能的仿真预测。实验结果表明:数据驱动下的反导装备体系效能评估拟合度较高,期望输出结果与实际输出结果之间的差距非常小,该方法具有较高的可行性和可信性。

    Abstract:

    Aiming at the problems that traditional effectiveness evaluation methods can not reflect the evolution, emergence and adaptability of the anti-missile equipment system, a data-driven effectiveness evaluation method of anti-missile equipment system was proposed. Based on the analysis of the characteristics of anti-missile equipment system and the shortage of traditional effectiveness evaluation method. the Bayes optimization algorithm was used to optimize the convolutional neural network hyperparameters, and the efficiency evaluation model ofBayes-CNN(Bayes convolutional neural network) was constructed. The flow and steps of Bayes-CNN system effectiveness evaluation algorithm were studied, and a set of completed efficiency evaluation algorithm was formed. Designed and validated the simulation experiment, input a lot of test data to Bayes-CNN model for training and learning, so as to obtain the simulation prediction of the effectiveness of anti-missile equipment system. The experimental results show that the error between the actual and expected output is very small, and the non-linear fitting effect is great so that it had a high degree of feasibility and reliability.

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赵海燕, 周峰, 杨文静, 等. 数据驱动下的反导装备体系效能评估建模与仿真[J]. 国防科技大学学报, 2025, 47(3): 81-89.

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  • 收稿日期:2024-09-02
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  • 在线发布日期: 2025-06-03
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