| 引用本文: | 周萱影,王正明,李冬,等.线性模型的海基制导系统误差分离方法性能分析.[J].国防科技大学学报,2019,41(3):179-186.[点击复制] |
| ZHOU Xuanying,WANG Zhengming,LI Dong,et al.Performance analysis on linear model of sea-based guidance systematic error separation method[J].Journal of National University of Defense Technology,2019,41(3):179-186[点击复制] |
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| 线性模型的海基制导系统误差分离方法性能分析 |
| 周萱影1, 王正明2, 李冬3, 王炯琦1 |
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(1. 国防科技大学 文理学院， 湖南 长沙 410073;2. 国防科技大学 前沿交叉学科学院， 湖南 长沙 410073;3. 中国人民解放军91550部队， 辽宁 大连 116023)
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| 摘要: |
| 利用传统制导工具系统误差线性回归模型，对Bayes估计、主成分分析以及正则化分析三种改进的分离方法进行了比较，分析了它们在工程应用上的优缺点，给出了实际应用时的限制因素；同时结合海基导弹特有的初始状态误差，设计了整体估计、分段估计以及迭代估计三种估计策略，给出了相应的分离步骤。仿真结果表明，文中给出的三种误差分离方法在不同的评价标准下具有不同的实际应用意义；而在弹道差评价标准以及方差评价标准下，分段估计和迭代估计策略下的误差分离结果要明显好于传统整体估计结果。 |
| 关键词: 海基惯性导弹 误差分离 Bayes分析 参数估计 估计策略 |
| DOI：10.11887/j.cn.201903027 |
| 投稿日期：2018-04-12 |
| 基金项目:国家自然科学基金资助项目（61773021，61703408，61573367） |
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| Performance analysis on linear model of sea-based guidance systematic error separation method |
| ZHOU Xuanying1, WANG Zhengming2, LI Dong3, WANG Jiongqi1 |
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(1. College of Liberal Arts and Sciences, National University of Defense Technology, Changsha 410073, China;2. College of Advanced Interdisciplinary Studies, National University of Defense Technology, Changsha 410073, China;3. The PLA Unit 91550, Dalian 116023, China)
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| Abstract: |
| Based on the traditional linear regression model of guidance instrumental systematic error, the advantages and disadvantages of three parameter estimation methods were compared, namely Bayes estimate, principal component analysis and regularization method, and the practical limitations were presented. Combined with the specific initial error of sea-based missile, three estimation strategies named overall were designed, namely piecewise and iteration estimate strategy and giving detail estimate procedures, and the following separation steps were provided. Results show that the principal component analysis and regularization method are better than Bayes estimation, and the new proposed estimation strategies are better than the traditional one. |
| Keywords: sea-based inertial missile error separation Bayes analysis parameter estimation estimation strategy |
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