| 改进UKF算法及其目标跟踪性能研究 |
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| 引用本文： | 陈伟衡,赵毅寰.改进UKF算法及其目标跟踪性能研究[J].现代电子技术,2011(23):4-6. |
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| 作者姓名： | 陈伟衡 赵毅寰 |
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| 作者单位： | 中国空空导弹研究院; |
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| 摘 要： | 研究了Unscented变换的基本原理及UKF算法。为了降低跟踪系统计算的复杂性,在Unscented变换中,通过引入单位矩阵,以简单的数值计算取代复杂的矩阵分解求解矩阵平方根的过程,把UKF改进为FMSRUKF。通过对三维坐标系下作变加速运动目标的跟踪仿真,结果表明FMSRUKF有更好的精度和鲁棒性。
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| 关 键 词： | 跟踪 Unscented变换 UKF FMSRUKF |
Research on Improved UKF Algorithm and Its Target Tracking Performance |
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| CHEN Wei-heng,ZHAO Yi-huan.Research on Improved UKF Algorithm and Its Target Tracking Performance[J].Modern Electronic Technique,2011(23):4-6. |
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| Authors: | CHEN Wei-heng ZHAO Yi-huan |
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| Affiliation: | CHEN Wei-heng,ZHAO Yi-huan(China Airborne Missile Academy,Luoyang 471009,China) |
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| Abstract: | The principle of Unscented transformation and UKF(Unscented Kalman Filter) algorithm are studied.To simplify computational complexity of the tracing system,identity matrix was introduced into the Unscented transformation,and the complicated matrix calculation was replaced by simple numerical calculation for solving matrix square root,that is UKF algorithm was improved into FMSRUKF(Fixed Matrix Square Root Unscented Kalman Filter).The simulation results of variably accelerated motion target tracing under thr... |
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| Keywords: | tracking Unscented transform UKF FMSRUKF |
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