电子设计工程
電子設計工程
전자설계공정
ELECTRONIC DESIGN ENGINEERING
2012年
13期
161-164
,共4页
郝晓静%李国新%李明珠%张亚粉%常晓凤
郝曉靜%李國新%李明珠%張亞粉%常曉鳳
학효정%리국신%리명주%장아분%상효봉
目标跟踪%无迹卡尔曼滤波%卡尔曼滤波%非线性滤波
目標跟蹤%無跡卡爾曼濾波%卡爾曼濾波%非線性濾波
목표근종%무적잡이만려파%잡이만려파%비선성려파
target tracking%unscented Kalman filter%Kalman filter%nonlinear filtering
无迹卡尔曼滤波(UKF)是重要的非线性滤波方法。无迹卡尔曼滤波方法是通过一组代表着均值和方差分布的采样点来对非线性系统进行非线性计算,在不对非线性方程线性近似的条件下,达到线性卡尔曼滤波器的滤波性能。文中在机动目标选定运动模型和滤波算法的基础上,对机动目标的运动作了仿真实验。从仿真分析中可以看出。无迹卡尔曼滤波在跟踪方面有很高的精度,与传统的扩展卡尔曼滤波算法相比较,无迹卡尔曼滤波算法有较小的跟踪误差。
無跡卡爾曼濾波(UKF)是重要的非線性濾波方法。無跡卡爾曼濾波方法是通過一組代錶著均值和方差分佈的採樣點來對非線性繫統進行非線性計算,在不對非線性方程線性近似的條件下,達到線性卡爾曼濾波器的濾波性能。文中在機動目標選定運動模型和濾波算法的基礎上,對機動目標的運動作瞭倣真實驗。從倣真分析中可以看齣。無跡卡爾曼濾波在跟蹤方麵有很高的精度,與傳統的擴展卡爾曼濾波算法相比較,無跡卡爾曼濾波算法有較小的跟蹤誤差。
무적잡이만려파(UKF)시중요적비선성려파방법。무적잡이만려파방법시통과일조대표착균치화방차분포적채양점래대비선성계통진행비선성계산,재불대비선성방정선성근사적조건하,체도선성잡이만려파기적려파성능。문중재궤동목표선정운동모형화려파산법적기출상,대궤동목표적운동작료방진실험。종방진분석중가이간출。무적잡이만려파재근종방면유흔고적정도,여전통적확전잡이만려파산법상비교,무적잡이만려파산법유교소적근종오차。
Unscented Kalman filtering is an important nonlinear filtering method. However, the application of the KF to nonlinear systems can be quite difficult. Using the principle that a set of discretely sampled points can be used to parameterize mean and covariance, the unscented Kalman filtering yields performance equivalent to the Kalman Filtering for linear systems yet generalizes elegantly to nonlinear systems without the linearization steps required by the extended Kalman filtering. This paper according to the model and the filter algorithm, the simulation experiments about the movement of the maneuvering target is done. To the conclude from the analyses of the simulation, the unscented Kalman filtering has high accuracy in tracking. With the comparison to the extended Kalman filtering, the unscented Kalman filtering has the less error of the tracking.