TY - JOUR
T1 - Overview of deterministic sampling filtering algorithms for nonlinear system
AU - Wang, Xiao Xu
AU - Pan, Quan
AU - Huang, He
AU - Gao, Ang
PY - 2012/6
Y1 - 2012/6
N2 - Deterministic sampling filters, including Unscented Kalman filter(UKF), central difference Kalman filter(CDKF) and cubature Kalman filter(CKF), are a class of nonlinear suboptimal Gaussian filtering algorithms based on deterministic and analytical sampling approximation, which have advantages of high precision and simple implementation, and have been received wide attention from scholars. The basic principle of deterministic sampling filter is described, and its research situation is summarized in detail, including various improved methods and applications in different areas. Then the problems of deterministic sampling filter at present are analyzed and presented. Finally, its development tendency and research orientation are prospected.
AB - Deterministic sampling filters, including Unscented Kalman filter(UKF), central difference Kalman filter(CDKF) and cubature Kalman filter(CKF), are a class of nonlinear suboptimal Gaussian filtering algorithms based on deterministic and analytical sampling approximation, which have advantages of high precision and simple implementation, and have been received wide attention from scholars. The basic principle of deterministic sampling filter is described, and its research situation is summarized in detail, including various improved methods and applications in different areas. Then the problems of deterministic sampling filter at present are analyzed and presented. Finally, its development tendency and research orientation are prospected.
KW - Deterministic sampling filter
KW - Nonlinearity
KW - Optimal framework
KW - Polynomial interpolation
KW - Spherical-radial rule
KW - Unscented transformation
UR - http://www.scopus.com/inward/record.url?scp=84865122706&partnerID=8YFLogxK
M3 - 文章
AN - SCOPUS:84865122706
SN - 1001-0920
VL - 27
SP - 801
EP - 812
JO - Kongzhi yu Juece/Control and Decision
JF - Kongzhi yu Juece/Control and Decision
IS - 6
ER -