Nonlinear receding-horizon state estimation by real-time optimization technique

被引:13
作者
Ohtsuka, T [1 ]
Fujii, HA [1 ]
机构
[1] TOKYO METROPOLITAN INST TECHNOL,TOKYO 191,JAPAN
关键词
D O I
10.2514/3.21711
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A real-time optimization technique is proposed for optimal state estimation of general nonlinear systems. A state estimation algorithm is determined so that a receding-horizon performance index is minimized. Application of the stabilized continuation method results in a real-time solution technique that does not involve any approximation or iterative algorithms in principle. The discretization of the algorithm is the only approximation required in the actual implementation on digital computers. The structure of the state estimation algorithm is clarified based on the present solution technique, and a simple model of a nonlinear space vehicle is employed as an application example. Results of simulation and experiment validate the effectiveness of the proposed algorithm.
引用
收藏
页码:863 / 870
页数:8
相关论文
共 11 条
[1]  
[Anonymous], P AIAA GUID NAV CONT
[2]  
Bryson Jr A. E., 1975, APPLIED OPTIMAL CONT
[3]  
Gelb A., 1974, Applied Optimal Estimation
[4]  
Horn R. A., 1986, Matrix analysis
[5]   COMPARISON OF 2 APPROACHES TO ONLINE PARAMETER AND STATE ESTIMATION OF NONLINEAR-SYSTEMS [J].
JANG, SS ;
JOSEPH, B ;
MUKAL, H .
INDUSTRIAL & ENGINEERING CHEMISTRY PROCESS DESIGN AND DEVELOPMENT, 1986, 25 (03) :809-814
[6]  
Nijmeijer H., 1990, NONLINEAR DYNAMICAL, V175
[7]   STABILIZED CONTINUATION METHOD FOR SOLVING OPTIMAL-CONTROL PROBLEMS [J].
OHTSUKA, T ;
FUJII, H .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1994, 17 (05) :950-957
[8]  
OHTSUKA T, 1993, P 1993 ISAS 3 WORKSH, P180
[9]  
ROBERTSON D, 1993, PROCEEDINGS OF THE 1993 AMERICAN CONTROL CONFERENCE, VOLS 1-3, P389
[10]   LINEAR QUADRATIC OPTIMAL ESTIMATION AND CONTROL WITH RECEDING HORIZON [J].
THOMAS, YA .
ELECTRONICS LETTERS, 1975, 11 (01) :19-21