Eigenfactor solution of the matrix Riccati equation--A continuous square root algorithm
- 1 October 1985
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 30 (10) , 971-978
- https://doi.org/10.1109/tac.1985.1103823
Abstract
This paper introduces a new algorithm for solving the matrix Riccati equation. Differential equations for the eigenvalues and eigenvectors of the solution matrix are developed in which their derivatives are expressed in terms of the eigenvalues and eigenvectors themselves and not as functions of the solution matrix. The solution of these equations yields, then, the time behavior of the eigenvalues and eigenvectors of the solution matrix. A reconstruction of the matrix itself at any desired time is immediately obtained through a trivial similarity transformation. This algorithm serves two purposes. First, being a square root solution, it entails all the advantages of square root algorithms such as nonnegative definiteness and accuracy. Secondly, it furnishes the eigenvalues and eigenvectors of the solution matrix continuously without resorting to the complicated route of solving the equation directly and then decomposing the solution matrix into its eigenvalues and eigenvectors. The algorithm which handles cases of distinct as well as multiple eigenvalues is tested on several examples. Through these examples it is seen that the algorithm is indeed more accurate than the ordinary one. Moreover, it is seen that the algorithm works in cases where the ordinary algorithm fails and even in cases where the closed-form solution cannot be computed as a result of numerical difficulties.Keywords
This publication has 7 references indexed in Scilit:
- Sequential Estimation Algorithm Using a Continuous UDU' Covariance FactorizationJournal of Guidance and Control, 1980
- Square-root algorithms for the continuous-time linear least-square estimation problemIEEE Transactions on Automatic Control, 1978
- An algorithm for propagating the square-root covariance matrix in triangular formIEEE Transactions on Automatic Control, 1976
- Discrete square root filtering: A survey of current techniquesIEEE Transactions on Automatic Control, 1971
- Covariance propagation via its eigenvalues and eigenvectorsAIAA Journal, 1970
- Rates of change of eigenvalues and eigenvectors.AIAA Journal, 1968
- A square root formulation of the Kalman covariance equations.AIAA Journal, 1968