Title :
Rosenbrock Methods for Solving Riccati Differential Equations
Author :
Benner, Peter ; Mena, Hermann
Author_Institution :
Max Planck Inst. for Dynamics of Complex Tech. Syst., Magdeburg, Germany
Abstract :
The Riccati differential equation (RDE) arises in several fields like optimal control, optimal filtering, H∞ control of linear time-varying systems, differential games, etc. In the literature there is a large variety of approaches to compute its solution. Particularly for stiff RDEs, matrix-valued versions of the standard multi-step methods for solving ordinary differential equations have given good results. In this technical note we discuss a particular class of one-step methods. These are the linear-implicit Runge-Kutta methods or Rosenbrock methods. We show that they offer a practical alternative for solving stiff RDEs. They can be implemented with good stability properties and allow for a cheap step size control. The matrix valued version of the Rosenbrock methods for RDEs requires the solution of one Sylvester equation in each stage of the method. For the case in which the coefficient matrices of the Sylvester equation are dense, the Bartels-Stewart method can be efficiently applied for solving the equations. The computational cost (computing time and memory requirements) is smaller than for multi-step methods.
Keywords :
Riccati equations; Runge-Kutta methods; computational complexity; differential equations; matrix algebra; numerical stability; Bartels-Stewart method; Riccati differential equations; Rosenbrock methods; Sylvester equation; cheap step size control; coefficient matrices; computational cost; linear-implicit Runge-Kutta methods; matrix valued version; one-step methods; stability properties; stiff RDE; Approximation methods; Arrays; Differential equations; Equations; Jacobian matrices; Kalman filters; Size control; Linear-implicit Runge–Kutta; Riccati differential equation; Rosenbrock methods; Sylvester equation;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2258495