Chandrasekhar algorithm
Chandrasekhar algorithm refers to an efficient method to solve matrix Riccati equation, which uses symmetric factorization and was introduced by Subrahmanyan Chandrasekhar in his book, Radiative Transfer.[1] This technique was later adapted for use in control theory, leading to the development of the Chandrasekhar equations, which refer to a set of linear differential equations that reformulates continuous-time algebraic Riccati equation (CARE).[2][3][4][5]
Mathematical description
Consider a linear dynamical system , where is the state vector, is the control input and and are the system matrices. The objective is to minimize the quadratic cost function
subject to the constraint . Hhere and are positive definite, symmetric, weighting matrices, referred to as the state cost and control cost. The optimization leads to , where is a symmetric matrix and satisfies the continuous-time algebraic Riccati equation
Chandrasekhar introduced the factorization ( need not be a square matrix) so that
The second term is regarded linear since the operation is a projection on a reduced-dimensional space.
Example
Let us illustrate the Chandrasekhar equations using a simple example, where we take
then we have and therefore
For this example, the Chandrasekhar equations become
References
- ^ Chandrasekhar, S. (2013). Radiative transfer. Courier Corporation.
- ^ Ito, K., & Powers, R. K. (1987). Chandrasekhar equations for infinite dimensional systems. SIAM journal on control and optimization, 25(3), 596-611.
- ^ Kailath, T. (1972, December). Some Chandrasekhar-type algorithms for quadratic regulators. In Proceedings of the 1972 IEEE Conference on Decision and Control and 11th Symposium on Adaptive Processes (pp. 219–223). IEEE.
- ^ Lainiotis, D. (1976). Generalized Chandrasekhar algorithms: Time-varying models. IEEE Transactions on Automatic Control, 21(5), 728-732.
- ^ Freitas, F. D., Ishihara, J. Y., & Borges, G. A. (2006, June). Continuous-Time H/spl infin/Control Design of Large Scale Systems Using Chandrasekhar~ fs Equations. In 2006 American Control Conference (pp. 2239–2244). IEEE.
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