Homotopy for rational Riccati equations arising in stochastic optimal control

Liping Zhang, Hung-Yuan Fan, King-Wah Eric Chu, Yimin Wei

Research output: Contribution to journalArticleResearchpeer-review

3 Citations (Scopus)

Abstract

We consider the numerical solution of the rational algebraic Riccati equations in Rn, arising from stochastic optimal control in continuous and discrete time. Applying the homotopy method, we continue from the stabilizing solutions of the deterministic algebraic Riccati equations, which are readily available. The associated differential equations require the solutions of some generalized Lyapunov or Stein equations, which can be solved by the generalized Smith methods, of O(n3) computational complexity and O(n2) memory requirement. For large-scale problems, the sparsity and structures in the relevant matrices further improve the efficiency of our algorithms. In comparison, the alternative (modified) Newton s methods require a difficult initial stabilization step. Some illustrative numerical examples are provided.
Original languageEnglish
Pages (from-to)103 - 125
Number of pages23
JournalSIAM Journal on Scientific Computing
Volume37
Issue number1B
DOIs
Publication statusPublished - 2015

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