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Nonlinear control design method based on state-dependent Riccati equation (SDRE) via quasi-Newton method

Authors: Joe Imae; Hiroki Sagami; Tomoaki Kobayashi; Guisheng Zhai;

Nonlinear control design method based on state-dependent Riccati equation (SDRE) via quasi-Newton method

Abstract

The state-dependent Riccati equation (SDRE) method is a recently emerging technique for the control design of nonlinear systems (Cloutier et al., 1996). Nonlinear regulator problems could be solved approximately, by applying a linear control theory to the nonlinear control design. However, one of the bottlenecks is that the SDRE based design method should require real-time computation of the algebraic Riccati equations. It is well known that Schur-decomposition of Hamiltonian and Kleinman algorithm are useful tools for solving the Riccati equations (Menon et al., 2002). The former is noniterative, and the latter is iterative. Generally speaking, the noniterative approach is faster computationally than the iterative approach. However, as far as computation and storage burden are concerned, the iterative method is superior. In this paper, we focus on the iterative approach, and propose a new technique to solve in real-time the algebraic Riccati equation. A key idea is a fusion of the vectorization of the SDRE and the quasi-Newton method. We demonstrate the practicability of the proposed fusion method through experiments of the swing control of a crane.

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
9
Average
Top 10%
Average
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