Title :
Solutions to the Hamilton-Jacobi Equation With Algebraic Gradients
Author :
Ohtsuka, Toshiyuki
Author_Institution :
Dept. of Syst. Innovation, Osaka Univ., Toyonaka, Japan
Abstract :
In this paper, the Hamilton-Jacobi equation (HJE) with coefficients consisting of rational functions is considered, and its solutions with algebraic gradients are characterized in terms of commutative algebra. It is shown that there exists a solution with an algebraic gradient if and only if an involutive maximal ideal containing the Hamiltonian exists in a polynomial ring over the rational function field. If such an ideal is found, the gradient of the solution is defined implicitly by a set of algebraic equations. Then, the gradient is determined by solving the set of algebraic equations pointwise without storing the solution over a domain in the state space. Thus, the so-called curse of dimensionality can be removed when a solution to the HJE with an algebraic gradient exists. New classes of explicit solutions for a nonlinear optimal regulator problem are given as applications of the present approach.
Keywords :
Jacobian matrices; control system analysis; gradient methods; nonlinear control systems; optimal control; polynomials; rational functions; HJE; Hamilton-Jacobi equation; algebraic gradients; commutative algebra; nonlinear optimal regulator problem; nonlinear systems; polynomial ring; rational function field; state space; Jacobian matrices; Nonlinear systems; Performance analysis; Polynomials; Regulators; Algebraic functions; Hamilton-Jacobi equation; nonlinear systems; optimal control;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2010.2097130