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On Interval Newton Methods

 

Suppose that tex2html_wrap_inline976 is either as in the nonlinear equations Problem 1 or as in the Fritz-John equations 12, suppose tex2html_wrap_inline64 is an interval vector, and suppose that tex2html_wrap_inline778. Then a general form for multivariate interval Newton methods is
 equation238
where tex2html_wrap_inline780 is an interval vector that contains all solutions to point systems tex2html_wrap_inline984, for tex2html_wrap_inline784, where tex2html_wrap_inline786 is an interval extension to the Jacobi matrix of F over tex2html_wrap_inline64. Under certain natural smoothness conditions,

For details and further references, see [8, §1.5,], or see the preprint of the Encyclopedia of Optimization article at http://interval.louisiana.edu/preprints/EoO/interval_Newton.ps (Postscript, approx. 112KB) or http://interval.louisiana.edu/preprints/EoO/interval_Newton.dvi (TeX DVI, approx. 17KB).

In a multivariate interval Newton method, the interval vector tex2html_wrap_inline780 must be found in the iteration formula (10), that is, the solution set to the interval linear system
 equation267
must be bounded. Within GlobSol, this is done in some contexts with interval Gaussian elimination, and in other contexts with the interval Gauss-Seidel method. In either case, the system (11) must be preconditioned. For the interval Gauss-Seidel method, GlobSol provides two options for the preconditioner: the inverse midpoint preconditioner and the width-optimal linear programming preconditioner. The width-optimal linear programming preconditioner provides better box-reduction properties for boxes tex2html_wrap_inline64 with large widths, but is possibly more expensive to compute, especially in higher dimensions. The choice of preconditioner is controlled with parameter PRECONDITIONER_TYPE in the configuration file INTNEWT.CFG.

For more details on preconditioning, see [8, Chapter 3,].




next up previous
Next: An Example of Interval Up: What is Global Optimization Previous: Interval Arithmetic in GlobSol

R. Baker Kearfott
Wed May 27 11:22:02 CDT 1998