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Title: Computing a trust region step

Journal Article · · SIAM J. Sci. Stat. Comput.; (United States)
DOI:https://doi.org/10.1137/0904038· OSTI ID:5882782

An algorithm is proposed for the problem of minimizing a quadratic function subject to an ellipsoidal constraint and it is shown that this algorithm is guaranteed to produce a nearly optimal solution in a finite number of iterations. We also consider the use of this algorithm in a trust region Newton's method. In particular, we prove that under reasonable assumptions the sequence generated by Newton's method has a limit point which satisfies the first and second order necessary conditions for a minimizer of the objective function. Numerical results for GQTPAR, which is a Fortran implementation of our algorithm, show that GQTPAR is quite successful in a trust region method. In our tests a call to GQTPAR only required 1.6 iterations on the average.

Research Organization:
Argonne National Lab., IL
DOE Contract Number:
W-31-109-ENG-38
OSTI ID:
5882782
Journal Information:
SIAM J. Sci. Stat. Comput.; (United States), Vol. 4:3
Country of Publication:
United States
Language:
English