A Novel Self-Adaptive Trust Region Algorithm for Unconstrained Optimization
Author(s) -
Yunlong Lu,
Wenyu Li,
Mingyuan Cao,
Yueting Yang
Publication year - 2014
Publication title -
journal of applied mathematics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.307
H-Index - 43
eISSN - 1687-0042
pISSN - 1110-757X
DOI - 10.1155/2014/610612
Subject(s) - trust region , piecewise , convergence (economics) , mathematical optimization , function (biology) , optimization problem , computer science , algorithm , mathematics , optimization algorithm , radius , mathematical analysis , computer security , evolutionary biology , economics , biology , economic growth
A new self-adaptive rule of trust region radius is introduced, which is given by a piecewise function on the ratio between the actual and predicted reductions of the objective function. A self-adaptive trust region method for unconstrained optimization problems is presented. The convergence properties of the method are established under reasonable assumptions. Preliminary numerical results show that the new method is significant and robust for solving unconstrained optimization problems
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