Projected Adaptive Cubic Regularization Algorithm with Derivative-Free Filter Technique for Box Constrained Optimization

Author:

He Lingyun12ORCID,Wang Peng3,Zhu Detong1

Affiliation:

1. Mathematics and Science College, Shanghai Normal University, Shanghai 200234, China

2. School of Mathematics and Statistics, Henan University of Science and Technology, Luoyang 471023, China

3. Mathematics and Statistics College, Hainan Normal University, Haikou, Hainan 570203, China

Abstract

An adaptive projected affine scaling algorithm of cubic regularization method using a filter technique for solving box constrained optimization without derivatives is put forward in the passage. The affine scaling interior-point cubic model is based on the quadratic probabilistic interpolation approach on the objective function. The new iterations are obtained by the solutions of the projected adaptive cubic regularization algorithm with filter technique. We prove the convergence of the proposed algorithm under some assumptions. Finally, experiments results showed that the presented algorithm is effective in detail.

Funder

Natural Science Foundation of Hainan Province

Publisher

Hindawi Limited

Subject

Modelling and Simulation

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