JOURNAL ARTICLE

A Variant Hybrid Conjugate Gradient Algorithm for Large-Scale Unconstrained Optimization

Zhijun LuoLirong WangGuohua Chen

Year: 2018 Journal:   Proceedings of the 2018 7th International Conference on Energy and Environmental Protection (ICEEP 2018)

Abstract

In this paper, we have presented a new hybrid conjugate gradient algorithm for solving unconstrained optimization problems.The parameter β is a convex combination of the PRP and FR conjugate gradient methods.Under general wolfe line search conditions, we proved the global convergence of the algorithm.The numerical results show that the proposed methods are effective.

Keywords:
Conjugate gradient method Scale (ratio) Computer science Algorithm Conjugate Nonlinear conjugate gradient method Mathematical optimization Mathematics Gradient descent Artificial intelligence Physics Artificial neural network Mathematical analysis

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Topics

Advanced Optimization Algorithms Research
Physical Sciences →  Mathematics →  Numerical Analysis
Sparse and Compressive Sensing Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Iterative Methods for Nonlinear Equations
Physical Sciences →  Mathematics →  Numerical Analysis

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