Solving non-linear equations by fixed point iteration method and its accelerating approach

Due to the inherent complexity of non-linear equations, finding their analytical solutions is often challenging, leading to a reliance on numerical solutions. This article examines key methods for solving these solutions, beginning with an introduction to the fixed point iteration method. Through examples, we explore the nuances of this technique in solving non-linear equations. We then examine Aitken's accelerated method and Steffensen's iteration approach, and discuss their convergence properties. By applying these methods to a consistent example, we compare their effectiveness in achieving similar error accuracy. The analysis shows that both the Aitken method and the Steffensen method require significant-ly fewer iterations than the fixed point iteration approach for solving non-linear equations, with the Steffensen method showing superior performance over the Aitken method. Finally, we have applied the Steffensen method to the flash evaporation problem, and the computational results are highly efficient.

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Publication Details

Journal
Thermal Science
Published
2025-01-01
DOI
https://doi.org/10.2298/tsci2503031c
Primary Topic
Iterative Methods for Nonlinear Equations
Type
article
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article

Solving non-linear equations by fixed point iteration method and its accelerating approach

Chushen Chen, Xiaolian Liao
Thermal Science
Iterative Methods for Nonlinear Equations
article

Solving non-linear equations by fixed point iteration method and its accelerating approach

Chushen Chen, Xiaolian Liao
article en

Abstract

Due to the inherent complexity of non-linear equations, finding their analytical solutions is often challenging, leading to a reliance on numerical solutions. This article examines key methods for solving these solutions, beginning with an introduction to the fixed point iteration method. Through examples, we explore the nuances of this technique in solving non-linear equations. We then examine Aitken's accelerated method and Steffensen's iteration approach, and discuss their convergence properties. By applying these methods to a consistent example, we compare their effectiveness in achieving similar error accuracy. The analysis shows that both the Aitken method and the Steffensen method require significant-ly fewer iterations than the fixed point iteration approach for solving non-linear equations, with the Steffensen method showing superior performance over the Aitken method. Finally, we have applied the Steffensen method to the flash evaporation problem, and the computational results are highly efficient.

Thermal ScienceVol. 29(3 Part A)
Hunan University of Humanities, Science and Technology (CN)
Openalex Percentile: Top 79%
Iterative Methods for Nonlinear Equations
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Solving non-linear equations by fixed point iteration method and its accelerating approach — Chushen Chen, Xiaolian Liao · Thermal Science (2025) | TGRS Research Map | TGRS