Evidence map›Paper›PMID 41551254›Full record

ArticleMethodsX2026

Construction and applications of iterative methods for finding approximate solutions of nonlinear equations having unknown zeros of multiplicity with fractal geometry and dynamical behavior.

Farooq Ahmed Shah, Iftikhar Haider, Muhammad Waseem, Alexey Mikhaylov, Nora Baranyai

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Article in MethodsX, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Farooq Ahmed ShahDepartment of Mathematics, COMSATS University Islamabad, Attock, Pakistan.
Iftikhar HaiderDepartment of Mathematics, COMSATS University Islamabad, Attock, Pakistan.
Muhammad WaseemDepartment of Mathematics, COMSATS University Islamabad, Vehari, Pakistan.
Alexey MikhaylovFinancial Faculty, Financial University under the Government of the Russian Federation, Moscow, Russia.
Nora BaranyaiUniversity of Pannonia, Veszprem, Hungary.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In this study, several new iterative schemes are developed to compute the multiple zeros of nonlinear equations. The construction of these methods is based on the variational iteration approach which provides a systematic framework for formulating efficient and flexible algorithms. The proposed schemes generalize and encompass well-known classical methods such as Newton's and Halley's methods, along with their modified versions as special cases. This generality enhances their adaptability to a broader class of nonlinear problems involving both known and unknown multiplicities. To assess the effectiveness of the proposed iterative schemes, extensive numerical experiments are conducted, comparing their convergence speed and accuracy with existing methods. The results demonstrate that the newly developed methods exhibit superior performance in terms of stability, precision, and computational efficiency. Furthermore, to visualize and analyse the global convergence behaviour fractal basin plots are presented. These fractals illustrate the basins of attraction in the complex plane, providing deeper insight into the dynamical behaviour, convergence regions and boundary structures associated with each iterative process.•Developing efficient and flexible iterative methods using the variational iteration method.•Generalizing classical methods to tackle nonlinear problems with known and unknown multiplicity.•Validating performance of various methods through detailed numerical experiments and fractal basin plots.

Indexed as

ConvergenceFractalsNewton methodUnknown multiplicityVariational iteration method

Identifiers

PMID41551254
PMCPMC12808573

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.