Descent Failure and Unbounded Secant Ratios in a Modified Dai-Liao Conjugate Gradient Method

This independent technical note examines the AZHS formula in Jaradat et al., Nonlinear Dynamics and Systems Theory 25(3) (2025), 266-287. The printed algorithm contains a step-length indexing inconsistency. For the explicitly defined previous-step interpretation, the note gives an interval-certified ascent direction on a positive definite quadratic after six valid strong-Wolfe steps, an exact negative coefficient, and an admissible quartic run with unbounded secant ratios. The conclusions are limited to the specified update; divergence of every implementation is not claimed. This is an independent technical note, not a journal-issued corrigendum. The supplementary archive contains the LaTeX source, PDF, executable verifier and complete interval log. AI assistance, including language improvements, numerical verification and development and checking of mathematical arguments, is disclosed in the manuscript; the author takes full responsibility for the final content.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-29
DOI
https://doi.org/10.5281/zenodo.23787153
Primary Topic
Advanced Optimization Algorithms Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Descent Failure and Unbounded Secant Ratios in a Modified Dai-Liao Conjugate Gradient Method

Zeraoulia Rafik
1 links
Zenodo (CERN European Organization for Nuclear Research)
Advanced Optimization Algorithms Research
article

Descent Failure and Unbounded Secant Ratios in a Modified Dai-Liao Conjugate Gradient Method

Zeraoulia Rafik
article en

Abstract

This independent technical note examines the AZHS formula in Jaradat et al., Nonlinear Dynamics and Systems Theory 25(3) (2025), 266-287. The printed algorithm contains a step-length indexing inconsistency. For the explicitly defined previous-step interpretation, the note gives an interval-certified ascent direction on a positive definite quadratic after six valid strong-Wolfe steps, an exact negative coefficient, and an admissible quartic run with unbounded secant ratios. The conclusions are limited to the specified update; divergence of every implementation is not claimed. This is an independent technical note, not a journal-issued corrigendum. The supplementary archive contains the LaTeX source, PDF, executable verifier and complete interval log. AI assistance, including language improvements, numerical verification and development and checking of mathematical arguments, is disclosed in the manuscript; the author takes full responsibility for the final content.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 12%
Advanced Optimization Algorithms Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon