Quasi-static equilibrium of magic squares

<p>We model each 4<span class="math inline">\(\mathrm{\times}\)</span>4 magic square by encoding its 16 integers as magnitudes of repelling positive point charges on a fixed 2D lattice, evolved under Coulomb forces with linear damping and a harmonic pinning to anchor sites. We simulate all 880 magic squares and compare them with equally sized ensembles of random permutations of <span class="math inline">\(\{1,{\dots},16\}\)</span>. Three readouts differentiate the ensembles. (i) Final positions: magic cases form sixteen tight, index-specific clusters on an annulus, whereas random cases show broader arcs and central accumulation. (ii) Displacement–correlation structure: across cases, many pair-of-pairs of inter-index displacements in magic squares are near-linearly dependent; the random ensemble exhibits only moderate relationships, with |r| and R<span class="math inline">\(^2\)</span> distributions shifted to weaker correlation. (iii) Center potential: the Coulomb-type potential at the geometric center collapses to a single value at the anchors for all magic squares and remains narrowly distributed after dynamics, while random squares remain broad. Sensitivity analysis reveals a broad damping–stiffness region with high convergence, indicating that the results are robust to parameter choice.</p>

Authors

Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2025-09-28
DOI
https://doi.org/10.61091/jcmcc127-21
Primary Topic
Artificial Intelligence in Games
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Quasi-static equilibrium of magic squares

Peyman Fahimi
Journal of Combinatorial Mathematics and Combinatorial Computing
Artificial Intelligence in Games
article

Quasi-static equilibrium of magic squares

Peyman Fahimi
article en

Abstract

<p>We model each 4<span class="math inline">\(\mathrm{\times}\)</span>4 magic square by encoding its 16 integers as magnitudes of repelling positive point charges on a fixed 2D lattice, evolved under Coulomb forces with linear damping and a harmonic pinning to anchor sites. We simulate all 880 magic squares and compare them with equally sized ensembles of random permutations of <span class="math inline">\(\{1,{\dots},16\}\)</span>. Three readouts differentiate the ensembles. (i) Final positions: magic cases form sixteen tight, index-specific clusters on an annulus, whereas random cases show broader arcs and central accumulation. (ii) Displacement–correlation structure: across cases, many pair-of-pairs of inter-index displacements in magic squares are near-linearly dependent; the random ensemble exhibits only moderate relationships, with |r| and R<span class="math inline">\(^2\)</span> distributions shifted to weaker correlation. (iii) Center potential: the Coulomb-type potential at the geometric center collapses to a single value at the anchors for all magic squares and remains narrowly distributed after dynamics, while random squares remain broad. Sensitivity analysis reveals a broad damping–stiffness region with high convergence, indicating that the results are robust to parameter choice.</p>

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 127
Mount Saint Vincent University
Openalex Percentile: Top 86%
Artificial Intelligence in Games
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.

Quasi-static equilibrium of magic squares — Peyman Fahimi · Journal of Combinatorial Mathematics and Combinatorial Computing (2025) | TGRS Research Map | TGRS