Orthogonal Latin squares of order 10 with two relations: A SAT investigation

A [Formula: see text]-net([Formula: see text]) is a combinatorial design equivalent to [Formula: see text] mutually orthogonal Latin squares of order [Formula: see text]. A relation in a net is a linear dependency over [Formula: see text] in the incidence matrix of the net. A computational enumeration of all orthogonal pairs of Latin squares of order 10 whose corresponding nets have at least two nontrivial relations was achieved by Delisle in 2010 and verified by an independent search of Myrvold. In this paper, we confirm the correctness of their exhaustive enumerations with a satisfiability (SAT) solver approach instead of using custom-written backtracking code. Performing the enumeration using a SAT solver has at least three advantages. First, it reduces the amount of trust necessary, as SAT solvers produce independently-verifiable certificates that their enumerations are complete. These certificates can be checked by formal proof verifiers that are relatively simple pieces of software, and therefore easier to trust. Second, it is typically more straightforward and less error-prone to use a SAT solver over writing search code. Third, it can be more efficient to use a SAT-based approach, as SAT solvers are highly optimized pieces of software incorporating backtracking-with-learning for improving the efficiency of the backtracking search. For example, the SAT solver completely enumerates all orthogonal pairs of Latin squares of order 10 with two nontrivial relations in under 2[Formula: see text]h on a desktop machine, while Delisle’s 2010 search used 11,700 CPU hours. Although computer hardware was slower in 2010, this alone cannot explain the improvement in the efficiency of our SAT-based search.

Authors

Institutions

Publication Details

Journal
Discrete Mathematics Algorithms and Applications
Published
2025-10-30
DOI
https://doi.org/10.1142/s1793830925501563
Primary Topic
graph theory and CDMA systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Orthogonal Latin squares of order 10 with two relations: A SAT investigation

Brett Stevens, Amadou Keita, Curtis Bright
Discrete Mathematics Algorithms and Applications
graph theory and CDMA systems
article

Orthogonal Latin squares of order 10 with two relations: A SAT investigation

Brett Stevens, Amadou Keita, Curtis Bright
article en

Abstract

A [Formula: see text]-net([Formula: see text]) is a combinatorial design equivalent to [Formula: see text] mutually orthogonal Latin squares of order [Formula: see text]. A relation in a net is a linear dependency over [Formula: see text] in the incidence matrix of the net. A computational enumeration of all orthogonal pairs of Latin squares of order 10 whose corresponding nets have at least two nontrivial relations was achieved by Delisle in 2010 and verified by an independent search of Myrvold. In this paper, we confirm the correctness of their exhaustive enumerations with a satisfiability (SAT) solver approach instead of using custom-written backtracking code. Performing the enumeration using a SAT solver has at least three advantages. First, it reduces the amount of trust necessary, as SAT solvers produce independently-verifiable certificates that their enumerations are complete. These certificates can be checked by formal proof verifiers that are relatively simple pieces of software, and therefore easier to trust. Second, it is typically more straightforward and less error-prone to use a SAT solver over writing search code. Third, it can be more efficient to use a SAT-based approach, as SAT solvers are highly optimized pieces of software incorporating backtracking-with-learning for improving the efficiency of the backtracking search. For example, the SAT solver completely enumerates all orthogonal pairs of Latin squares of order 10 with two nontrivial relations in under 2[Formula: see text]h on a desktop machine, while Delisle’s 2010 search used 11,700 CPU hours. Although computer hardware was slower in 2010, this alone cannot explain the improvement in the efficiency of our SAT-based search.

Discrete Mathematics Algorithms and Applications
University of Waterloo (CA), Carleton University (CA), University of Windsor (CA)
Openalex Percentile: Top 69%
graph theory and CDMA systems
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.

Orthogonal Latin squares of order 10 with two relations: A SAT investigation — Brett Stevens, Amadou Keita, et al. · Discrete Mathematics Algorithms and Applications (2025) | TGRS Research Map | TGRS