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Collective dynamics of phase-repulsive oscillatorssolves graph coloring problem
ID
Crnkić, Aladin
(
Author
),
ID
Povh, Janez
(
Author
),
ID
Jaćimović, Vladimir
(
Author
),
ID
Levnajić, Zoran
(
Author
)
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https://aip.scitation.org/doi/10.1063/1.5127794
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Abstract
We show how to couple phase-oscillators on a graph so that collective dynamics "searches" for the coloring of that graph as it relaxes toward the dynamical equilibrium. This translates a combinatorial optimization problem (graph coloring) into a functional optimization problem (finding and evaluating the global minimum of dynamical non-equilibrium potential, done by the natural system's evolution). Using a sample of graphs, we show that our method can serve as a viable alternative to the traditional combinatorial algorithms. Moreover, we show that, with the same computational cost, our method efficiently solves the harder problem of improper coloring of weighed graphs.
Language:
English
Keywords:
collective dynamics
,
graph coloring problem
,
functional optimization
,
dynamical equilibrium
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
FS - Faculty of Mechanical Engineering
Publication status:
Published
Publication version:
Author Accepted Manuscript
Year:
2020
Number of pages:
Str. 033128-1-033128-10
Numbering:
Vol. 30
PID:
20.500.12556/RUL-114856
UDC:
519.16(045)
ISSN on article:
1054-1500
DOI:
10.1063/1.5127794
COBISS.SI-ID:
17094683
Publication date in RUL:
20.03.2020
Views:
1027
Downloads:
601
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Secondary language
Language:
Slovenian
Keywords:
skupinska dinamika
,
problem barvanja grafa
,
funkcijska optimizacija
,
dinamično ravnovesje
Projects
Funder:
ARRS - Slovenian Research Agency
Project number:
J1-8155
Name:
ZLIVANJE BIOMEDICINSKIH PODATKOV Z UPORABO NENEGATIVNE MATRIČNETRI-FAKTORIZACIJE
Funder:
ARRS - Slovenian Research Agency
Project number:
N1-0057
Name:
Visoko zmogljiv reševalec za binarne kvadratične probleme
Funder:
ARRS - Slovenian Research Agency
Project number:
N1-0071
Name:
Razširitev algoritmov prvega in drugega reda za izbrane razrede optimizacijskih problemov s ciljem rešiti računsko zahtevne industrijske probleme
Funder:
ARRS - Slovenian Research Agency
Project number:
P2-0256
Name:
Konstruiranje
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