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Degree-Diameter Problem


The degree-diameter problem asks for the largest possible vertex count N(Delta,D) of a simple graph with maximum vertex degree at most Delta and graph diameter at most D. For Delta>=2, counting vertices at successive distances from a fixed graph vertex gives the Moore bound

 N(Delta,D)<=M(Delta,D)={(Delta(Delta-1)^D-2)/(Delta-2)   for Delta>2; 2D+1   for Delta=2 .
(1)

Equality is attained by complete graphs when D=1 and by odd cycle graphs when Delta=2. For Delta>=3 and D=2, equality is possible only for Delta=3, 7, and possibly 57. For Delta>=3 and D>=3, the Moore bound is not attained. The equality cases are Moore graphs (Bermond et al. 1992).

Even when equality is impossible, graphs can approach the bound asymptotically. Cames van Batenburg and Korsky (2026) proved that for every fixed positive integer D,

 lim_(Delta->infty)(N(Delta,D))/(Delta^D)=1.
(2)

Their proof constructs graphs attaining the Moore bound asymptotically. The authors credit GPT-5.6 Sol with suggesting the decisive separation of a construction into odd and even parts, which they developed into the proof. This asymptotic result does not determine N(Delta,D) for every fixed pair of parameters.


See also

Moore Bound, Moore Graph

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References

Bermond, J.-C. and Bollobás, B. "The Diameter of Graphs--A Survey." Congressus Numer. 3, 3-27, 1981.Bermond, J.-C.; Delorme, C.; and Quisquater, J.-J. "Strategies for Interconnection Networks: Some Methods from Graph Theory." J. Parallel and Distributed Comput. 3, 433-449, 1986.Bermond, J.-C.; Delorme, C.; and Quisquater, J.-J. "Table of Large (Delta,D)-Graphs." Disc. Appl. Math. 37/38, 575-577, 1992.Bozóki, S.; Szádoczki, Z.; and Tekile, H. A. "Filling in Pattern Designs for Incomplete Pairwise Comparison Matrices: (Quasi-)Regular Graphs with Minimal Diameter." 31 May 2020. https://arxiv.org/abs/2006.01127.Cames van Batenburg, W. and Korsky, S. "Asymptotically Attaining the Moore Bound." 4 Aug 2026. https://arxiv.org/abs/2608.03965.Sampels, M. "Large Networks with Small Diameter." In Proceedings of the 23rd International Workshop on Graph-Theoretic Concepts in Computer Science. Berlin: Springer-Verlag, 1997.World Combinatorics Exchange. "The (Degree, Diameter) Problem for Graphs." http://www-mat.upc.es/grup_de_grafs/table_g.html.

Referenced on Wolfram|Alpha

Degree-Diameter Problem

Cite this as:

Weisstein, Eric W. "Degree-Diameter Problem." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/Degree-DiameterProblem.html

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