Research Article

The Minimum Hop Hub Distance Energy of a Graph

by  Abdulkafi Sanad, Abaid Ullah, Abdulqawe Kaed
journal cover
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 187 - Issue 135
Published: August 2026
Authors: Abdulkafi Sanad, Abaid Ullah, Abdulqawe Kaed
10.5120/ijcab8f03a838ca2
PDF

Abdulkafi Sanad, Abaid Ullah, Abdulqawe Kaed . The Minimum Hop Hub Distance Energy of a Graph. International Journal of Computer Applications. 187, 135 (August 2026), 1-12. DOI=10.5120/ijcab8f03a838ca2

                        @article{ 10.5120/ijcab8f03a838ca2,
                        author  = { Abdulkafi Sanad,Abaid Ullah,Abdulqawe Kaed },
                        title   = { The Minimum Hop Hub Distance Energy of a Graph },
                        journal = { International Journal of Computer Applications },
                        year    = { 2026 },
                        volume  = { 187 },
                        number  = { 135 },
                        pages   = { 1-12 },
                        doi     = { 10.5120/ijcab8f03a838ca2 },
                        publisher = { Foundation of Computer Science (FCS), NY, USA }
                        }
                        %0 Journal Article
                        %D 2026
                        %A Abdulkafi Sanad
                        %A Abaid Ullah
                        %A Abdulqawe Kaed
                        %T The Minimum Hop Hub Distance Energy of a Graph%T 
                        %J International Journal of Computer Applications
                        %V 187
                        %N 135
                        %P 1-12
                        %R 10.5120/ijcab8f03a838ca2
                        %I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper introduces the minimum hop hub distance matrix of a connected graph and the associated graph energy, denoted Ehd(G). The matrix is obtained from the distance matrix by placing the value 1 in every diagonal position indexed by a vertex of a prescribed minimum hop hub set, so that the new invariant couples the metric structure of the graph with the hop hub number hh(G). Exact closed forms of the characteristic polynomial, the spectrum and the energy are established for complete graphs, complete bipartite graphs Kp,p and double stars Sp,p, each derived by an explicit eigenvector decomposition rather than by inspection. Two coefficient identities that had been stated in terms of the size q are shown to depend instead on the second distance moment W2(G) = P i<j d(vi, vj)2, equivalently on the Wiener and hyper-Wiener indices; corrected statements and proofs are supplied. A structural decomposition AH hd(G) = D(G) + diag(χH) is exploited to obtain Weyl-type eigenvalue interlacing with the distance matrix, the perturbation bound |Ehd(G) − ED(G)| ≤ hh(G), bounds of McClelland and Koolen–Moulton type, and the sharp lower bound Ehd(G) ≥ p for every connected graph of order p, with equality precisely for the complete graph. Since the energy depends on the choice of minimum hop hub set, the genuine invariants E− hd(G), E+ hd(G) and the spread σ(G) = E+ hd(G) − E− hd(G) are introduced and bounded by 2hh(G). All theoretical claims are supported by an exhaustive computational evaluation over 45 named graphs, 448 minimum hop hub sets and 2074 random connected graphs, reported through six tables and four figures.

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Index Terms
Computer Science
Information Sciences
No index terms available.
Keywords

Minimum hop hub set minimum hop hub distance matrix minimum hop hub distance energy distance energy Wiener index hyper-Wiener index graph energy

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