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Hexagonal and k-hexagonal graph's normalized Laplacian spectrum and applications

Hao Li, Xinyi Chen, Hao Liu

TL;DR

The authors address the problem of determining the completely normalized Laplacian spectrum for hexagonal and k-hexagonal graph families built from an arbitrary simple connected graph $G$, and they derive how the spectrum propagates through iterative construction. Their main approach uses a detailed linear-equation analysis of the transformed graph structure, yielding a recursive spectral map: nontrivial eigenvalues of the previous stage generate five eigenvalues at the next stage via roots of a fixed polynomial, together with explicit fixed eigenvalues whose multiplicities depend on $N_{n-1}$, $E_{n-1}$ and bipartiteness. Building on this spectrum, they obtain closed-form and recurrence formulas for key graph invariants, including Kemeny’s constant, the multiplicative degree-Kirchhoff index, and the number of spanning trees, for both $H_n(G)$ and $H^k_n(G)$, with all expressions tied to the initial data of $G$ and its basic growth parameters. A notable finding is that the same invariant formulas hold for $k\ge2$ and for $k=1$, explained by fixed spectral components that preserve the recurrence structure, and the work suggests extensions to more general edge-substitution constructions such as $P^{k,t}(G)$.

Abstract

Substituting each edge of a simple connected graph $G$ by a path of length 1 and $k$ paths of length 5 generates the $k$-hexagonal graph $H^k(G)$. Iterative graph $H^k_n(G)$ is produced when the preceding constructions are repeated $n$ times. According to the graph structure, we obtain a set of linear equations, and derive the entirely normalized Laplacian spectrum of $H^k_n(G)$ when $k = 1$ and $k \geqslant 2$ respectively by analyzing the structure of the solutions of these linear equations. We find significant formulas to calculate the Kemeny's constant, multiplicative degree-Kirchhoff index and number of spanning trees of $H^k_n(G)$ as applications.

Hexagonal and k-hexagonal graph's normalized Laplacian spectrum and applications

TL;DR

The authors address the problem of determining the completely normalized Laplacian spectrum for hexagonal and k-hexagonal graph families built from an arbitrary simple connected graph , and they derive how the spectrum propagates through iterative construction. Their main approach uses a detailed linear-equation analysis of the transformed graph structure, yielding a recursive spectral map: nontrivial eigenvalues of the previous stage generate five eigenvalues at the next stage via roots of a fixed polynomial, together with explicit fixed eigenvalues whose multiplicities depend on , and bipartiteness. Building on this spectrum, they obtain closed-form and recurrence formulas for key graph invariants, including Kemeny’s constant, the multiplicative degree-Kirchhoff index, and the number of spanning trees, for both and , with all expressions tied to the initial data of and its basic growth parameters. A notable finding is that the same invariant formulas hold for and for , explained by fixed spectral components that preserve the recurrence structure, and the work suggests extensions to more general edge-substitution constructions such as .

Abstract

Substituting each edge of a simple connected graph by a path of length 1 and paths of length 5 generates the -hexagonal graph . Iterative graph is produced when the preceding constructions are repeated times. According to the graph structure, we obtain a set of linear equations, and derive the entirely normalized Laplacian spectrum of when and respectively by analyzing the structure of the solutions of these linear equations. We find significant formulas to calculate the Kemeny's constant, multiplicative degree-Kirchhoff index and number of spanning trees of as applications.

Paper Structure

This paper contains 10 sections, 8 theorems, 68 equations, 1 figure, 3 tables.

Key Result

Theorem 2.2

Denote by $\mathcal{L}_n$ the normalized Laplacian matrix of $H_{n}(G)$. The normalized Laplacian spectrum of $H_n(G)$, $n \geqslant 1$ is given below.

Figures (1)

  • Figure 1: Graphs $H(P_3)$ and $H^k(P_3)$ ($P_3$ denotes a path of order 3).

Theorems & Definitions (17)

  • Definition 2.1
  • Theorem 2.2
  • proof
  • Theorem 2.3
  • proof
  • Theorem 3.1
  • proof
  • Theorem 3.2
  • proof
  • Theorem 3.3
  • ...and 7 more