<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "https://jats.nlm.nih.gov/publishing/1.3/JATS-journalpublishing1-3.dtd"><article xml:lang="en" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" dtd-version="1.3" article-type="research-article"><front><journal-meta><journal-id journal-id-type="issn">2460-0245</journal-id><journal-title-group><journal-title>Journal of the Indonesian Mathematical Society</journal-title><abbrev-journal-title>JIMS</abbrev-journal-title></journal-title-group><issn pub-type="epub">2460-0245</issn><issn pub-type="ppub">2086-8952</issn><publisher><publisher-name>IndoMS</publisher-name><publisher-loc>Indonesia</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.22342/jims.v32i3.2129</article-id><article-categories><subj-group><subject>Research Article</subject></subj-group></article-categories><title-group><article-title>Characteristic Polynomial and Energy of Matrices Associated with Power Graphs of Cyclic Groups</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Putra</surname><given-names>Lalu Riski Wirendra</given-names></name><address><country country="ID">Indonesia</country><email>g1d021027@students.unram.ac.id</email></address><xref ref-type="aff" rid="AFF-1"></xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8822-6420</contrib-id><name><surname>Wardhana</surname><given-names>I Gede Adhitya Wisnu</given-names></name><address><country country="ID">Indonesia</country><email>adhitya.wardhana@unram.ac.id</email></address><xref ref-type="aff" rid="AFF-1"></xref><xref ref-type="corresp" rid="cor-0"></xref></contrib><contrib contrib-type="author"><name><surname>Sarmin</surname><given-names>Nor Haniza</given-names></name><address><country country="MY">Malaysia</country><email>nhs@utm.my</email></address><xref ref-type="aff" rid="AFF-2"></xref></contrib></contrib-group><contrib-group><contrib contrib-type="editor"><name><surname>abdurahim</surname></name><address><country country="ID">Indonesia</country><email>abdurahim@staff.unram.ac.id</email></address></contrib><contrib contrib-type="editor"><name><surname>Astuti</surname><given-names>Mulia</given-names></name><address><country country="ID">Indonesia</country><email>mulia_astuti@unib.ac.id</email></address><xref ref-type="aff" rid="EDITOR-AFF-1"></xref></contrib></contrib-group><aff id="AFF-1"><institution content-type="dept">Department of Mathematics</institution><institution-wrap><institution>University of Mataram</institution><institution-id institution-id-type="ror">https://ror.org/00fq07k50</institution-id></institution-wrap><country country="ID">Indonesia</country></aff><aff id="AFF-2"><institution content-type="dept">Department of Mathematical Sciences</institution><institution-wrap><institution>University of Technology Malaysia</institution><institution-id institution-id-type="ror">https://ror.org/026w31v75</institution-id></institution-wrap><country country="MY">Malaysia</country></aff><aff id="EDITOR-AFF-1"><institution-wrap><institution>University of Bengkulu</institution><institution-id institution-id-type="ror">https://ror.org/04w077t62</institution-id></institution-wrap><country country="ID">Indonesia</country></aff><author-notes><fn fn-type="coi-statement"><label>Declarations.</label><p>No conflict of interest.</p></fn><corresp id="cor-0">Corresponding author: I Gede Adhitya Wisnu Wardhana. Email: <email>adhitya.wardhana@unram.ac.id</email></corresp></author-notes><pub-date date-type="pub" iso-8601-date="2026-09-25" publication-format="electronic"><day>25</day><month>09</month><year>2026</year></pub-date><pub-date date-type="collection" iso-8601-date="2026-09-01" publication-format="electronic"><day>01</day><month>09</month><year>2026</year></pub-date><volume>32</volume><issue>3</issue><issue-title>SEPTEMBER</issue-title><fpage>1</fpage><lpage>14</lpage><history><date date-type="received" iso-8601-date="2025-07-09"><day>09</day><month>07</month><year>2025</year></date><date date-type="accepted" iso-8601-date="2026-02-08"><day>08</day><month>02</month><year>2026</year></date></history><permissions><copyright-statement>Copyright (c) 2026 Journal of the Indonesian Mathematical Society</copyright-statement><copyright-year>2026</copyright-year><copyright-holder>Journal of the Indonesian Mathematical Society</copyright-holder><license xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/"><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by-nc-nd/4.0/</ali:license_ref><license-p>This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.</license-p></license></permissions><self-uri xlink:href="https://jims-a.org/index.php/jimsa/article/view/2129" xlink:title="2129"></self-uri><abstract><p>Algebraic graph theory is a fast-expanding field with numerous applications, particularly in the study of power graphs of finite groups. This study focuses on the power graph of cyclic groups with prime power order. Several key results are presented, including the characteristic polynomial and the energies of different matrices associated with the power graph. These matrices include the degree sum, degree exponent, degree subtraction, maximum degree, and degree square sum matrix. The research establishes characteristic polynomial for each matrix and computes their respective energies, revealing the complex relationships between the structure of the graph and its algebraic properties. This work extends the understanding of power graphs and contributes valuable insights into their algebraic and spectral properties.</p></abstract><kwd-group><kwd>energies</kwd><kwd>power graph</kwd><kwd>cyclic group</kwd><kwd>chemical topological graph</kwd></kwd-group><funding-group><funding-statement>This research was financially supported by the 2025 BIMA Fundamental Research – Regular Grant under contract number 079/C3/DT.05.00/ PL/2025.</funding-statement></funding-group><custom-meta-group><custom-meta><meta-name>File created by JATS Editor</meta-name><meta-value>https://jatseditor.com</meta-value></custom-meta><custom-meta><meta-name>issue-created-year</meta-name><meta-value>2026</meta-value></custom-meta></custom-meta-group></article-meta></front><body><sec id="sec-1"><title>1. INTRODUCTION</title><p>Knowing the <italic>π</italic>-electron energy of conjugated carbon molecules in chemistry that had figured out using H¨uckel theory, aligns perfectly with the concept of energy as defined in the realm of graph theory. This remarkable coincidence provides a special significance to results related to graph energy. The H¨uckel theory in quantum chemistry provides a method to calculate the energy levels of <italic>π</italic>-electrons in conjugated carbon molecules <xref ref-type="bibr" rid="BIBR-1">[1]</xref>. When these energy calculations are paralleled with graph energy, a fascinating intersection of chemistry and mathematics emerges.</p><p>Similarly, in the study of algebraic structures, graph theory ofers a powerful framework for understanding the properties of groups <xref ref-type="bibr" rid="BIBR-2">[2]</xref>. The power graph, for instance, provides valuable insights into the algebraic structure of the group <xref ref-type="bibr" rid="BIBR-3">[3]</xref> or on the ring <xref ref-type="bibr" rid="BIBR-4">[4]</xref>. It reflects the order of elements, and subgroup relationships, and can highlight symmetries and other structural properties. Power graphs are often simpler than other associated graphs, such as the Cayley or commuting graph, making them useful for studying finite groups. The power graph of a group G is a graph whose vertex set consists of the elements of the group, and two vertices are adjacent if one is a power of the other <xref ref-type="bibr" rid="BIBR-5">[5]</xref>. Building on this, we derive the general formulas of various graph energies for the power graph on cyclic group. Some scholars have examined the intersection power graph of groups, determining that the graph is Eulerian when the group’s order is even <xref ref-type="bibr" rid="BIBR-6">[6]</xref>. Others have contributed findings on the rainbow connection number for the power graph of finite groups <xref ref-type="bibr" rid="BIBR-7">[7]</xref>. Additionally, researchers have identified the automorphism groups for various power graphs of finite groups <xref ref-type="bibr" rid="BIBR-8">[8]</xref>, and recently, there has been a growing interest in the study of graph energy for the non-coprime graph associated with the dihedral group<xref ref-type="bibr" rid="BIBR-9">[9]</xref> and on integer modulo group <xref ref-type="bibr" rid="BIBR-10">[10]</xref>.</p><p>Recently, Putra et. al. have published the Sombor Energy of the nilpotent graph of the integer modulo group, which is also one of the cyclic groups <xref ref-type="bibr" rid="BIBR-11">[11]</xref>. In this article, we investigate not just Sombor energy but including degree sum energy, degree exponential energy, degree subtraction energy, maximum degree adjacency energy, degree square sum energy, Sombor energy, and Randi´c energy on the cyclic group in general, especially for the prime power order. We also identified a correlation between the graph spectrum and the corresponding energy values obtained.</p></sec><sec id="sec-2"><title>2. Energy of Graph</title><p>In this section, we aim to calculate the characteristic polynomial and graph energy of the power graph of cyclic groups with prime power order. These calculations include degree sum energy, degree exponential energy, degree subtraction energy, maximum degree adjacency energy, degree square sum energy, Sombor energy, and Randi´c energy. Below is the definition of the energy of a graph.<target id="anchor-1" target-type="reference-target"/></p><p><bold>Definition 2.1.</bold><xref ref-type="bibr" rid="BIBR-1">[1]</xref><italic>Let Γ be a graph and η be an eigenvalue of the matrix graph of Γ, then the energy of Γ is defined as</italic></p><disp-formula id="equation-1"><tex-math id="math-1"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E (\Gamma) = \sum | \eta |.\tag{1} \end{document} ]]></tex-math></disp-formula><p>Finding the determinant of a small matrix is very straightforward, but not for a large matrix size. This determinant is very important for finding the eigenvalues of a matrix. Below is a property that can help us to find the determinant of a square matrix of order σ.<target id="anchor-2" target-type="reference-target"/></p><p><bold>Lemma 2.2.</bold><xref ref-type="bibr" rid="BIBR-12">[12]</xref><italic>If we have a square matrix with order σ, where </italic><inline-formula><tex-math id="math-2"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \mu \end{document} ]]></tex-math></inline-formula><italic> and ν are real numbers, then</italic></p><disp-formula id="equation-2"><tex-math id="math-3"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \left| \begin{array}{c c c c} \mu & \nu & \dots & \nu \\ \nu & \mu & \dots & \nu \\ \vdots & \vdots & \ddots & \vdots \\ \nu & \nu & \dots & \mu \end{array} \right| = (\mu - \nu) ^ {\sigma - 1} [ \mu + (\sigma - 1) \nu ]. \end{document} ]]></tex-math></disp-formula><sec id="sec-3"><title>2.1. Degree Sum Energy.</title><p>In this section, we explore the concept of degree sum energy, examining its definition, properties, and significance within the context of our study. We analyze how degree sum energy is calculated, its implications for the power graph, and its role in understanding the underlying algebraic structure.<target id="anchor-3" target-type="reference-target"/></p><p><bold>Definition 2.3</bold>. <xref ref-type="bibr" rid="BIBR-13">[13]</xref><italic>Let Γ be a graph with E as a set of its edges, then the matrix of degree sum </italic><inline-formula><tex-math id="math-4"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle o f \Gamma ~ i s \end{document} ]]></tex-math></inline-formula><italic> defined as </italic><inline-formula><tex-math id="math-5"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S ( \Gamma ) = [ d s _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> with,</italic></p><disp-formula id="equation-3"><tex-math id="math-6"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d s _ {i j} = \left\{ \begin{array}{l l} d _ {i} + d _ {j} & , i f v _ {i} v _ {j} \in \mathcal {E} \\ 0 & , e l s e. \end{array} \right.\tag{2} \end{document} ]]></tex-math></disp-formula><p>where <inline-formula><tex-math id="math-7"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d _ { i } , d _ { j } \end{document} ]]></tex-math></inline-formula> are the degree of vertices <inline-formula><tex-math id="math-8"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { i } \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-9"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { j } \end{document} ]]></tex-math></inline-formula> , respectively.</p><p>In the following theorem, we calculate the characteristic polynomial of the degree-sum matrix for the power graph of a cyclic group of order <inline-formula><tex-math id="math-10"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma _ { \mathrm { { i } } } \end{document} ]]></tex-math></inline-formula> , denoted as <inline-formula><tex-math id="math-11"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> , where σ is a power of prime.<target id="anchor-4" target-type="reference-target"/></p><p><bold>Theorem 2.4.</bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-12"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-13"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = { p ^ { k } } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-14"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-4"><tex-math id="math-15"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D S (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta + 2 (\sigma - 1) ] ^ {\sigma - 1} \left[ \eta - 2 (\sigma - 1) ^ {2} \right].\tag{3} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. Suppose that <inline-formula><tex-math id="math-16"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle C _ { \sigma } = \langle x \rangle \end{document} ]]></tex-math></inline-formula> , with <inline-formula><tex-math id="math-17"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula> where p is a prime number and <inline-formula><tex-math id="math-18"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula> For any <inline-formula><tex-math id="math-19"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle a , b \in C _ { \sigma } \end{document} ]]></tex-math></inline-formula> can be written as <inline-formula><tex-math id="math-20"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle a = x ^ { \alpha } , b = x ^ { \beta } \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-21"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \alpha , \beta \in \mathbb { Z } \end{document} ]]></tex-math></inline-formula> . Thus, we have two cases:</p><p>Case 1, Wlog, let <inline-formula><tex-math id="math-22"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \mathrm { G C D } ( \alpha , \sigma ) = 1 \end{document} ]]></tex-math></inline-formula> , and <inline-formula><tex-math id="math-23"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \mathrm { G C D } ( b , \sigma ) \neq 1 \end{document} ]]></tex-math></inline-formula> . So, there exist <inline-formula><tex-math id="math-24"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k _ { 1 } , k _ { 2 } \in \mathbb { N } \end{document} ]]></tex-math></inline-formula> such that <inline-formula><tex-math id="math-25"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k _ { 1 } \alpha + k _ { 2 } \sigma = 1 \end{document} ]]></tex-math></inline-formula> implies <inline-formula><tex-math id="math-26"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle b = x ^ { \beta } = x ^ { \beta \left( k _ { 1 } \alpha + k _ { 2 } \sigma \right) } = x ^ { \beta k _ { 1 } \alpha } \cdot x ^ { \beta k _ { 2 } \sigma } = \end{document} ]]></tex-math></inline-formula><inline-formula><tex-math id="math-27"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle ( x ^ { \alpha } ) ^ { k _ { 1 } \beta } \cdot ( x ^ { \sigma } ) ^ { k _ { 2 } \beta } = a ^ { k _ { 1 } \beta } \cdot e \stackrel { \textstyle \blacktriangledown } { = } a ^ { k _ { 1 } \beta } \end{document} ]]></tex-math></inline-formula> . Thus, b is a power of a.</p><p>Case 2, If <inline-formula><tex-math id="math-28"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \alpha , \beta \end{document} ]]></tex-math></inline-formula> and σ are not relatively prime, then <inline-formula><tex-math id="math-29"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \alpha = p ^ { l } , \beta = p ^ { m } \end{document} ]]></tex-math></inline-formula> , for some <inline-formula><tex-math id="math-30"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \geq \end{document} ]]></tex-math></inline-formula><inline-formula><tex-math id="math-31"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle l , m \in \mathbb { Z } \end{document} ]]></tex-math></inline-formula> . Wlog, let <inline-formula><tex-math id="math-32"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle l < m \end{document} ]]></tex-math></inline-formula> , so there exists a natural number q such that <inline-formula><tex-math id="math-33"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle m = l + q . \mathrm { ~ S o } , \beta = p ^ { l + q } = p ^ { l } p ^ { q } = \alpha p ^ { q } \end{document} ]]></tex-math></inline-formula> . Then <inline-formula><tex-math id="math-34"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle b = x ^ { \beta } = x ^ { \alpha p ^ { q } } = \left( x ^ { \alpha } \right) ^ { p ^ { q } } = a ^ { p ^ { q } } \end{document} ]]></tex-math></inline-formula> Hence, a and b are adjacent in both cases.</p><p>Because all two diferent elements of <inline-formula><tex-math id="math-35"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle C _ { \sigma } \end{document} ]]></tex-math></inline-formula> are neighbours, the power graphs of <inline-formula><tex-math id="math-36"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> must be a complete graph with order σ. So, the degree of all vertices is <inline-formula><tex-math id="math-37"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula></p><p>Then by Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-3">2.3</xref> we get the degree sum matrix of <inline-formula><tex-math id="math-38"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle C _ { \sigma } \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-5"><tex-math id="math-39"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & 2 \sigma - 2 & \dots & 2 \sigma - 2 \\ 2 \sigma - 2 & 0 & \dots & 2 \sigma - 2 \\ \vdots & \vdots & \ddots & \vdots \\ 2 \sigma - 2 & 2 \sigma - 2 & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Therefore, the characteristic polynomial of <inline-formula><tex-math id="math-40"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> is found by calculating <inline-formula><tex-math id="math-41"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle | \eta I - D S ( \Gamma _ { C _ { \sigma } } ) | \end{document} ]]></tex-math></inline-formula> which gives</p><disp-formula id="equation-6"><tex-math id="math-42"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D S (\Gamma_ {C _ {\sigma}})} (\eta) = \left| \begin{array}{c c c c} \eta & - (2 \sigma - 2) & \dots & - (2 \sigma - 2) \\ - (2 \sigma - 2) & \eta & \dots & - (2 \sigma - 2) \\ \vdots & \vdots & \ddots & \vdots \\ - (2 \sigma - 2) & - (2 \sigma - 2) & \dots & \eta \end{array} \right|. \end{document} ]]></tex-math></disp-formula><p>By using Lemma <xref ref-type="custom" custom-type="reference-target" rid="anchor-2">2.2</xref>, we get</p><disp-formula id="equation-7"><tex-math id="math-43"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{c} P _ {D S (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta - (- (2 \sigma - 2)) ] ^ {\sigma - 1} [ \eta + (\sigma - 1) (- (2 \sigma - 2)) ] \\ = (\eta + 2 (\sigma - 1)) ^ {\sigma - 1} (\eta - 2 (\sigma - 1) ^ {2}). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-5" target-type="reference-target"/></p><p><bold>Theorem 2.5.</bold><italic>The degree sum energy of </italic><inline-formula><tex-math id="math-44"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-45"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-46"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula> is <inline-formula><tex-math id="math-47"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 4 ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula></p><p><italic>Proof</italic>. By Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-4">2.4</xref>, we obtain the eigenvalues of the degree sum matrix of <inline-formula><tex-math id="math-48"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula> by solving <inline-formula><tex-math id="math-49"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D S ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = 0 \end{document} ]]></tex-math></inline-formula> which gives</p><disp-formula id="equation-8"><tex-math id="math-50"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle (\eta + 2 (\sigma - 1)) ^ {\sigma - 1} = 0 \text { or } \eta + 2 (\sigma - 1) ^ {2} = 0. \end{document} ]]></tex-math></disp-formula><p>Thus, <inline-formula><tex-math id="math-51"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \eta = - 2 ( \sigma - 1 ) \end{document} ]]></tex-math></inline-formula> with multiplicity <inline-formula><tex-math id="math-52"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-53"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \eta = 2 ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula> with multiplicity 1. Using Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-1">2.1</xref> which states that the degree sum energy of <inline-formula><tex-math id="math-54"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> is the sum of all its absolute eigenvalues, we find that the degree sum energy of <inline-formula><tex-math id="math-55"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { o } } \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-9"><tex-math id="math-56"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{l} E (D S (\Gamma_ {C _ {\sigma}})) = \sum | \eta | \\ \qquad = (\sigma - 1) | - 2 (\sigma - 1) | + | 2 (\sigma - 1) ^ {2} | \\ \qquad = 2 (\sigma - 1) ^ {2} + 2 (\sigma - 1) ^ {2} \\ \qquad = 4 (\sigma - 1) ^ {2}. \end{array} \end{document} ]]></tex-math></disp-formula></sec><sec id="sec-4"><title>2.2. Degree Exponent Energy.</title><p>In this section, we explore the concept of the characteristic polynomial and the degree exponent energy in greater detail. We examine how the characteristic polynomial is derived and its properties. Additionally, we discuss the degree exponent energy, focusing on its significance and its role in understanding the behavior of certain functions or systems.<target id="anchor-6" target-type="reference-target"/></p><p><bold>Definition 2.6.</bold><xref ref-type="bibr" rid="BIBR-14">[14]</xref><italic>Let Γ be a graph, then the matrix of degree exponent of Γ is </italic><inline-formula><tex-math id="math-57"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D E ( \Gamma ) = [ d e _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> with</italic></p><disp-formula id="equation-10"><tex-math id="math-58"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d e _ {i j} = \left\{ \begin{array}{l l} d _ {i} ^ {d _ {j}} & , i f i \neq j \\ 0 & , i f i = j. \end{array} \right.\tag{4} \end{document} ]]></tex-math></disp-formula><p>where <inline-formula><tex-math id="math-59"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d _ { i } , d _ { j } \end{document} ]]></tex-math></inline-formula> are the degree of vertices <inline-formula><tex-math id="math-60"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { i } \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-61"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { j } \end{document} ]]></tex-math></inline-formula> , respectively.<target id="anchor-7" target-type="reference-target"/></p><p><bold>Theorem 2.7.</bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-62"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D E ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-63"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where </italic><inline-formula><tex-math id="math-64"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle p \end{document} ]]></tex-math></inline-formula><italic> is a prime number and </italic><inline-formula><tex-math id="math-65"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-11"><tex-math id="math-66"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D E (\Gamma_ {C _ {\sigma}})} (\eta) = (\eta + (\sigma - 1) ^ {\sigma - 1}) ^ {\sigma - 1} (\eta + (\sigma - 1) ^ {\sigma}).\tag{5} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. Based on the <italic>proof</italic> of Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-4">2.4</xref>, we know that <inline-formula><tex-math id="math-67"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \forall v \in V ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-68"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma \end{document} ]]></tex-math></inline-formula> is a prime power has <inline-formula><tex-math id="math-69"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> degrees. By Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-6">2.6</xref>, we obtain the degree exponent matrix of the graph <inline-formula><tex-math id="math-70"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula> by raising its degrees to the powers of the other vertices’ degrees. Thus,</p><disp-formula id="equation-12"><tex-math id="math-71"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D E (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & (\sigma - 1) ^ {\sigma - 1} & \dots & (\sigma - 1) ^ {\sigma - 1} \\ (\sigma - 1) ^ {\sigma - 1} & 0 & \dots & (\sigma - 1) ^ {\sigma - 1} \\ \vdots & \vdots & \ddots & \vdots \\ (\sigma - 1) ^ {\sigma - 1} & (\sigma - 1) ^ {\sigma - 1} & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>By calculating <inline-formula><tex-math id="math-72"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle | \eta I - D E ( \Gamma _ { C _ { \sigma } } ) | \end{document} ]]></tex-math></inline-formula> , we obtain the characteristic polynomial of the degree exponent matrix of <inline-formula><tex-math id="math-73"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> , namely</p><disp-formula id="equation-13"><tex-math id="math-74"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{c} P _ {D E (\Gamma_ {C _ {\sigma}})} (\eta) = (\eta + (\sigma - 1) ^ {\sigma - 1}) ^ {\sigma - 1} (\eta - (\sigma - 1) (\sigma - 1) ^ {\sigma - 1}) \\ = (\eta + (\sigma - 1) ^ {\sigma - 1}) ^ {\sigma - 1} (\eta - (\sigma - 1) ^ {\sigma}). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-8" target-type="reference-target"/></p><p><bold>Theorem 2.8.</bold><italic>The degree exponent energy of </italic><inline-formula><tex-math id="math-75"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \operatorname { T } _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-76"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-77"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is </italic><inline-formula><tex-math id="math-78"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 2 ( \sigma - 1 ) ^ { \sigma } \end{document} ]]></tex-math></inline-formula></p><p><italic>Proof</italic>. By solving <inline-formula><tex-math id="math-79"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D E ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = 0 \end{document} ]]></tex-math></inline-formula> from Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-7">2.7</xref>, we obtain</p><disp-formula id="equation-14"><tex-math id="math-80"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \eta = - (\sigma - 1) ^ {\sigma - 1} \mathrm{or} \eta = (\sigma - 1) ^ {\sigma}. \end{document} ]]></tex-math></disp-formula><p>The multiplicities are <inline-formula><tex-math id="math-81"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and 1, respectively. Therefore, the degree exponent energy of <inline-formula><tex-math id="math-82"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-15"><tex-math id="math-83"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{r l} & E (D E (\Gamma_ {C _ {\sigma}})) = (\sigma - 1) | - (\sigma - 1) ^ {\sigma - 1} | + | (\sigma - 1) ^ {\sigma} | \\ & \qquad = (\sigma - 1) ^ {\sigma} + (\sigma - 1) ^ {\sigma} \\ & \qquad = 2 (\sigma - 1) ^ {\sigma}. \end{array} \end{document} ]]></tex-math></disp-formula></sec><sec id="sec-5"><title>2.3. Degree Subtraction Energy.</title><p>This section explores the characteristic polynomial and the degree subtraction energy of the nilpotent graph of <inline-formula><tex-math id="math-84"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \mathbb { Z } _ { \sigma } \end{document} ]]></tex-math></inline-formula> . First, we discuss how the characteristic polynomial is derived and its mathematical properties. The characteristic polynomial helps calculate the eigenvalues of a matrix, which is used to compute the degree of subtraction energy.<target id="anchor-9" target-type="reference-target"/></p><p><bold>Definition 2.9.</bold><xref ref-type="bibr" rid="BIBR-15">[15]</xref><italic>Let Γ be a graph, the degree subtraction matrix of Γ is</italic><inline-formula><tex-math id="math-85"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array} { r } { D S t ( \Gamma _ { C _ { \sigma } } ) = [ d s t _ { i j } ] } \end{array} \end{document} ]]></tex-math></inline-formula><italic>with</italic></p><disp-formula id="equation-16"><tex-math id="math-86"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d s t _ {i j} = \left\{ \begin{array}{l l} d _ {i} - d _ {j} & , i \neq j \\ 0 & , i = j. \end{array} \right.\tag{6} \end{document} ]]></tex-math></disp-formula><p>where <inline-formula><tex-math id="math-87"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d _ { i } , d _ { j } \end{document} ]]></tex-math></inline-formula> are the degree of vertices <inline-formula><tex-math id="math-88"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { i } \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-89"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle v _ { j } \end{document} ]]></tex-math></inline-formula> , respectively.<target id="anchor-10" target-type="reference-target"/></p><p><bold>Theorem 2.10.</bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-90"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S t ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-91"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-92"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-17"><tex-math id="math-93"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D S t (\Gamma_ {C _ {\sigma}})} (\eta) = \eta^ {\sigma}.\tag{7} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. By Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-9">2.9</xref>, we can form the degree subtraction matrix of the graph <inline-formula><tex-math id="math-94"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> with σ is a prime power by subtracting the degree of each vertex. Since all vertices of <inline-formula><tex-math id="math-95"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula> have the same degree, <inline-formula><tex-math id="math-96"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \forall v _ { i } , v _ { j } \in V ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><inline-formula><tex-math id="math-97"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d _ { i } \ = \ d _ { j } \end{document} ]]></tex-math></inline-formula> . Therefore, <inline-formula><tex-math id="math-98"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d s t _ { i j } = 0 \end{document} ]]></tex-math></inline-formula> , and <inline-formula><tex-math id="math-99"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S t ( \Gamma _ { C _ { \sigma } } ) = O \end{document} ]]></tex-math></inline-formula> , where O is the zero matrix. It is easy to check that <inline-formula><tex-math id="math-100"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D S t ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = \eta ^ { \sigma } \end{document} ]]></tex-math></inline-formula> □<target id="anchor-11" target-type="reference-target"/></p><p><bold>Theorem</bold> 2.11. <italic>The degree subtraction energy of </italic><inline-formula><tex-math id="math-101"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { o } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-102"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where </italic><inline-formula><tex-math id="math-103"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle p \end{document} ]]></tex-math></inline-formula><italic> is a prime number and </italic><inline-formula><tex-math id="math-104"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is 0.</italic></p><p><italic>Proof</italic>. By Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-10">2.10</xref>, the eigenvalues of <inline-formula><tex-math id="math-105"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S t ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> are all 0. Therefore, the degree subtraction energy of <inline-formula><tex-math id="math-106"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> is 0. □</p></sec><sec id="sec-6"><title>2.4. Maximum Degree Adjacency.</title><p>This section explores the characteristic polynomial and the maximum degree energy. The maximum degree matrix is based on the maximum degree of two distinct vertices. The characteristic polynomial is crucial for calculating the eigenvalues of a matrix. Next, we compute the maximum degree energy, which is the summation of absolute eigenvalues of the maximum degree matrix.<target id="anchor-12" target-type="reference-target"/></p><p><bold>Definition 2.12.</bold><xref ref-type="bibr" rid="BIBR-16">[16]</xref><italic>The maximum degree matrix of graph Γ with E is a set of its edges defined with the maximum degree of vertex of graph Γ which is </italic><inline-formula><tex-math id="math-107"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle M ( \Gamma ) = [ m _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> with</italic></p><disp-formula id="equation-18"><tex-math id="math-108"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle m _ {i j} = \left\{ \begin{array}{l l} \max (d _ {i}, d _ {j}) & , i f v _ {i} v _ {j} \in \mathcal {E} \\ 0 & , e l s e. \end{array} \right.\tag{8} \end{document} ]]></tex-math></disp-formula><disp-formula id="equation-19"><tex-math id="math-109"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {M (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta + (\sigma - 1) ] ^ {\sigma - 1} [ \eta - (\sigma - 1) ^ {2} ]. \end{document} ]]></tex-math></disp-formula><p><target id="anchor-13" target-type="reference-target"/></p><p><bold>Theorem 2.13.</bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-110"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle M ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-111"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-112"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is (9)</italic></p><p><italic>Proof</italic>. Since <inline-formula><tex-math id="math-113"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> with σ is a prime power is a complete graph, all of its vertices have the same degree. By the <italic>proof</italic> of Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-4">2.4</xref> , the degree of each vertex is <inline-formula><tex-math id="math-114"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> . Therefore, max <inline-formula><tex-math id="math-115"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle ( d _ { i } , d _ { j } ) = \sigma - 1 \quad \forall v _ { i } , v _ { j } \in V ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> . Thus, we obtain the maximum degree adjacency matrix of <inline-formula><tex-math id="math-116"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula> below:</p><disp-formula id="equation-20"><tex-math id="math-117"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle M (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & \sigma - 1 & \dots & \sigma - 1 \\ \sigma - 1 & 0 & \dots & \sigma - 1 \\ \vdots & \vdots & \ddots & \vdots \\ \sigma - 1 & \sigma - 1 & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Thus, the characteristic polynomial of the matrix <inline-formula><tex-math id="math-118"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle M ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-21"><tex-math id="math-119"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{l} P _ {M (\Gamma_ {C _ {\sigma}})} (\eta) = \left| \begin{array}{c c c c} \eta & - (\sigma - 1) & \dots & - (\sigma - 1) \\ - (\sigma - 1) & \eta & \dots & - (\sigma - 1) \\ \vdots & \vdots & \ddots & \vdots \\ - (\sigma - 1) & - (\sigma - 1) & \dots & \eta \end{array} \right| \\ = (\eta - (- (\sigma - 1))) ^ {\sigma - 1} (\eta + (\sigma - 1) (- (\sigma - 1))) \\ = (\eta + (\sigma - 1)) ^ {\sigma - 1} (\eta - (\sigma - 1) ^ {2}). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-14" target-type="reference-target"/></p><p><bold>Theorem 2.14.</bold><italic>The maximum degree energy of graph </italic><inline-formula><tex-math id="math-120"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-121"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-122"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is </italic><inline-formula><tex-math id="math-123"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 2 ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula></p><p><italic>Proof</italic>. By Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-13">2.13</xref>, the eigenvalues of the matrix <inline-formula><tex-math id="math-124"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle M ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> are <inline-formula><tex-math id="math-125"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle - ( \sigma - 1 ) \end{document} ]]></tex-math></inline-formula> with multiplicity <inline-formula><tex-math id="math-126"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-127"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula> with multiplicity 1. Therefore, by the definition of energy, the energy of the maximum degree matrix of <inline-formula><tex-math id="math-128"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-22"><tex-math id="math-129"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{c} E (M (\Gamma_ {C _ {\sigma}})) = (\sigma - 1) | - (\sigma - 1) | + | (\sigma - 1) ^ {2} | \\ = (\sigma - 1) ^ {2} + (\sigma - 1) ^ {2} \\ = 2 (\sigma - 1) ^ {2}. \end{array} \end{document} ]]></tex-math></disp-formula></sec><sec id="sec-7"><title>2.5. Degree Square Sum.</title><p>The degree square sum matrix was defined similarly to the degree sum matrix. However, before we summed the vertex’s degrees, each degree value was squared. By calculating its characteristic polynomial, we determine its eigenvalues to compute the degree square sum energy of the nilpotent graph of <inline-formula><tex-math id="math-130"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula><target id="anchor-15" target-type="reference-target"/></p><p><bold>Definition 2.15.</bold><xref ref-type="bibr" rid="BIBR-17">[17]</xref><italic>The degree square sum matrix of graph Γ is defined as </italic><inline-formula><tex-math id="math-131"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S S ( \Gamma ) = [ d s s _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> with</italic></p><disp-formula id="equation-23"><tex-math id="math-132"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle d s s _ {i j} = \left\{ \begin{array}{l l} d _ {i} ^ {2} + d _ {j} ^ {2} & , i \neq j \\ 0 & , e l s e. \end{array} \right.\tag{10} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-16" target-type="reference-target"/></p><p><bold>Theorem 2.16.</bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-133"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S S ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-134"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where </italic><inline-formula><tex-math id="math-135"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle p \end{document} ]]></tex-math></inline-formula><italic> is a prime number and </italic><inline-formula><tex-math id="math-136"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-24"><tex-math id="math-137"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D S S (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta + 2 (s i g m a - 1) ^ {2} ] ^ {\sigma - 1} [ \eta - 2 (\sigma - 1) ^ {3} ].\tag{11} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. By the definition of the degree square sum matrix, we can form the matrix by adding the squares of the degrees of two distinct vertices of <inline-formula><tex-math id="math-138"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-139"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma \end{document} ]]></tex-math></inline-formula> is a prime power. Thus,</p><disp-formula id="equation-25"><tex-math id="math-140"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S S (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & 2 (\sigma - 1) ^ {2} & \dots & 2 (\sigma - 1) ^ {2} \\ 2 (\sigma - 1) ^ {2} & 0 & \dots & 2 (\sigma - 1) ^ {2} \\ \vdots & \vdots & \ddots & \vdots \\ 2 (\sigma - 1) ^ {2} & 2 (\sigma - 1) ^ {2} & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Thus, the characteristic polynomial of matrix <inline-formula><tex-math id="math-141"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S S ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-26"><tex-math id="math-142"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{c} P _ {D S S (\Gamma_ {C _ {\sigma}})} (\eta) = \left| \begin{array}{c c c c} \eta & - (2 (\sigma - 1) ^ {2}) & \dots & - (2 (\sigma - 1) ^ {2}) \\ - (2 (\sigma - 1) ^ {2}) & \eta & \dots & - (2 (\sigma - 1) ^ {2}) \\ \vdots & \vdots & \ddots & \vdots \\ - (2 (\sigma - 1) ^ {2}) & - (2 (\sigma - 1) ^ {2}) & \dots & \eta \end{array} \right| \\ = (\eta - (- (2 (\sigma - 1) ^ {2}))) ^ {\sigma - 1} (\eta + (\sigma - 1) (- 2 (\sigma - 1) ^ {2})) \\ = (\eta + 2 (\sigma - 1) ^ {2}) ^ {\sigma - 1} (\eta - 2 (\sigma - 1) ^ {3}). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-17" target-type="reference-target"/></p><p><bold>Theorem 2.17.</bold><italic>The degree square sum of graph </italic><inline-formula><tex-math id="math-143"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-144"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where </italic><inline-formula><tex-math id="math-145"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle p \end{document} ]]></tex-math></inline-formula><italic> is a prime number and </italic><inline-formula><tex-math id="math-146"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is </italic><inline-formula><tex-math id="math-147"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 4 ( \sigma - 1 ) ^ { 3 } \end{document} ]]></tex-math></inline-formula></p><p><italic>Proof</italic>. By Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-16">2.16</xref>, the eigenvalues of <inline-formula><tex-math id="math-148"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle D S S ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> are <inline-formula><tex-math id="math-149"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle - 2 ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula> with multiplicity <inline-formula><tex-math id="math-150"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-151"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 2 ( \sigma - 1 ) ^ { 3 } \end{document} ]]></tex-math></inline-formula> with multiplicity 1. Therefore, the degree square sum energy of <inline-formula><tex-math id="math-152"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { o } } \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-27"><tex-math id="math-153"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{c} E (D S S (\Gamma_ {C _ {\sigma}})) = (\sigma - 1) | - 2 (\sigma - 1) ^ {2} | + | 2 (\sigma - 1) ^ {3} | \\ = 2 (\sigma - 1) ^ {3} + 2 (\sigma - 1) ^ {3} \\ = 4 (\sigma - 1) ^ {3}. \end{array} \end{document} ]]></tex-math></disp-formula></sec><sec id="sec-8"><title>2.6. Sombor Energy.</title><p>The Sombor energy is the summation of absolute eigenvalues of the Sombor matrix. In this section, we examine the characteristic polynomial to get the eigenvalues of the Sombor matrix to calculate its Sombor energy. We begin with the Sombor matrix, defined as the square root of the sum of the squares of the degrees of two adjacent vertices on the graph.<target id="anchor-18" target-type="reference-target"/></p><p><bold>Definition 2.18</bold>. <xref ref-type="bibr" rid="BIBR-18">[18]</xref><italic>Let Γ be a graph, </italic><inline-formula><tex-math id="math-154"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle S O ( \Gamma ) = [ s o _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> defined Sombor matrix of graph Γ with,</italic></p><disp-formula id="equation-28"><tex-math id="math-155"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle s o _ {i j} = \left\{ \begin{array}{l l} \sqrt {d _ {i} ^ {2} + d _ {j} ^ {2}} & , i f v _ {i} v _ {j} \in \mathcal {E} (G) \\ 0 & , e l s e. \end{array} \right.\tag{12} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-19" target-type="reference-target"/></p><p><bold>Theorem 2.19.</bold><italic>Let </italic><inline-formula><tex-math id="math-156"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula><italic> is power graph of </italic><inline-formula><tex-math id="math-157"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle C _ { \sigma } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-158"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-159"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> . Then the characteristic polynomial of </italic><inline-formula><tex-math id="math-160"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle S O ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-29"><tex-math id="math-161"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {S O (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta + (\sigma - 1) \sqrt {2} ] ^ {\sigma - 1} [ \eta - (\sigma - 1) ^ {2} \sqrt {2} ].\tag{13} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. Based on Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-18">2.18</xref>, we obtain the Sombor matrix of <inline-formula><tex-math id="math-162"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-163"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma \end{document} ]]></tex-math></inline-formula> is a prime power, which is</p><disp-formula id="equation-30"><tex-math id="math-164"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle S O (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & (\sigma - 1) \sqrt {2} & \dots & (\sigma - 1) \sqrt {2} \\ (\sigma - 1) \sqrt {2} & 0 & \dots & (\sigma - 1) \sqrt {2} \\ \vdots & \vdots & \ddots & \vdots \\ (\sigma - 1) \sqrt {2} & (\sigma - 1) \sqrt {2} & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Thus, the characteristic polynomial of <inline-formula><tex-math id="math-165"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle S O ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> is</p><disp-formula id="equation-31"><tex-math id="math-166"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{r l} & P _ {S O (\Gamma_ {C _ {\sigma}})} (\eta) = \left| \begin{array}{c c c c} \eta & - (\sigma - 1) \sqrt {2} & \dots & - (\sigma - 1) \sqrt {2} \\ - (\sigma - 1) \sqrt {2} & \eta & \dots & - (\sigma - 1) \sqrt {2} \\ \vdots & \vdots & \ddots & \vdots \\ - (\sigma - 1) \sqrt {2} & - (\sigma - 1) \sqrt {2} & \dots & \eta \end{array} \right| \\ & = (\eta - (- (\sigma - 1 \sqrt {2}))) ^ {\sigma - 1} (\eta + (\sigma - 1) (- (\sigma - 1) \sqrt {2})) \\ & = (\eta + (\sigma - 1) \sqrt {2}) ^ {\sigma - 1} (\eta - (\sigma - 1) ^ {2} \sqrt {2}). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-20" target-type="reference-target"/></p><p><bold>Theorem 2.20.</bold><italic>The Sombor energy </italic><inline-formula><tex-math id="math-167"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle o f \Gamma _ { C _ { c } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-168"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-169"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is equal to </italic><inline-formula><tex-math id="math-170"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle 2 \sqrt { 2 } ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula></p><p><italic>Proof</italic>. By Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-19">2.19</xref>, the eigenvalues of <inline-formula><tex-math id="math-171"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle S O ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> are <inline-formula><tex-math id="math-172"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle - ( \sigma - 1 ) \sqrt { 2 } \end{document} ]]></tex-math></inline-formula> with multiplicity <inline-formula><tex-math id="math-173"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-174"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle ( \sigma - 1 ) ^ { 2 } { \sqrt { 2 } } \end{document} ]]></tex-math></inline-formula> with multiplicity 1. Therefore, we obtain</p><disp-formula id="equation-32"><tex-math id="math-175"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{r l} & E (S O (\Gamma_ {C _ {\sigma}})) = (\sigma - 1) | - (\sigma - 1) \sqrt {2} | + | (\sigma - 1) ^ {2} \sqrt {2} | \\ & \qquad = (\sigma - 1) ^ {2} \sqrt {2} + (\sigma - 1) ^ {2} \sqrt {2} \\ & \qquad = 2 \sqrt {2} (\sigma - 1) ^ {2}. \end{array} \end{document} ]]></tex-math></disp-formula></sec><sec id="sec-9"><title>2.7. Randi´c Energy.</title><p>Randi´c matrix is defined as the reciprocal of the square root of the product of two degrees. In this section, we calculate the characteristic polynomial and Randi´c energy by summing the absolute eigenvalues of the Randi´c matrix.<target id="anchor-21" target-type="reference-target"/></p><p><bold>Definition 2.21.</bold><xref ref-type="bibr" rid="BIBR-19">[19]</xref><italic>Let Γ be a graph, </italic><inline-formula><tex-math id="math-176"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle R ( \Gamma ) = [ r _ { i j } ] \end{document} ]]></tex-math></inline-formula><italic> defined Randi´c matrix of graph Γ with,</italic></p><disp-formula id="equation-33"><tex-math id="math-177"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle r _ {i j} = \left\{ \begin{array}{l l} \frac {1}{\sqrt {d _ {i} d _ {j}}} & , i f v _ {i} v _ {j} \in \mathcal {E} (\Gamma) \\ 0 & , e l s e. \end{array} \right.\tag{14} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-22" target-type="reference-target"/></p><p><bold>Theorem 2.22. </bold><italic>The characteristic polynomial of </italic><inline-formula><tex-math id="math-178"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle R ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-179"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-180"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is</italic></p><disp-formula id="equation-34"><tex-math id="math-181"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {R (\Gamma_ {C _ {\sigma}})} (\eta) = [ \eta + (\sigma - 1) ^ {- 2} ] [ \eta - (\sigma - 1) ^ {- 1} ].\tag{15} \end{document} ]]></tex-math></disp-formula><p><italic>Proof</italic>. Based on Definition <xref ref-type="custom" custom-type="reference-target" rid="anchor-21">2.21</xref> and the <italic>proof</italic> of Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-4">2.4</xref>, we can form the Randi´c energy of <inline-formula><tex-math id="math-182"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-183"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma \end{document} ]]></tex-math></inline-formula> is a prime power, represented by</p><disp-formula id="equation-35"><tex-math id="math-184"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle R (\Gamma_ {C _ {\sigma}}) = \left( \begin{array}{c c c c} 0 & \frac {1}{(\sigma - 1)} & \dots & \frac {1}{(\sigma - 1)} \\ \frac {1}{(\sigma - 1)} & 0 & \dots & \frac {1}{(\sigma - 1)} \\ \vdots & \vdots & \ddots & \vdots \\ \frac {1}{(\sigma - 1)} & \frac {1}{(\sigma - 1)} & \dots & 0 \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Hence, we obtain</p><disp-formula id="equation-36"><tex-math id="math-185"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{l} P _ {R (\Gamma_ {C _ {\sigma}})} (\eta) = \left| \begin{array}{c c c c} \eta & - \frac {1}{(\sigma - 1)} & \dots & - \frac {1}{(\sigma - 1)} \\ - \frac {1}{(\sigma - 1)} & \eta & \dots & - \frac {1}{(\sigma - 1)} \\ \vdots & \vdots & \ddots & \vdots \\ - \frac {1}{(\sigma - 1)} & - \frac {1}{(\sigma - 1)} & \dots & \eta \end{array} \right| \\ = \left(\eta - \left(- \left(\frac {1}{(\sigma - 1)}\right)\right)\right) ^ {\sigma - 1} \left(\eta + (\sigma - 1) \left(- \frac {1}{(\sigma - 1)}\right)\right) \\ = \left(\eta + \frac {1}{(\sigma - 1)}\right) ^ {\sigma - 1} (\eta - 1) \\ = (\eta + (\sigma - 1) ^ {- 1}) (\eta - 1). \end{array} \end{document} ]]></tex-math></disp-formula><p><target id="anchor-23" target-type="reference-target"/></p><p><bold>Theorem 2.23.</bold><italic>The Randi´c energy of </italic><inline-formula><tex-math id="math-186"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \mathrm { : T } _ { C _ { c } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-187"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-188"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is equal to 2.</italic></p><p><italic>Proof</italic>. Based on Theorem <xref ref-type="custom" custom-type="reference-target" rid="anchor-22">2.22</xref>, the eigenvalues of <inline-formula><tex-math id="math-189"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle R ( \Gamma _ { C _ { \sigma } } ) \end{document} ]]></tex-math></inline-formula> are <inline-formula><tex-math id="math-190"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle - ( \sigma - 1 ) ^ { - 2 } \end{document} ]]></tex-math></inline-formula> with multiplicity <inline-formula><tex-math id="math-191"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma - 1 \end{document} ]]></tex-math></inline-formula> and <inline-formula><tex-math id="math-192"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle ( \sigma - 1 ) ^ { - 1 } \end{document} ]]></tex-math></inline-formula> with multiplicity 1. Therefore,</p><disp-formula id="equation-37"><tex-math id="math-193"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \begin{array}{r l} & E (R (\Gamma_ {C _ {\sigma}})) = (\sigma - 1) | - (\sigma - 1) ^ {- 1} | + | 1 | \\ & \qquad = 1 + 1 \\ & \qquad = 2. \end{array} \end{document} ]]></tex-math></disp-formula><p>Here, we introduce the graph’s spectrum and relate it to its energy, showing how spectral characteristics reveal the graph’s total energy.<target id="anchor-24" target-type="reference-target"/></p><p><bold>Definition 2.24.</bold><italic>Let Γ be a graph with σ vertices, </italic><inline-formula><tex-math id="math-194"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \eta _ { 1 } , \eta _ { 2 } , \ldots , \eta _ { \sigma } \end{document} ]]></tex-math></inline-formula><italic> be eigenvalues of matrix of graph Γ with each multiplicity of its eigenvalues is </italic><inline-formula><tex-math id="math-195"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \delta _ { 1 } , \delta _ { 2 } , \ldots , \delta _ { \sigma } \end{document} ]]></tex-math></inline-formula><italic> then spectral of Γ is</italic></p><disp-formula id="equation-38"><tex-math id="math-196"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle s p e c (\Gamma) = \left( \begin{array}{c c c c} \eta_ {1} & \eta_ {2} & \dots & \eta_ {\sigma} \\ \delta_ {1} & \delta_ {2} & \dots & \delta_ {\sigma} \end{array} \right). \end{document} ]]></tex-math></disp-formula><p>Spectral radius of graph Γ defined as <inline-formula><tex-math id="math-197"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \rho _ { \Gamma } = \operatorname* { m a x } ( | \eta _ { i } | | i = 1 , 2 , \ldots , \sigma ) \end{document} ]]></tex-math></inline-formula></p><p>From the definition given above and all of the previous results, we obtain the following consequence.<target id="anchor-25" target-type="reference-target"/></p><p><bold>Corollary 2.25.</bold><italic>The degree sum energy, degree exponent energy, degree subtraction energy, maximum degree energy, degree square sum energy, Sombor energy and Randi´c energy of graph </italic><inline-formula><tex-math id="math-198"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { o } } \end{document} ]]></tex-math></inline-formula><italic> with </italic><inline-formula><tex-math id="math-199"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \sigma = p ^ { k } \end{document} ]]></tex-math></inline-formula><italic> where p is a prime number and </italic><inline-formula><tex-math id="math-200"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula><italic> is two times its spectral radius.</italic></p></sec></sec><sec id="sec-10"><title>3. Conclusion</title><p>Based on Section 2, the characteristic polynomial of the degree sum matrix, degree exponential matrix, degree subtraction matrix, maximum degree adjacency matrix, degree square sum matrix, Sombor matrix, and Randi´c matrix of nilpotent graph of <inline-formula><tex-math id="math-201"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> where σ is a power of prime number respectively are:</p><p>(1) <inline-formula><tex-math id="math-202"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D S ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = [ \eta + 2 ( \sigma - 1 ) ] ^ { \sigma - 1 } \left[ \eta - 2 ( \sigma - 1 ) ^ { 2 } \right] \end{document} ]]></tex-math></inline-formula></p><p>(2) <inline-formula><tex-math id="math-203"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D E ( \Gamma _ { C _ { \pi } } ) } ( \eta ) = ( \eta + ( \sigma - 1 ) ^ { \sigma - 1 } ) ^ { \sigma - 1 } ( \eta + ( \sigma - 1 ) ^ { \sigma } ) . \end{document} ]]></tex-math></inline-formula></p><p>(3) <inline-formula><tex-math id="math-204"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { D S t ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = \eta ^ { \sigma } \end{document} ]]></tex-math></inline-formula></p><p>(4) <inline-formula><tex-math id="math-205"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle { \cal P } _ { M ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = [ \eta + ( \sigma - 1 ) ] ^ { \sigma - 1 } [ \eta - ( \sigma - 1 ) ^ { 2 } ] . \end{document} ]]></tex-math></inline-formula></p><disp-formula id="equation-39"><tex-math id="math-206"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ {D S S \left(\Gamma_ {C _ {\sigma}}\right)} (\eta) = [ \eta + 2 (\mu - 1) ^ {2} ] ^ {\sigma - 1} [ \eta - 2 (\sigma - 1) ^ {3} ]. \end{document} ]]></tex-math></disp-formula><p>(6) <inline-formula><tex-math id="math-207"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { S O ( \Gamma _ { C _ { \pi } } ) } ( \eta ) = [ \eta + ( \sigma - 1 ) \sqrt { 2 } ] ^ { \sigma - 1 } [ \eta - ( \sigma - 1 ) ^ { 2 } \sqrt { 2 } ] . \end{document} ]]></tex-math></inline-formula></p><p>(7) <inline-formula><tex-math id="math-208"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle P _ { R ( \Gamma _ { C _ { \sigma } } ) } ( \eta ) = [ \eta + ( \sigma - 1 ) ^ { - 2 } ] [ \eta - ( \sigma - 1 ) ^ { - 1 } ] . \end{document} ]]></tex-math></inline-formula></p><p>From the characteristic polynomial of each matrix, we calculate degree sum energy, degree exponential energy, degree subtraction energy, maximum degree adjacency energy, degree square sum energy, Sombor energy, and Randi´c energy, respectively namely:</p><p>(1) <inline-formula><tex-math id="math-209"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( D S ( \Gamma _ { C _ { \sigma } } ) ) = 4 ( \sigma - 1 ) ^ { 2 } . \end{document} ]]></tex-math></inline-formula></p><p>(2) <inline-formula><tex-math id="math-210"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( D E ( \Gamma _ { C _ { \sigma } } ) ) = 2 ( \sigma - 1 ) ^ { \sigma } , \end{document} ]]></tex-math></inline-formula></p><p>(3) <inline-formula><tex-math id="math-211"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( D S t ( \Gamma _ { C _ { \sigma } } ) ) = 0 . \end{document} ]]></tex-math></inline-formula></p><p>(4) <inline-formula><tex-math id="math-212"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( M ( \Gamma _ { C _ { \sigma } } ) ) = 2 ( \sigma - 1 ) ^ { 2 } \end{document} ]]></tex-math></inline-formula></p><p>(5) <inline-formula><tex-math id="math-213"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( D S S ( \bar { \Gamma } _ { C _ { \sigma } } ) ) = 4 ( \sigma - 1 ) ^ { 3 } . \end{document} ]]></tex-math></inline-formula></p><p>(6) <inline-formula><tex-math id="math-214"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( S O ( \Gamma _ { C _ { \sigma } } ) ) = 2 \sqrt { 2 } ( \sigma - 1 ) ^ { 2 } . \end{document} ]]></tex-math></inline-formula></p><p>(7) <inline-formula><tex-math id="math-215"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle E ( R ( \Gamma _ { C _ { \sigma } } ) ) = 2 . \end{document} ]]></tex-math></inline-formula></p><p>The last one is the degree sum energy, degree exponent energy, degree subtraction energy, maximum degree energy, degree square sum energy, Sombor energy and Randi´c energy of graph <inline-formula><tex-math id="math-216"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \Gamma _ { C _ { \sigma } } \end{document} ]]></tex-math></inline-formula> with <inline-formula><tex-math id="math-217"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle \bar { \sigma } = p ^ { \bar { k } } \end{document} ]]></tex-math></inline-formula> where <inline-formula><tex-math id="math-218"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle p \end{document} ]]></tex-math></inline-formula> is a prime number and <inline-formula><tex-math id="math-219"><![CDATA[ \documentclass{article} \usepackage{amsmath} \begin{document} \displaystyle k \in \mathbb N \end{document} ]]></tex-math></inline-formula> is two times its spectral radius.</p><p>These results are crucial for initiating research on the energy of the graph, particularly for other cyclic groups or possibly for finite groups.</p><p><ext-link ext-link-type="uri" xlink:href="https://www.elsevier.com/researcher/author/policies-and-guidelines/credit-author-statement" xlink:title="CRediT">CRediT</ext-link></p></sec></body><back><sec sec-type="data-availability"><title>Data Availability Statement</title><p>No new data were created or analyzed in this study.</p></sec><sec sec-type="author-contributions"><title>Author Contributions.</title><p> (Contributor Roles Taxonomy) Lalu Riski Wirendra Putra: Formal analysis, investigation, project administration, visualization, resources, writing–original draft, writing–review and editing. I Gede Adhitya Wisnu Wardhana: Conceptualization, funding acquisition, methodology, resources, validation, writing–review and editing. Nor Haniza Sarmin: Methodology, supervision, validation, writing–review and editing. All authors discussed the results and contributed to the final manuscript.</p></sec><ack><title>Acknowledgement.</title><p>The authors express their sincere gratitude to the Department of Mathematics at both the University of Mataram (UNRAM) and Universit Teknologi Malaysia (UTM) for their support and collaboration, which significantly contributed to the completion of this study.</p></ack><ref-list><title>REFERENCES</title><ref id="BIBR-1"><element-citation publication-type="journal"><article-title>The energy of a graph</article-title><source>Linear Algebra and its Applications</source><volume>387</volume><person-group person-group-type="author"><name><surname>Balakrishnan</surname><given-names>R.</given-names></name></person-group><year>2004</year><page-range>287-295,</page-range></element-citation></ref><ref id="BIBR-2"><element-citation publication-type="journal"><article-title>Numerical invariants of coprime graph of a generalized quaternion group</article-title><source>Journal of the Indonesian Mathematical Society</source><volume>29</volume><issue>1</issue><person-group person-group-type="author"><name><surname>Nurhabibah</surname><given-names>N.</given-names></name><name><surname>Wardhana</surname><given-names>I.G.A.W.</given-names></name><name><surname>Switrayni</surname><given-names>N.W.</given-names></name></person-group><year>2023</year><page-range>36-44,</page-range></element-citation></ref><ref id="BIBR-3"><element-citation publication-type="journal"><article-title>The power graph representation for integer modulo group with power prime order</article-title><source>BAREKENG: Journal of Mathematics and its Applications</source><volume>17</volume><issue>3</issue><person-group person-group-type="author"><name><surname>Putra</surname><given-names>L.R.W.</given-names></name><name><surname>Awanis</surname><given-names>Z.Y.</given-names></name><name><surname>Salwa</surname><given-names>S.</given-names></name><name><surname>Aini</surname><given-names>Q.</given-names></name><name><surname>Wardhana</surname><given-names>I.G.A.W.</given-names></name></person-group><year>2023</year><page-range>1393-1400,</page-range></element-citation></ref><ref id="BIBR-4"><element-citation publication-type="journal"><article-title>Certain indexes of unit graph in integer modulo rings with specific orders</article-title><source>BAREKENG: Journal of Mathematics and its Applications</source><volume>19</volume><issue>4</issue><person-group person-group-type="author"><name><surname>Lestari</surname><given-names>S.T.</given-names></name><name><surname>Albaracin</surname><given-names>J.R.</given-names></name><name><surname>Wardhana</surname><given-names>I.G.A.W.</given-names></name></person-group><year>2025</year><page-range>2455-2466,</page-range></element-citation></ref><ref id="BIBR-5"><element-citation publication-type="journal"><article-title>The power graph of a finite group</article-title><source>Discrete Mathematics</source><volume>311</volume><issue>13</issue><person-group person-group-type="author"><name><surname>Cameron</surname><given-names>P.J.</given-names></name><name><surname>Ghosh</surname><given-names>S.</given-names></name></person-group><year>2011</year><page-range>1220-1222,</page-range></element-citation></ref><ref id="BIBR-6"><element-citation publication-type="journal"><article-title>On the intersection power graph of a finite group</article-title><source>Electron. 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