<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JAMP</journal-id><journal-title-group><journal-title>Journal of Applied Mathematics and Physics</journal-title></journal-title-group><issn pub-type="epub">2327-4352</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jamp.2024.125112</article-id><article-id pub-id-type="publisher-id">JAMP-133367</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  The Maximum and Minimum Value of Exponential Randi&amp;#263; Indices of Quasi-Tree Graph
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lei</surname><given-names>Qiu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Xijie</surname><given-names>Ruan</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yan</surname><given-names>Zhu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>School of Mathematics, East China University of Science and Technology, Shanghai, China</addr-line></aff><pub-date pub-type="epub"><day>09</day><month>05</month><year>2024</year></pub-date><volume>12</volume><issue>05</issue><fpage>1804</fpage><lpage>1818</lpage><history><date date-type="received"><day>15,</day>	<month>April</month>	<year>2024</year></date><date date-type="rev-recd"><day>24,</day>	<month>May</month>	<year>2024</year>	</date><date date-type="accepted"><day>27,</day>	<month>May</month>	<year>2024</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  The exponential Randi&amp;#263; index has important applications in the fields of biology and chemistry. The exponential Randi&amp;#263; index of a graph &lt;i&gt;G&lt;/i&gt; is defined as the sum of the weights &lt;math display='inline' xmlns='http://www.w3.org/1998/Math/MathML'&gt; &lt;mrow&gt; &lt;msup&gt; &lt;mi&gt;e&lt;/mi&gt; &lt;mrow&gt; &lt;mstyle scriptlevel=' 1'&gt; &lt;mfrac&gt; &lt;mn&gt;1&lt;/mn&gt; &lt;mrow&gt; &lt;msqrt&gt; &lt;mrow&gt; &lt;mi&gt;d&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt; &lt;mi&gt;u&lt;/mi&gt; &lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;mi&gt;d&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt; &lt;mi&gt;v&lt;/mi&gt; &lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/mrow&gt; &lt;/msqrt&gt; &lt;/mrow&gt; &lt;/mfrac&gt; &lt;/mstyle&gt; &lt;/mrow&gt; &lt;/msup&gt; &lt;/mrow&gt; &lt;/math&gt; of all edges &lt;i&gt;uv&lt;/i&gt; of &lt;i&gt;G&lt;/i&gt;, where &lt;math display='inline' xmlns='http://www.w3.org/1998/Math/MathML'&gt; &lt;mrow&gt; &lt;mi&gt;d&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt; &lt;mi&gt;u&lt;/mi&gt; &lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/mrow&gt; &lt;/math&gt; denotes the degree of a vertex &lt;i&gt;u&lt;/i&gt; in &lt;i&gt;G&lt;/i&gt;. The paper mainly provides the upper and lower bounds of the exponential Randi&amp;#263; index in quasi-tree graphs, and characterizes the extremal graphs when the bounds are achieved.
 
</p></abstract><kwd-group><kwd>Exponential Randi&amp;#263; Index</kwd><kwd> Quasi-Tree Graph</kwd><kwd> Extremal Value</kwd><kwd> Extremal Graphs</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Since the famous chemist Milan Randić proposed a structural descriptor called Randić index in 1975. The Randić index provides important references and guidance for the design and synthesis of new compounds, aiding chemists in better understanding the structure and properties of molecules, and thus facilitating the design and synthesis of molecular materials with specific properties and functions. Bollob&#225;s and Erd&#246;s [<xref ref-type="bibr" rid="scirp.133367-ref1">1</xref>] introduced the concept of the generalized Randić index and promoted the use of the indicator. For a simple connected graph G = ( V , E ) , V and E represent the set of vertices and edges of graph G, respectively. And d ( u ) refers to the degree of a vertex u in G. The Randić index of the graph G is defined as</p><p>χ ( G ) = ∑ u v ∈ E ( G ) 1 d ( u ) d ( v ) .</p><p>There are a lot of researcher on the mathematical properties of the Randić index and general Randić index of a graph. Hu and Li [<xref ref-type="bibr" rid="scirp.133367-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.133367-ref3">3</xref>] studied the maximum and minimum values of the generalized Randić index in all trees containing n vertices. Wu and Zhang [<xref ref-type="bibr" rid="scirp.133367-ref4">4</xref>] provided the minimum value of the generalized Randić index at C<sub>n</sub> in single-cycle graphs with n vertices when α &gt; 0 . When − 1 ≤ α &lt; 0 , the minimum value is obtained at S n + . Pavlović [<xref ref-type="bibr" rid="scirp.133367-ref5">5</xref>] classified and discussed the maximum value of the zeroth-order Randić index in graphs without cycles, multiple edges, containing n vertices and m edges. Li and Zhao [<xref ref-type="bibr" rid="scirp.133367-ref6">6</xref>] provided the maximum, second maximum, third maximum, and minimum, second minimum, third minimum zeroth-order generalized Randić indices in trees, and characterized the corresponding extremal graphs. Zhang [<xref ref-type="bibr" rid="scirp.133367-ref7">7</xref>] provided the maximum, second maximum, third maximum, and minimum, second minimum, third minimum zeroth-order generalized Randić indices in single-cycle graphs, and characterized the corresponding extremal graphs. Jahanbani and Murat [<xref ref-type="bibr" rid="scirp.133367-ref8">8</xref>] studied the minimum value attained by this index in n-th order trees at the path.</p><p>The paper only considers simple connected graphs. Let G − x represent the graph obtained by removing vertex x and its associated edges from graph G. If there exists a vertex x ∈ V ( G ) such that the graph G − x is a tree, then G is called a quasi-tree graph. This paper primarily focuses on the exponential Randić index of quasi-tree graphs, aiming to determine the maximum and minimum values of the exponential Randić index for quasi-tree graphs and provide corresponding extremal graphs. In practical applications, the exponential Randić index and the Wiener index can be analyzed from different perspectives to study the structure of graphs. The exponential Randić index can also play a role in the study of spectral properties, graph complexity, symmetry, centrality, reliability, and robustness of graphs. Deriving bounds of the exponential Randić index for quasi-tree graphs can aid in our understanding of chemical bonding, reaction mechanisms, and intermolecular interactions. The definition of exponential Randić index is as follows:</p><p>e χ ( G ) = ∑ u v ∈ E ( G ) e 1 d ( u ) d ( v ) .</p><p>Lu and Guo [<xref ref-type="bibr" rid="scirp.133367-ref9">9</xref>] provided the upper and lower bounds of the Randić index for quasi-tree graphs:</p><p>n − 4 n − 1 + 2 2 ( n − 1 ) + 1 3 ( n − 1 ) + 2 6 ≤ R ( G ) ≤ n 2 .</p><p>They also provided the extremal graph as shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p><p>The equality holds if and only if G ≅ Q 0 T ( n ) and G ≅ Q 1 T ( n ) .</p><p>Sun and Gao [<xref ref-type="bibr" rid="scirp.133367-ref10">10</xref>] studied the zeroth-order generalized Randić index of quasi-tree graphs and determined the extreme values of the zeroth-order general Randić index of quasi-trees with perfect matchings and p pendant vertices, and characterized the corresponding extremal graphs.</p><p>Based on the proofs in the paper, we can derive the following conclusion:</p><p>Conclusion 1. Let G be a quasi-tree graph with n vertices and n ≥ 3 . Then, there exists:</p><p>e χ ( G ) ≤ 2 e 1 2 ( n − 1 ) + ( n + 1 ) e 1 3 ( n − 1 ) + 2 e 1 6 + ( n − 4 ) e 1 3 .</p><p>The equality holds if and only if G = U n 0 (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p><p>Conclusion 2. Let G be a quasi-tree graph with n vertices and n ≥ 3 . Then, there exists:</p><p>e χ ( G ) ≥ ( n − 3 ) e 1 n − 1 + 2 e 1 2 ( n − 1 ) + e 1 2 .</p><p>The equality holds if and only if G ≅ U n 1 (see <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p></sec><sec id="s2"><title>2. Preliminaries</title><p>In this section, we will delve into certain graph transformations that enhance the exponential Randić index. Additionally, we will present several lemmas. These transformations and lemmas will serve as valuable tools in substantiating our primary findings.</p><p>Lemma 2.1. For integer q ≥ 0 , when x ≥ 2 , the function f ( x ) = e 1 ( q + 1 ) x − e 1 q x is monotonically increasing.</p><p>Proof. For x ≥ 2 , it can be obtained that:</p><p>d f ( x ) d x = q e 1 q x 2 ( x q ) 3 2 − ( q + 1 ) e 1 ( q + 1 ) x 2 ( ( q + 1 ) x ) 3 2 = 1 2 x 3 2 ( q e 1 q x q 3 2 − ( q + 1 ) e 1 ( q + 1 ) x ( q + 1 ) 3 2 ) = 1 2 x 3 2 ( e 1 q x q − e 1 ( q + 1 ) x q + 1 ) &gt; 0</p><p>First, we introduce some special graph transformations.</p><p>Graph transformation 1: In graph G<sub>1</sub>, select a subgraph H<sub>1</sub> and add a new vertex v<sub>1</sub> and v<sub>2</sub> to a vertex u in it, such that v<sub>1</sub> and v<sub>2</sub> are adjacent to u, and their degrees are 2, 3, or 4, respectively. Then, attach two paths to G<sub>1</sub> to obtain a new graph K 1 = G 1 − u w 1 + u a w 1 . The resulting new graph K<sub>1</sub> is called the graph obtained from G<sub>1</sub> through graph transformation 1 (as shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>).</p><p>Lemma 2.2. If K<sub>1</sub> is obtained from G<sub>1</sub> through graph transformation 1, then e χ ( G 1 ) &lt; e χ ( K 1 ) .</p><p>Proof. Through graph transformation 1, let d ( v 1 ) = d 1 , d ( v 2 ) = d 2 , we can obtain:</p><p>e χ ( K 1 ) − e χ ( G 1 ) = e 1 3 d 1 + e 1 3 d 2 + e 1 6 + ( a + b − 2 ) e 1 2 + e 1 2   − e 1 4 d 1 − e 1 4 d 2 − 2 e 1 8 − ( a + b − 4 ) e 1 2 − 2 e 1 2 = e 1 3 d 1 − e 1 4 d 1 + e 1 3 d 2 − e 1 4 d 2 + e 1 6 − 2 e 1 8 + 2 e 1 2 − e 1 2 &gt; 0.0625 &gt; 0</p><p>When x ≥ 2 , the function f ( x ) = e 1 ( q + 1 ) x − e 1 q x is monotonically increasing.</p><p>Therefore:</p><p>e χ ( K 1 ) − e χ ( G 1 ) &gt; 0.0265 ,</p><p>The lemma holds.</p><p>Graph transformation 2: Given a path P = v 1 v 2 ⋯ v t − 1 v t connected to the vertex v<sub>1</sub>, then in the graph G<sub>2</sub>, select two adjacent vertices u and w different from v<sub>2</sub>, such that d ( u ) = 2 or d ( u ) = 3 , d ( w ) = 2 or d ( w ) = 3 , and d ( u ) ≠ d ( w ) . Finally, by removing some edges from graph G<sub>2</sub> and adding some new edges, a new graph K<sub>2</sub> is formed. We refer to this process as graph transformation 2 (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p><p>Lemma 2.3. If K<sub>2</sub> is obtained from G<sub>2</sub> through graph transformation 2, then e χ ( G 2 ) &lt; e χ ( K 2 ) .</p><p>Proof. Through graph transformation 2, let d ( u ) = d 1 , d ( w ) = d 2 , and d ( u ) ≠ d ( w ) , we can obtain:</p><p>e χ ( K 2 ) − e χ ( G 2 ) = e 1 2 d 1 + e 1 2 d 2 + ( t − 1 ) e 1 2 − e 1 3 d 1 − e 1 3 d 2 − e 1 6 − e 1 2 − ( t − 3 ) e 1 2 = e 1 2 d 1 − e 1 3 d 1 + e 1 2 d 2 − e 1 3 d 2 + 2 e 1 2 − e 1 6 − e 1 2 &gt; 0.0183 &gt; 0</p><p>The lemma holds.</p><p>Graph transformation 3: For a given graph G<sub>3</sub> and three paths P<sub>1</sub>, P<sub>2</sub>, and P<sub>3</sub>, if the endpoints connected by path P<sub>1</sub> are u and a, the endpoints connected by path P<sub>2</sub> are v and b, and the endpoints connected by path P<sub>3</sub> are w and c, and it satisfies d ( u ) = d 1 (where d<sub>1</sub> equals 2 or 3) and d ( v ) = d 2 (where d<sub>2</sub> equals 2 or 3), then by connecting and disconnecting edges in a certain manner, a new graph K<sub>3</sub> can be obtained from the graph. This operation can be referred to as graph transformation 3 (as shown in <xref ref-type="fig" rid="fig6">Figure 6</xref>).</p><p>Lemma 2.4. If K<sub>3</sub> is obtained from G<sub>3</sub> through graph transformation 3, then e χ ( G 3 ) &lt; e χ ( K 3 ) .</p><p>Proof. Let d ( p ) = d 1 , d ( q ) = d 2 , we can obtain:</p><p>e χ ( K 3 ) − e χ ( G 3 ) = e 1 2 d 1 + ( a + b + c + 2 ) e 1 2 + e 1 2 d 2 − e 1 3 d 1   − e 1 3 d 2 − 2 e 1 3 − 3 e 1 6 − 3 e 1 2 − ( a + b + c − 6 ) e 1 2 = e 1 2 d 1 − e 1 3 d 1 + e 1 2 d 2 − e 1 3 d 2 + 8 e 1 2 − 2 e 1 3 − 3 e 1 6 − 3 e 1 2 &gt; 0.0188 &gt; 0</p><p>The lemma holds.</p><p>To further study the exponential Randić index in quasi-tree graphs, here we first present quasi-tree graphs for n = 4 and n = 5 , and then calculate the exponential Randić index for each quasi-tree graph, observing the patterns.</p><p>When n = 4 , quasi-tree graphs with cycles are shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>.</p><p>When n = 4 , the maximum value of the exponential Randić index for quasi-tree graphs is 4 e 1 6 + e 1 3 = 7.4123 , and the corresponding extremal graph is shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>(3). When n = 4 , the minimum value of the exponential Randić index for quasi-tree graphs with cycles is 2 e 1 6 + e 1 3 + e 1 2 = 6.4384 , and the corresponding extremal graph is shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>(1), and the exponential Randić index for <xref ref-type="fig" rid="fig7">Figure 7</xref>(2) is 4 e 1 2 = 6.5949 .</p><p>When n = 5 , quasi-tree graphs with cycles are shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>.</p><p>The exponential Randić index for (1) is 3 e 1 6 + e 1 2 + e 1 2 = 8.1893 ; the exponential Randić index for (2) is 2 e 1 6 + 2 e 1 2 + e 1 3 = 8.0871 ; the exponential Randić index for (3) is 5 e 1 2 = 8.2436 ; the exponential Randić index for (4) is 2 e 1 6 + 3 e 1 3 +   e 1 3 = 8.976 ; the exponential Randić index for (5) is 4 e 1 6 + e 1 3 + e 1 2 = 9.0611 ; the exponential Randić index for (6) is 2 e 1 8 + 2 e 1 12 + 2 e 1 6 + e 1 3 = 9.9215 ; the exponential Randić index for (7) is 2 e 1 6 + e 1 3 + 2 e 1 2 = 8.0871 ; the exponential Randić index for (8) is 2 e 1 8 + 3 e 1 2 = 7.7944 ; the exponential Randić index for (9) is 2 e 1 6 + e 1 12 + 2 e 1 8 + e 1 2 = 8.8400 ; the exponential Randić index for (10) is 6 e 1 6 = 9.0251 ; the exponential Randić index for (11) is 6 e 1 8 + e 1 4 = 9.8287 .</p><p>When n = 5 , the maximum value of the exponential Randić index for quasi-tree graphs is 2 e 1 8 + 2 e 1 12 + 2 e 1 6 + e 1 3 = 9.9215 , and the corresponding extremal graph is shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>(6). When n = 5 , the minimum value of the exponential Randić index for quasi-tree graphs is 2 e 1 8 + 3 e 1 2 = 7.7944 , and the corresponding extremal graph is shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>(8). It is not difficult to see that when n = 5 , quasi-tree graphs with cycles can be clearly divided into three categories based on the number of edges, among which:</p><p>Number of edges is 5: (1) (2) (3) (7) (8),</p><p>Number of edges is 6: (4) (5) (9) (10),</p><p>Number of edges is 7: (6) (11).</p><p>Lemma 2.5. Monotonic properties of three functions:</p><p>1) The function g 1 ( x ) = e 1 x is monotonically decreasing for x ≥ 2 .</p><p>2) The function g 2 ( x ) = e 1 2 − e 1 x − 1 is monotonically increasing for x ≥ 2 .</p><p>3) The function g 3 ( x ) = ( 1 − 1 2 x − 1 2 ) e 1 x is monotonically decreasing for x ≥ 2 .</p><p>Proof.</p><p>1) By definition of g ( t ) = e t , t ( x ) = ( x ) − 1 it can be derived that is monotonically decreasing for x ≥ 2 .</p><p>2) Based on the conclusion of (1) and the expression of the function g 2 ( x ) , it can be concluded that g 2 ( x ) is monotonically increasing for x ≥ 2 .</p><p>3) For x ≥ 2 , through a series of transformations, it can be proved that g 3 ( x ) is monotonically decreasing for x ≥ 2 .</p><p>d g 3 ( x ) d x = 1 4 x − 3 2 e 1 x − 1 2 x − 3 2 ( 1 − 1 2 x − 1 2 ) e 1 x = 1 4 x − 3 2 e 1 x − ( 1 2 − 1 4 x − 1 2 ) x − 3 2 e 1 x = e 1 x x − 3 2 ( 1 4 − 1 2 + 1 4 x − 1 2 ) = 1 4 e 1 x x − 3 2 ( 1 x − 1 ) &lt; 0</p><p>Therefore, (3) holds true.</p><p>Lemma 2.6. When x ≥ 2 , the function f ( x ) = 1 2 e 1 x − 2 4 e 1 2 x is monotonically decreasing.</p><p>Proof. When x ≥ 2 , it can be derived that:</p><p>d f ( x ) d x = − 1 4 e 1 x x − 3 2 + 2 4 ( 2 x ) − 3 2 e 1 2 x = 1 8 x − 3 2 e 1 2 x − 1 4 x − 3 2 e 1 x &lt; 0</p><p>Hence, the function f ( x ) is monotonically decreasing.</p><p>Lemma 2.7. Let x and y be positive integers, x ≥ 1 , y ≥ 2 , then:</p><p>l ( x , y ) = e 1 y + x ( e 1 y − e 1 y − 1 ) + ( y − 1 − x ) ( e 1 2 y − e 1 2 ( y − 1 ) )</p><p>is monotonically decreasing with respect to x.</p><p>Proof. For x ≥ 1 and y ≥ 2 , it can be derived that</p><p>∂ l ( x , y ) ∂ x = ( e 1 y − e 1 y − 1 ) − ( e 1 2 y − e 1 2 ( y − 1 ) )</p><p>By Lemma 2.1, ∂ l ( x , y ) ∂ x , l ( x , y ) is monotonically decreasing with respect to x.</p><p>Lemma 2.8. For x ≥ 2 the function</p><p>f ( x ) = e 1 x + ( x − 2 ) ( e 1 x − e 1 x − 1 ) + ( e 1 2 x − e 1 2 ( x − 1 ) )</p><p>is monotonically decreasing with respect to x.</p><p>Proof. For x ≥ 2 , by applying Lemma 2.3.1 (3) and Lemma 2.2.1, it can be derived that</p><p>d f ( x ) d x = e 1 x ( − 1 2 x − 3 2 ) + ( e 1 x − e 1 x − 1 ) + ( x − 2 ) [ e 1 x ( − 1 2 x − 3 2 )   − e 1 x − 1 ( − 1 2 ( x − 1 ) − 3 2 ) ] − e 1 2 x ( 2 x ) − 3 2 + e 1 2 ( x − 1 ) [ 2 ( x − 1 ) ] − 3 2 = − 1 2 e 1 x x − 3 2 + ( e 1 x − e 1 x − 1 ) + ( x − 2 ) [ − 1 2 e 1 x x − 3 2 + 1 2 e 1 x − 1 ( x − 1 ) − 3 2 ]   − 2 4 e 1 2 x x − 3 2 + 2 4 e 1 2 ( x − 1 ) ( x − 1 ) − 3 2 = ( 1 2 e 1 x − 2 4 e 1 2 x ) x − 3 2 + ( 2 4 e 1 2 ( x − 1 ) − e 1 x − 1 ) ( x − 1 ) − 3 2 + e 1 x</p><p>  − e 1 x − 1 − 1 2 e 1 x x − 1 2 + 1 2 e 1 x − 1 x ( x − 1 ) − 3 2 ≤ ( 1 2 e 1 x − 2 4 e 1 2 x ) ( x − 1 ) − 3 2 + ( 2 4 e 1 2 ( x − 1 ) − e 1 x − 1 ) ( x − 1 ) − 3 2   + e 1 x − e 1 x − 1 − 1 2 e 1 x x − 1 2 + 1 2 e 1 x − 1 x ( x − 1 ) − 3 2 = ( e 1 x − 2 4 e 1 2 x ) ( x − 1 ) − 3 2 + ( 2 4 e 1 2 ( x − 1 ) − e 1 x − 1 ) ( x − 1 ) − 3 2 + e 1 x   − e 1 x − 1 − 1 2 e 1 x x − 1 2 + 1 2 e 1 x − 1 x ( x − 1 ) − 3 2 − 1 2 e 1 x ( x − 1 ) − 3 2</p><p>= ( 1 2 e 1 x − 2 4 e 1 2 x + 2 4 e 1 2 ( x − 1 ) − 1 2 e 1 x − 1 ) ( x − 1 ) − 3 2 + e 1 x − e 1 x − 1   − 1 2 e 1 x x − 1 2 − 1 2 e 1 x ( x − 1 ) − 3 2 + 1 2 e 1 x − 1 x ( x − 1 ) − 3 2 + 1 2 ( e 1 x − e 1 x − 1 ) ( x − 1 ) − 3 2 ≤ e 1 x − e 1 x − 1 − 1 2 e 1 x x − 1 2 − 1 2 e 1 x ( x − 1 ) − 3 2 + 1 2 e 1 x − 1 x ( x − 1 ) − 3 2   + 1 2 ( e 1 x − e 1 x − 1 ) ( x − 1 ) − 3 2 &lt; 0</p><p>Hence, f ( x ) is monotonically decreasing.</p><p>Lemma 2.9. Let n be a positive integer and n ≥ 6 , it can be obtained</p><p>3 e 1 2 ( n − 2 ) − e 1 2 ( n − 3 ) − 2 e 1 2 ( n − 1 ) &gt; ( n − 3 ) ( e 1 n − 1 − e 1 n − 2 ) + ( n − 4 ) ( e 1 n − 3 − e 1 n − 2 )</p><p>Proof. Let</p><p>f ( n ) = 3 e 1 2 ( n − 2 ) − e 1 2 ( n − 3 ) − e 1 2 ( n − 1 ) − ( n − 3 ) ( e 1 n − 1 − e 1 n − 2 ) − ( n − 4 ) ( e 1 n − 3 − e 1 n − 2 ) .</p><p>We use MATLAB to calculate and plot the function graph to determine the validity of the inequality.</p><p>Define the horizontal axis variable as a one-dimensional array x, with the first element being 3, an increment of 0.01, and the final element being 15 (as shown in <xref ref-type="fig" rid="fig9">Figure 9</xref>).</p><p>From the figure, it can be seen that the graph of f ( n ) always lies above the coordinate axis. Calculated by MATLAB, the point of intersection of f ( n ) and the horizontal axis is (0, −27852563104487148.539894396758705−23751291381668762.757332046522084 * i). Therefore, when n ≥ 6 , f ( n ) ≥ 0 always holds true.</p></sec><sec id="s3"><title>3. Main Results</title><p>In this section, we will give the upper and lower bounds on the exponential Randić indices of quasi-tree graph.</p><sec id="s3_1"><title>3.1. The Upper Bounds and Extreme Graph</title><p>Theorem 3.1. If T is a tree graph with n vertices, then T is not the maximum value of e χ in T<sub>n</sub>.</p><p>Proof. P<sub>n</sub> can be continuously transformed from T through graph transformation 1, graph transformation 2, and graph transformation 3, and by Lemma 2.2, Lemma 2.3, and Lemma 2.4. Therefore, G ( T ) &lt; G ( P n ) .</p><p>The theorem is proven.</p><p>Theorem 3.2. Let G be a quasi-tree graph with n vertices, then:</p><p>e χ ( G ) ≤ 2 e 1 2 ( n − 1 ) + ( n + 1 ) e 1 3 ( n − 1 ) + 2 e 1 6 + ( n − 4 ) e 1 3 .</p><p>Proof. When the number of edges is equal to n − 1 , G is a tree graph. By Theorem 3.1, it is known that in an n-order tree graph, e χ attains its maximum value on the path P<sub>n</sub>. At this point:</p><p>e χ ( G ) ≤ ( n − 3 ) e 1 2 + 2 e 1 2 .</p><p>When G is a cycle graph, increasing the pendant edges will decrease the value of the exponential Randić index. By repeatedly applying Lemma 2.2, Lemma 2.3, and Lemma 2.4 to the sun graph until the sun graph becomes the cycle C<sub>n</sub>, it is proven that e χ attains an extremal graph at C<sub>n</sub>, with the corresponding maximum value being e χ ( G ) ≤ n e 1 2 .</p><p>The sum of the above two maximum values is 3 e 1 2 − 2 e 1 2 &gt; 0 , which implies that the exponential Randić index for a cycle graph is greater than the exponential Randić index for a tree graph.</p><p>It is not difficult to observe that as the number of edges increases, the maximum value of the exponential Randić index for quasi-tree graphs also increases. Furthermore, by Lemma 2.2, Lemma 2.3, Lemma 2.4, and Theorem 3.1, it can be concluded that when the number of edges is fixed, the quasi-tree graph achieves the maximum value of the exponential Randić index when G − x ≅ P n .</p><p>Therefore, when the number of edges is 2 n − 3 , the maximum value of the exponential Randić index is:</p><p>e χ ( G ) ≤ 2 e 1 2 ( n − 1 ) + ( n + 1 ) e 1 3 ( n − 1 ) + 2 e 1 6 + ( n − 4 ) e 1 3 .</p><p>The maximum value is attained if and only if G − x belongs to P n , and the equality holds if and only if G = U n 0 (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p></sec><sec id="s3_2"><title>3.2. The Lower Bounds and Extreme Graph</title><p>Theorem 3.2. Let G be a quasi-tree graph with n vertices and n ≥ 3 . Then, there exists:</p><p>e χ ( G ) ≥ ( n − 3 ) e 1 n − 1 + 2 e 1 2 ( n − 1 ) + e 1 2</p><p>The equality holds if and only if G ≅ U n 1 (see <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p><p>Proof. From the above conclusion, we can obtain that the exponential Randić index of a quasi-tree graph attains its maximum value at U n 0 . Moreover, as the number of edges in G decreases, the exponential Randić index may also decrease. Here, we do not consider the exponential Randić index of a tree graph. Therefore, we only need to consider the case where the number of edges is n, i.e., when the quasi-tree graph is a cycle graph.</p><p>In the following proof, we assume that the graph G is a quasi-tree graph and we prove that f ( n ) ≤ e χ ( G ) holds if and only if G ≅ U n 1 .</p><p>We proceed with mathematical induction on n. Since G ∈ U n 1 , it follows that n ≥ 4 . When n = 4 , 5 , the theorem holds (see <xref ref-type="fig" rid="fig1">Figure 1</xref>0). In the following proof, we assume G ∈ U n 1 , where n ≥ 6 . Let M be the set of vertices in V ( G ) with degree 1 (i.e., M = { u ∈ V ( G ) | d ( u ) = 1 } ). Due to the previous conclusion, G is not a cycle graph, so M is not empty. Let u ∈ M and let v be its neighbor, then d ( v ) ≥ 2 . Let W ( u ) = { y | y ∈ N ( v ) \ { u } , d ( y ) = 1 } . Choose a vertex u 0 such that</p><p>1) The set W ( u 0 ) is as large as possible;</p><p>2) Under condition (1), d ( v ) is as small as possible.</p><p>Let G ′ = G − u 0 , then G ′ ∈ U n − 1 , d ( v ) = d and N G ′ ( v ) = { y 1 , y 2 , y 3 , ⋯ , y d − 1 } . The e χ value of all edges adjacent to v in G, except u 0 v , is denoted as S, and we can then obtain that,</p><p>S = ∑ i = 1 d − 1 e 1 d d y i .</p><p>The e χ value of all edges adjacent to v in G' is denoted as S', then we can obtain</p><p>S = ∑ i = 1 d − 1 e 1 ( d − 1 ) d y i .</p><p>By the inductive hypothesis, we can obtain,</p><p>e χ ( G ) = e χ ( G ′ ) + e 1 d + S − S ′ ≥ f ( n − 1 ) + e 1 d + S − S ′ = f ( n ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 ) − e 1 2 + ( n − 4 ) e 1 n − 2   + 2 e 1 2 ( n − 2 ) + e 1 2 + e 1 d + S − S ′ = f ( n ) + ( n − 4 ) e 1 n − 2 + 2 e 1 2 ( n − 2 ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 )   + e 1 d + S − S ′</p><p>For i = 1 , 2 , 3 , ⋯ , d − 1 , d ( y i ) ≥ 2 . If d ( v ) = 2 ,</p><p>e χ ( G ) ≥ f ( n ) + ( n − 4 ) e 1 n − 2 + 2 e 1 2 ( n − 2 ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 )   + e 1 2 + e 1 2 d y i − e 1 d y i = f ( n ) + [ ( n − 3 ) e 1 n − 2 − ( n − 3 ) e 1 n − 1 ] + [ 2 e 1 2 ( n − 2 ) − 2 e 1 2 ( n − 1 ) ]   + [ e 1 2 − e 1 n − 2 + e 1 2 d y 1 − e 1 d y 1 ]</p><p>By Lemma 2.5(2) and Lemma 2.1, we can get</p><p>e 1 2 − e 1 n − 2 + e 1 2 d y 1 − e 1 d y 1 ≥ e 1 2 − e 1 4 + e 1 2 − e 1 2 = 0 ,</p><p>the inequality e χ ( G ) &gt; f ( n ) holds.</p><p>If d ( v ) = 3 and n ≥ 9 , by Lemma 2.1, then</p><p>e χ ( G ) ≥ f ( n ) + [ ( n − 3 ) e 1 n − 2 − ( n − 3 ) e 1 n − 1 ] + [ 2 e 1 2 ( n − 2 ) − 2 e 1 2 ( n − 3 ) ]   − e 1 n − 2 + e 1 3 + e 1 3 d y 1 − e 1 2 d y 1 + e 1 3 d y 2 − e 1 2 d y 2 = f ( n ) + [ ( n − 3 ) e 1 n − 2 − ( n − 3 ) e 1 n − 1 ] + 2 e 1 2 ( n − 2 )   − 2 e 1 2 ( n − 1 ) + e 1 3 − e 1 n − 2 + e 1 3 d y 1 − e 1 2 d y 1 + e 1 3 d y 2 − e 1 2 d y 2 ≥ f ( n ) + [ ( n − 3 ) e 1 n − 2 − ( n − 3 ) e 1 n − 1 ] + [ 2 e 1 2 ( n − 2 ) − 2 e 1 2 ( n − 1 ) ] + 0.0329 &gt; f ( n )</p><p>If d ( v ) = 3 and n = 6 , 7 , 8 , there is</p><p>[ ( n − 3 ) e 1 n − 2 − ( n − 3 ) e 1 n − 1 ] + [ 2 e 1 2 ( n − 2 ) − 2 e 1 2 ( n − 1 ) ] + e 1 3 −   e 1 n − 2 + e 1 3 d y 1 − e 1 2 d y 1 + e 1 3 d d 2 − e 1 2 d d y 2 &gt; 0</p><p>The theorem has been proven to hold when the vertex degree is 2 or 3.</p><p>For the case of vertex degree greater than or equal to 4, we can deduce that there exists at least one vertex for which the graph G, when the vertex is removed, forms a subgraph H that is a tree with at least 2 vertices. This is because for all vertices u in M, there exists a vertex u' in H that is adjacent to v', such that the degree of v' is 2 and W ( u ) is not empty, which contradicts the premise. Therefore, the vertex degree d ( v ) is not greater than 3.</p><p>For d ( y 1 ) = d ( y 2 ) = ⋯ = d ( y k ) = 1 , ( k ≥ 1 ) and d ( y i ) ≥ 2 . By Lemma 2.1, we can obtain,</p><p>S − S ′ = k e 1 d + ∑ i = k + 1 d − 1 e 1 d d y i − k e 1 d − 1 + ∑ i = k + 1 d − 1 e 1 ( d − 1 ) d y i = k ( e 1 d − e 1 d − 1 ) + ∑ i = k + 1 d − 1 e 1 d d y i − ∑ i = k + 1 d − 1 e 1 ( d − 1 ) d y i ≥ k ( e 1 d − e 1 d − 1 ) + ( d − 1 − k ) ( e 1 2 d − e 1 2 ( d − 1 ) )</p><p>Since G ∈ U n , k ≤ d − 2 , and d ( v ) = d ≤ n − 2 . By Lemma 2.7, Lemma 2.8, we can obtain,</p><p>e χ ( G ) ≥ f ( n ) + ( n − 4 ) e 1 n − 2 + 2 e 1 2 ( n − 2 ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 ) + e 1 d   + k ( e 1 d − e 1 d − 1 ) + ( d − 1 − k ) ( e 1 2 d − e 1 2 ( d − 1 ) ) ≥ f ( n ) + ( n − 4 ) e 1 n − 2 + 2 e 1 2 ( n − 2 ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 ) + e 1 d   + ( d − 2 ) ( e 1 d − e 1 d − 1 ) + ( e 1 2 d − e 1 2 ( d − 1 ) )</p><p>≥ f ( n ) + ( n − 4 ) e 1 n − 2 + 2 e 1 2 ( n − 2 ) − ( n − 3 ) e 1 n − 1 − 2 e 1 2 ( n − 1 ) + e 1 n − 2   + ( n − 4 ) ( e 1 n − 2 − e 1 n − 3 ) + ( e 1 2 ( n − 2 ) − e 1 2 ( n − 3 ) ) = f ( n ) + ( n − 3 ) ( e 1 n − 2 − e 1 n − 1 ) + ( n − 4 ) ( e 1 n − 2 − e 1 n − 3 )   + 2 ( e 1 2 ( n − 2 ) − e 1 2 ( n − 1 ) ) + ( e 1 2 ( n − 2 ) − e 1 2 ( n − 3 ) ) &gt; f ( n )</p><p>Proof completed.</p></sec></sec><sec id="s4"><title>4. Conclusion</title><p>In this paper, based on existing research results, we have studied the exponential Randić index. By using mathematical induction and various structural transformations of graphs, we have obtained extremal values and extremal graphs, and have got some new conclusions.</p></sec><sec id="s5"><title>Acknowledgements</title><p>The authors are grateful to the referees for their careful reading and helpful suggestion, which have led to consider able improvement of the presentation of this paper.</p></sec><sec id="s6"><title>Conflicts of Interest</title><p>The authors declare that they have no conflicts of interest to this work.</p></sec><sec id="s7"><title>Cite this paper</title><p>Qiu, L., Ruan, X.J. and Zhu, Y. (2024) The Maximum and Minimum Value of Exponential Randić Indices of Quasi-Tree Graph. 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