Research article Special Issues

Minimum atom-bond sum-connectivity index of trees with a fixed order and/or number of pendent vertices

  • Let du be the degree of a vertex u of a graph G. The atom-bond sum-connectivity (ABS) index of a graph G is the sum of the numbers (12(dv+dw)1)1/2 over all edges vw of G. This paper gives the characterization of the graph possessing the minimum ABS index in the class of all trees of a fixed number of pendent vertices; the star is the unique extremal graph in the mentioned class of graphs. The problem of determining graphs possessing the minimum ABS index in the class of all trees with n vertices and p pendent vertices is also addressed; such extremal trees have the maximum degree 3 when n3p27, and the balanced double star is the unique such extremal tree for the case p=n2.

    Citation: Tariq A. Alraqad, Igor Ž. Milovanović, Hicham Saber, Akbar Ali, Jaya P. Mazorodze, Adel A. Attiya. Minimum atom-bond sum-connectivity index of trees with a fixed order and/or number of pendent vertices[J]. AIMS Mathematics, 2024, 9(2): 3707-3721. doi: 10.3934/math.2024182

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  • Let du be the degree of a vertex u of a graph G. The atom-bond sum-connectivity (ABS) index of a graph G is the sum of the numbers (12(dv+dw)1)1/2 over all edges vw of G. This paper gives the characterization of the graph possessing the minimum ABS index in the class of all trees of a fixed number of pendent vertices; the star is the unique extremal graph in the mentioned class of graphs. The problem of determining graphs possessing the minimum ABS index in the class of all trees with n vertices and p pendent vertices is also addressed; such extremal trees have the maximum degree 3 when n3p27, and the balanced double star is the unique such extremal tree for the case p=n2.



    A property of a graph that is preserved by isomorphism is known as a graph invariant [1]. The order and degree sequence of a graph are examples of graph invariants. The graph invariants that assume only numerical values are usually referred to as topological indices in the chemical graph theory [2].

    For evaluating the extent of branching of the carbon-atom skeleton of saturated hydrocarbons, Randić [3] devised a topological index and called it as the branching index, which nowadays is known as the connectivity index (also, the Randić index).

    The connectivity index of a graph G is the following number:

    vwE(G)1dvdw,

    where dv and dw denote the degrees of the vertices v and w of G respectively, and E(G) denotes the set of edges of a graph G. It is believed that the connectivity index is the most-studied topological index (in both theoretical and applied aspects) [4]. Detail about the study of the connectivity index can be found in the survey papers [5,6], books [7,8], and related papers cited therein.

    Because of the success of the connectivity index, many modified versions of this index have been introduced in the literature. The atom-bond connectivity (ABC) index [9,10] and the sum-connectivity (SC) index [11] are among the well-studied modified versions of the connectivity index. The ABC and SC indices of a graph are defined as

    ABC(G)=vwE(G)dv+dw2dvdw,

    and

    SC(G)=vwE(G)1dv+dw.

    The readers interested in detail about the ABC and SC indices are referred to the survey papers [12] and [13], respectively.

    Using the main idea of the SC index, a modified version of the ABC index was proposed in [14] recently and it was referred to as the atom-bond sum-connectivity (ABS) index. The ABS index of a graph G is defined as

    ABS(G)=uvE(G)du+dv2du+dv=uvE(G)12du+dv.

    Although the ABS index is a special case of a general topological index considered in [15], no result reported in [15] covers the ABS index. The graphs possessing the maximum/minimum ABS index in the class of all (i) (molecular) trees (ii) general graphs, with a given order, were characterized in [14]. Analogous results for unicyclic graphs were reported in [16], where the chemical applicability of the ABS index was also investigated.

    A vertex of degree one in a tree T is called a pendent vertex and a vertex of degree at least three in T is called a branching vertex. A path P in a tree T connecting a branching vertex and a pendent vertex is called a pendent path, provided that every other vertex (if existing) of P has degree two in T. A path P in a tree T is said to be an internal path if it connects two branching vertices and every other vertex (if existing) of P has degree two in T. A tree with one non-pendent vertex is called a star. A double star is a tree with exactly two non-pendent vertices. A double star tree with non-pendent vertices u and v is called balanced if |dudv|1. For a general reference on graph theory, see [17].

    Ali et al. [16] posed a problem asking to determine trees possessing the minimum value of the ABS index among all trees with a fixed number of pendent vertices. The main goal of the present paper is to determine trees possessing the minimum value of the ABS index in two classes of trees. For positive integers n and p, Γp denotes the class of all trees with p pendent vertices and Γn,p denotes the class of all trees of order n and p pendent vertices. In Section 2 we give a complete solution to the problem posed by Ali et al. [16], where we show that the star graph Sp+1 uniquely attains the minimum value of the ABS index in the class Γp. In Section 3 we provide results on trees that minimize the value of the ABS index in Γn,p.

    We will need the next already known result.

    Lemma 1. [14, Corollary 8] Let u and v be nonadjacent vertices in a connected graph G, then ABS(G+uv)>ABS(G), where G+uv is the graph obtained from G by adding the edge uv.

    Lemma 2. Let p2 be an integer. If T is a tree attaining the minimum value of the ABS index in the class Γp, then T has no vertex of degree 2.

    Proof. Suppose to the contrary that T has at least one vertex of degree 2. Take vV(T) such that N(v)={u,w} and dudw1. Let T be the tree formed by removing the vertex v (and its incident edges) and adding the edge uw (see Figure 1). In what follows, by dx we denote the degree of a vertex x in T. Using the definition of the ABS index, we have

    ABS(T)ABS(T)=12du+2+12dw+212du+dw>0,

    a contradiction to the assumption that T attains the minimum value of the ABS index among all trees with p pendent vertices.

    Figure 1.  The graph transformation used in the proof of Lemma 2. The subtree H1 may or may not consist of only one vertex w.

    Lemma 3. The function f defined by

    f(x,y)=(x1)(12x+112x+y1) +(y1)(12y+112x+y1) +12x+y,

    with xy3, is strictly decreasing on y.

    Proof. We have

    fy=1(x+y)3/2x+y2x+y2(x+y1)3/2x+y3 x+y3x+y1+g(y), (2.1)

    where

    g(y)=y+2y+1y1y+1.

    Certainly, the function g is strictly increasing on y because y3. Hence, g(y)<g(x+y2) as x3. Consequently, Eq (2.1) gives

    fy<1(x+y)3/2x+y2x+y2(x+y1)3/2x+y3 x+y3x+y1+x+yx+y1x+y3x+y1=1(x+y)3/2x+y21(x+y1)3/2x+y3. (2.2)

    Since the function ψ defined by

    ψ(t)=1t3/2t2

    is strictly decreasing for t>2, from (2.2) it follows that fy<0.

    Lemma 4. Let

    f(x,y)=12x+y,

    and define the function ψ(x,y;s) as

    ψ(x,y;s)=f(x+s,y)f(x,y),

    where x,y1 and s>0. Then ψ(x,y;s) is strictly decreasing on x and on y.

    Proof. Since

    ψ(x,y;s)=f(x+s,y)f(x,y)=f(x,y+s)f(x,y),

    it suffices to show the case of x. Note that the first partial derivatives of f are calculated as

    fx(x,y)=fy(x,y)=(x+y2)12(x+y)32,

    which are both strictly decreasing in x. This implies that

    xψ(x,y;s)=fx(x+s,y)fx(x,y)<0,

    and

    yψ(x,y;s)=fy(x+s,y)fy(x,y)<0.

    Thus ψ(x,y;s) is strictly decreasing on x and on y.

    Theorem 1. Let p2 be an integer, then for every TΓp,

    ABS(T)pp1p+1,

    with equality holds if and only if TSp+1.

    Proof. Let T be a graph attaining the minimum ABS value among all trees with p pendent vertices. By Lemma 2, T has no vertex of degree 2. We claim that T has only one vertex of degree greater than 2. Contrarily, we assume that T contains at least two vertices of degree greater than 2. Among the vertices of degrees at least 3, we pick u,vV(T) such that uvE(G) (Lemma 2 guarantees the existence of the vertices u and v when T has at least one pair of vertices of degrees greater than 2). Without loss of generality, we suppose that dudv. Let v1,,vdv1 be the neighbors of v different from u. Construct a new tree T by dropping the vertex v (and its incident edges) and inserting the edges v1u,,vdv1u, see Figure 2. Certainly, both the trees T and T have the same number of pendent vertices. However, in the following we show that ABS(T)>ABS(T), which gives a contradiction to the minimality of ABS(T), and hence, T must contain exactly one vertex of degree greater than 2, as desired.

    Figure 2.  The graph transformation used in the proof of Theorem 1. For i{1,,du1} and j{1,,dv1}, the subtree Ji may or may not consist of only one vertex ui and the subtree Hj may or may not consist of only one vertex vj, respectively.

    In what follows, by dw we denote the degree of a vertex w in T. If u1,,udu1 are the neighbors of u different from v, then

    ABS(T)ABS(T)=du1i=1(12du+dui12du+dv+dui2) +dv1j=1(12dv+dvj12du+dv+dvj2) +12du+dv. (2.3)

    By Lemma 4, the following inequalities hold for all i=1,...,du1 and j=1,...,dv1:

    12du+dui12du+dv+dui212du+112du+dv1,

    and

    12dv+dvj12du+dv+dvj212dv+112du+dv1.

    Thus, Eq (2.3) yields

    ABS(T)ABS(T)(du1)(12du+112du+dv1) +(dv1)(12dv+112du+dv1) +12du+dv. (2.4)

    Since dudv, by Lemma 3, Inequality (2.4) gives

    ABS(T)ABS(T)2(du1)(12du+1122du1) +11du. (2.5)

    By Lemma 3, the function g(s), which is defined by

    g(s)=f(s,s)=2(s1)(12s+1122s1)+11s,

    with s3, is strictly decreasing, and

    limsg(s)=lims[4s2+12s82s2+s1(2s23s+1+2s2s3)+11s]=0.

    Therefore, the righthand side of (2.5) is positive for du3. This completes the proof.

    In this section, we characterize trees attaining the minimum value of the ABS index in Γn,p, where p3 and n3p2.

    Lemma 5. If y is a fixed real number greater than or equal to 3 then the function f, defined in Lemma 4, is strictly increasing in x.

    For a tree T, denote by W1(T) the set of pendent vertices of T, W2(T)=vW1(T)N(v), and W3(T)=V(T)(W1(T)W2(T)). A vertex in T of degree at least three is called a branching vertex. A path is called an internal path, if its end vertices are branching vertices and every other vertex has degree two. A path is called a pendent path if one of the end vertices is pendent and every other vertex has degree two.

    Lemma 6. Let TΓn,p be attaining minimum ABS value, then every internal path of T has length one.

    Proof. For a contradiction, assume T contains an internal path v=v0v1v2..vr=u of length r2. Let wW2(T) and let y be a pendent vertex adjacent to w. Let T=T{vv1,uvr1}+{vu,yv1}. Clearly TΓn,p. In what follows, by dx we denote the degree of a vertex x in T. If r>2, then

    ABS(T)ABS(T)=f(dv,du)+f(2,2)+f(dw,2)f(dv,2)f(du,2)f(2,2)+f(1,2)f(dw,1)=(f(dv,du)f(dv,2))(f(2,du)f(2,2))+(f(dw,2)f(dw,1))(f(2,2)f(2,1))=ψ(2,dv;du2)ψ(2,2;du2)+ψ(1,dw;1)ψ(1,2;1)<0,

    which yields a contradiction. If r=2, then

    ABS(T)ABS(T)=f(dv,du)+f(2,1)+f(dw,2)f(dv,2)f(du,2)f(dw,1)=(f(dv,du)f(dv,2))(f(2,du)f(2,2))+(f(dw,2)f(dw,1))(f(2,2)f(2,1))=ψ(2,dv;du2)ψ(2,2;du2)+ψ(1,dw;1)ψ(1,2;1)<0.

    Again, this contradicts the minimality of ABS(T). Thus T does not have an internal path of length greater than one.

    Lemma 7. Let TΓn,p be attaining minimum ABS value, then dudv for every uW2(T) and vW3(T).

    Proof. Let y be a pendent vertex adjacent to u and let x be a non-pendent vertex adjacent to v and not on the uv path. Let T=T{xzzN(x){v}}+{zyzN(x){v}}. In what follows, by dx we denote the degree of a vertex x in T. Clearly, TΓn,p, and so ABS(T)ABS(T). Thus, we have

    0ABS(T)ABS(T)=f(dv,1)f(dv,dx)+f(du,dx)d(du,1)=ψ(1,du;dx1)ψ1,dv,dx1).

    Hence, dudv.

    Lemma 8. Let TΓn,p. If n=3p2+t for some t0, then the following assertions hold.

    (i) dv=2 for all vW2(T).

    (ii) uW3(T)du=3p6+2t.

    Proof. (i) We have p+vW2(T)dv+uW3(T)du=6p6+2t. Seeking a contradiction, assume dv03 for some v0W2(T). Let β=min{duuW3(T)}, then by Lemma 7, βdv03. On the other hand, since dv2 for all vW2(T), we have

    p+2(|W2(T)|1)+3+β(2p2+t|W2(T)|)6p6+2t.

    Therefore,

    β5p7+2t2|W2(T)|2p2+t|W2(T)|=p32p2+t|W2(T)|+2<3,

    a contradiction. Thus, dv=2 for all vW2(T).

    (ii) We conclude from part (i) that |W2(T)|=p, so p+2p+uW3(T)du=6p6+2t, which yields uW3(T)du=3p6+2t.

    Remark 9. Let TΓn,p be a tree attaining minimum ABS value. It results from Lemma 7 that every vertex of T of degree two is on a pendent path. Assume there are two vertices u,vW3(T) such that du=dv=2 and u and v do not belong to the same pendent path. Since vW3(T) and dv=2, there are two vertices x and y such that dxdy=2 and vyx. Let z be the pendent vertex at the end of the pendent path containing u and let T=Txy+zy. Clearly, TΓn,p and ABS(T)=ABS(T). We conclude that it is possible to obtain a tree T1Γn,p, in which all vertices of degree two in W3(T1) belong to the same pendent path, such that ABS(T1)=ABS(T). Moreover, T and T1 have the same maximum degree and the subtrees of T and T1 induced on their sets of branching vertices are isomorphic.

    Theorem 2. Let p3 and n3p2. If TΓn,p be attaining the minimum ABS value, then the maximum degree of T is three.

    Proof. For a contradiction, assume T has a vertex of degree at least 4. Let β=min{dvvW3(T)}, then by Lemma 8 (ii), 4+β(|W3(T)|1)3p6+2t. Consequently, β3p10+2tp3+t<3, so there is a vertex uW3(T) such that du=2. We select u so that one of its neighbors is of degree at least three. Now, let v be the farthest vertex from u that of degree at least 4. Clearly, for each vertex xN(v) that does not lie on the uv path, we have dx3. In what follows, da denotes the degree of a vertex a in T.

    Case 1. uN(v). In this case, choose yN(v){u} and let T=T{yv}+{yu}, then

    ABS(T)ABS(T)=f(dy,3)f(dy,dv)+f(2,3)f(2,2)+f(3,dv1)f(2,dv)+xN(v){y,u}(f(dx,dv1)f(dx,dv))f(3,3)+f(2,3)f(2,2)f(3,dv)(dv2)(f(3,dv)f(3,dv1)).

    Consider the function

    h1(s)=f(3,3)+f(2,3)f(3,s)f(2,2)(s2)(f(3,s)f(3,s1)).

    We have

    h1(s)=A1B1s(s+1)(s+2)2(s+3)2,

    where A1=(s2+3s2)(s+3)2(s+1)(s+2) and B1=(s2+5s+2)(s+2)2s(s+3). Since A21B21=14s5137s4456s3577s2140s+1080 for s1, we get h1(s)0 for s1 and, thus, h1(s) is strictly decreasing for s1. This implies that ABS(T)ABS(T)<h1(dv)h1(4)<0, a contradiction.

    Case 2. uN(v). Let wN(v) and zN(u) such that w and z lie on the uv path. By Case 1, we may suppose that dz3. Now, we divide this case into four subcases.

    Subcase 2.1. dv5. Let yN(v){w} and take T=T{yv}+{yu}, then TΓn,p. Moreover, from Lemma 4, it follows that

    ABS(T)ABS(T)=f(dy,3)f(dy,dv)+f(2,3)f(2,2)+f(dz,3)f(dz,2)+xN(v){y}(f(dx,dv1)f(dx,dv))2f(3,3)f(3,dv)f(2,2)(dv2)(f(3,dv)f(3,dv1))+f(dw,dv1)f(dw,dv).

    The function h2(s)=2f(3,3)f(3,s)f(2,2)(s2)(f(3,s)f(3,s1)) is strictly decreasing for s1, and so ABS(T)ABS(T)<h2(5)<0, a contradiction.

    Subcase 2.2. dv=4 and dw3. Let yN(v){w} and take T=T{yv}+{yu}, then TΓn,p. Moreover,

    ABS(T)ABS(T)=f(dy,3)f(dy,4)+f(2,3)f(2,2)+f(dz,3)f(dz,2)+xN(v){y}(f(dx,3)f(dx,4))5f(3,3)4f(3,4)f(2,2)<0, (3.1)

    a contradiction.

    Subcase 2.3. dv=4 and dw6. Note that dx4 for each xNw{w1,v} because, otherwise, we reach a contradiction as in Subcase 2.1, where w1 is the unique neighbor of w in the uv path. Let T=T{vw}+{vu}, then

    ABS(T)ABS(T)=f(4,3)f(4,dw)+f(2,3)f(2,2)+f(dz,3)f(dz,2)+xN(w){v}(f(dx,dw1)f(dx,dw))<f(4,3)f(4,dw)+f(3,3)f(2,2)(dw1)(f(4,dw)f(4,dw1)). (3.2)

    The function

    h4(s)=f(4,3)f(4,s)+f(3,3)f(2,2)(s1)(f(4,s)f(4,s1)),

    is strictly decreasing for s1. Thus, ABS(T)ABS(T)<h4(6)<0, a contradiction.

    Subcase 2.4. dv=4 and 4dw5. Let w1 be the unique neighbor of w in the uv path and let b1,...,bk be all vertices in N(w){w1} of degree four (with b1=v), then by Lemma 8 (ii), there are k+1 distinct vertices xiW3(T) such that dxi=2. The vertex xk+1 exists because dw4. By Remark 9, we may assume that these vertices form a path u=x1x2...xkxk+1. For each i=2,...,k, select ciN(bi){w} and let T=T({cibi,i=2,...,k}{vw})+({cixi,i=2,...,k}{vu}). Note that since v is closer to u than ci, we have dci3. Thus,

    ABS(T)ABS(T)=f(2,3)f(2,2)+f(dz,3)f(dz,2)+f(4,3)f(4,dw)+(k1)(f(3,3)f(2,2))+(k1)(f(4,dw)f(3,dw1))+ki=2(f(dci,3)f(dci,4))+ki=2xN(bi){w,ci}(f(dx,3)f(dx,4))+eN(w){b2,...,bk,v}(f(de,dw1))f(de,dw))(4k2)f(3,3)3(k1)f(3,4))kf(2,2)f(4,dw)(k1)(f(4,dw)f(3,dw1))(dwk)(f(3,dw)f(3,dw1)).

    Calculations show that the righthand side of this inequality is negative when dw{4,5} and k{1,...,dw}. This also yields a contradiction. Therefore, the maximum degree of T is 3 as desired.

    Now, we are ready to characterize the trees that minimize ABS index in Γn,p, where p3 and n3p2. For p3 and n=3p2+t with t0, let Γn,pΓn,p such that an arbitrary tree T belonging to the class Γn,p is defined as follows.

    (1) Let T0 be a tree of order p2 and maximum degree Δ=min{p3,3}.

    (2) Construct a tree T1 from T0 by attaching 3i pendent path(s) of length two at each vertex of degree i for i=1,2,3. (Note that the order of T1 is 5n1(T0)+3n2(T0)+n3(T0), which is equal to 3p2 because n1(T0)+n2(T0)+n3(T0)=p2 and n1(T0)+2n2(T0)+3n3(T0)=2(p3), where nk(T0) denotes the number of vertices of degree k in T0.

    (3) Finally, T is obtained from T1 by inserting t vertices of degree two into one or more pendent paths.

    Figure 3 gives a tree of the class Γn,p.

    Figure 3.  A tree attaining the minimum value of the ABS index in the class Γn,p, where p3 and n3p2.

    Theorem 3. Let p3 and n=3p2+t where t0. If TΓn,p, then

    ABS(T)(26+35+13)p+22t+46,

    with equality if, and only if, TΓn,p.

    Proof. Let TΓn,p have the minimum ABS value, then by Theorem 2, the maximum degree in T is three. For i,j=1,2,3 let ni,j be the number of edges in T that joints vertices of degrees i and j. Clearly, n1,1=0. From Lemma 8 (i), we get n1,2=p and n1,3=0. Let d be the number of vertices of degree 3, then by Lemma 8 (ii), we get 2(p2+td)+3d=3p6+2t. Thus, d=p2. Since T has no internal paths of length more than one, the induced subgraph of T over the set of vertices of degree three is a tree on p2 vertices. Thus, n3,3=p3. There are 3(p2) edges incident with the vertices of degree 3. Each one of these edges is either joining two vertices of degree 3 or a vertex of degree 3 and a vertex of degree 2. Thus, we get n2,3+2n3,3=3(p2) and, hence, n2,2=3(p2)2(p3)=p. By subtracting the values n1,2=p, n2,3=p, n3,3=p3 from n1=3p3+t, we get n2,2=t. Thus,

    ABS(T)=pf(1,2)+tf(2,2)+pf(2,3)+(p2)f(3,3)=(26+35+13)p+22t+46.

    Here, we remark that the statements of Lemma 3.11 and Corollary 3.12 in paper [18] concerning chemical trees are not complete; these statements should include the condition n3p2. Indeed, Figure 4 gives the example of (general and chemical) trees with maximum degree Δ4 attaining minimum ABS value in the class Γn,p with n3p3. Thus, the condition n3p2 in Theorem 2 and in the aforementioned two results of [18] is necessary. The problem of characterizing trees attaining the minimum values of the ABS index in Γn,p under the conditions p3 and p+1n3p3 is still open (the maximal version of this problem was recently solved in [19]). In the remainder of this section, we address this problem. Note that Γp+1,p consists of only one tree, namely, the star tree. The next theorem deals with the case n=p+2.

    Figure 4.  Graphs attaining minimum ABS value in the class Γn,p for p=4,5,6 and p+3n3p3.

    Theorem 4. Let p3, then the minimum ABS index in Γp,p+2 is attained uniquely by the balanced double star.

    Proof. Let TΓp,p+2 be attaining minimum ABS index. Assume that u,vV(T) are the non-pendent vertices with dudv+2. Let wN(u){v} and let T=T{uw}+{vw}, then

    ABS(T)ABS(T)=(f(1,dv+1)f(1,dv))dv(du1)(f(1,du)f(1,du1))+f(1,dv+1)f(1,du)=g(dv)g(du1);

    where g(x)=x(f(1,x+1)f(1,x))+f(1,x+1). The derivative of g(x) is given by

    g(x)=AB(x+1)2(x+2)2x(x1),

    where A=(x2+3x+1)(x+1)2(x1)(x+2) and B=(x2+x1)(x+2)2x(x+1). Since A2B2>0 for x1, we get that g(x) is decreasing, so ABS(T)ABS(T)<0, a contradiction.

    We have characterized the unique graph possessing the minimum ABS index in the class of all trees of a fixed number of pendent vertices; the star is the unique extremal graph in the mentioned class of graphs (see Theorem 1). We have also addressed the problem of determining graphs possessing the minimum ABS index in the class of all trees with n vertices and p pendent vertices; such extremal trees have the maximum degree 3 when n3p27, and the balanced double star is the unique such extremal tree for the case p=n2 (see Theorems 2, 3 and 4). Figure 4 gives all the graphs attaining minimum ABS index in the class Γn,p for p=4,5,6 and p+3n3p3. These graphs are obtained by utilizing a computer software. Observe that for every (n,p){(8,4),(9,5),(13,6)} with p=4,5,6 and p+3n3p3, there is the unique graph attaining minimum ABS index in the class Γn,p; however, for every (n,p){(8,4),(9,5),(13,6)}, there exist exactly two such extremal graphs. From the trees depicted in Figure 4, one may expect some certain structural properties of a tree attaining minimum ABS index in the class Γn,p when p7 and p+3n3p3. However, these trees seem to be insufficient for making some sound conjectures. In the future, it would be interesting to solve the problem of determining graphs possessing the minimum ABS index in the class Γn,p when p7 and p+3n3p3.

    The authors declare they have not used Artificial Intelligence (AI) tools in the creation of this article.

    This work is supported by Scientific Research Deanship, University of Ha'il, Saudi Arabia, through project number RG-23 093.

    The authors declare that they do not have any conflict of interest.



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