Research article

The generalized 4-connectivity of folded Petersen cube networks

  • Received: 27 April 2022 Revised: 29 May 2022 Accepted: 03 June 2022 Published: 08 June 2022
  • MSC : 05C05, 05C40, 05C76, 68R10

  • The generalized -connectivity κ(G) of a graph G is a generalization of classical connectivity κ(G) with κ2(G)=κ(G). It serves to measure the capability of connection for any vertices. The folded Petersen cube network FPQn,k can be used to model the topological structure of a communication-efficient multiprocessor. This paper shows that the generalized 4-connectivity of the folded Petersen cube network FPQn,k is n+3k1. As a corollary, the generalized 3-connectivity of FPQn,k also is obtained and the results on the generalized 4-connectivity of hypercube Qn and folded Petersen graph FPk can be verified. These conclusions provide a foundation for studying the generalized 4-connectivity of Cartesian product graphs.

    Citation: Huifen Ge, Shumin Zhang, Chengfu Ye, Rongxia Hao. The generalized 4-connectivity of folded Petersen cube networks[J]. AIMS Mathematics, 2022, 7(8): 14718-14737. doi: 10.3934/math.2022809

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  • The generalized -connectivity κ(G) of a graph G is a generalization of classical connectivity κ(G) with κ2(G)=κ(G). It serves to measure the capability of connection for any vertices. The folded Petersen cube network FPQn,k can be used to model the topological structure of a communication-efficient multiprocessor. This paper shows that the generalized 4-connectivity of the folded Petersen cube network FPQn,k is n+3k1. As a corollary, the generalized 3-connectivity of FPQn,k also is obtained and the results on the generalized 4-connectivity of hypercube Qn and folded Petersen graph FPk can be verified. These conclusions provide a foundation for studying the generalized 4-connectivity of Cartesian product graphs.



    As usual, the topological structure of an interconnection network is regarded as a graph G=(V,E), in which vertices correspond to processors and edges represent communication links between processors. The fault tolerance is one of the most important factors in the design and analysis of an interconnection network and it can be measured by the connectivity of a graph. If the connectivity of a network is larger, then its fault tolerance is higher. The traditional connectivity κ(G) of a graph G is defined as the minimum number of vertices whose deletion results in a disconnected graph. An excellent theorem of Whitney [32] provided an equivalent statement about the definition of the connectivity. That is, for any 2-subset S={u,v}V(G), if κ(S) denotes the maximum number of internally disjoint paths between u and v in G, then κ(G)=min{κ(S):SV(G),|S|=2}. Clearly, κ(G) reflects the connectivity between any two processors. To measure the connectivity capability of more processors, Chartrand et al. [6] and Hager et al. [11] introduced independently the concept of the generalized connectivity of a graph by generalizing the equivalent definition of connectivity.

    Let G be a connected graph with order n and be an integer such that 2n. For SV(G), a tree T in G is called an S-tree if SV(T). Let κ(S) denote the maximum number r of edge-disjoint S-trees T1,,Tr satisfying V(Ti)V(Tj)=S for any two distinct integers i,j{1,,r}. The generalized -connectivity κ(G) of G is defined as min{κ(S):SV(G),|S|=}. Actually, κ2(G) is exactly κ(G).

    Though there are numerous results about the generalized -connectivity over the past years, for general integer , the exact values of κ(G) are known for only a small class of graphs: complete graph [7], complete bipartite graph [16] and complete equipartition 3-partite graph [18]. Meanwhile, for a given graph G, any fixed integer k2 and a subset S of V(G), the decision problem whether κ(S)k is NP-complete [19]. The upper and lower bounds of the generalized 3-connectivity of a graph [21,25] and of Cartesian (Lexicographic) product of two graphs [13,14,26] were investigated, and extremal problems were studied in [17,22]. The generalized 3-connectivity of some graph classes are known, including Cayley graphs [20,31], star graphs and bubble-sort graphs [23], alternating group graphs and (n,k)-star graphs [34], k-ary n-cubes, split-star graphs and bubble-sort star graphs [37], (n,k)-bubble sort graphs [38], etc. We refer the readers to [15,27] for more details.

    Unfortunately, the results of the generalized 4-connectivity are less known. Only hypercubes [24], dual cubes [35], exchanged hypercubes [33], (n,k)-star graphs [12], hierarchical cubic networks [36] have been studied.

    The main focus of this paper is to determine the generalized 4-connectivity of the folded Petersen cube networks FPQn,k. The following result is obtained.

    Theorem 1.1. Let k,n be two integers. Then κ4(FPQn,k)=n+3k1.

    Theorem 1.1 implies that if k=0, then κ4(FPQn,0)=n1, which coincides the value of κ4(Qn). The key to prove Theorem 1.1 is Theorem 1.2.

    Theorem 1.2. Let FPk be a k-dimensional folded Petersen graph. Then κ4(FPk)=3k1.

    For a regular graph, the following lemma is useful.

    Lemma 1.1. [24] Let G be an r-regular graph. If κk(G)=r1, then κk1(G)=r1, where k4.

    Combining Theorem 1.1 and Lemma 1.1, the following corollary is an immediate consequence.

    Corollary 1.1. Let k,n be two integers. Then κ3(FPQn,k)=n+3k1.

    For helping readers to understand the proof process, a flow chart in Figure 1 is presented to illustrate the relationship between different lemmas, theorems and corollaries.

    Figure 1.  Flow chart.

    This section introduces some basic notations and results that will be used throughout the paper. All graphs considered in this paper are connected, simple, undirected, finite and for the notation and terminology not defined refer to [5].

    Let G=(V,E) be a graph with vertex set V(G) and edge set E(G). For a vertex v of G, we use NG(v) to denote the set of neighbors of v in G, and the degree of v is dG(v)=|NG(v)|. The minimum degree and the maximum degree of G are denoted by δ(G) and Δ(G), respectively. A graph G is r-regular if δ(G)=Δ(G)=r. For two vertices u,vV(G), a (u,v)-path is denoted by Puv and the length of a shortest (u,v)-path is called the distance between u and v, denoted by dG(u,v). A subgraph of G is a graph H=(V,E) such that V(H)V(G) and E(H)E(G). If V(H)=V(G), then H is called a spanning subgraph of G. The subgraph of G induced by V is denoted by G[V]. Let [b]={1,,b} for a given integer b.

    Lemma 2.1. [21] If there are two adjacent vertices of degree δ, then κ(G)δ1 for 3|V(G)|.

    Theorem 2.1. (Menger's theorem [5]) A graph G is r-connected if and only if any two distinct vertices of G are connected by at least r internally disjoint paths.

    Lemma 2.2. (Fan Lemma [5]) Let G be an r-connected graph, x be a vertex of G, and let YV(G){x} be a set of at least r vertices of G. Then there exists an r-fan in G from x to Y, that is, there exists a family of r internally disjoint (x,Y)-paths whose terminal vertices are distinct in Y.

    The Cartesian product of graphs is an important tool to construct a bigger network. Recall that the Cartesian product of two graphs G and H, denoted by GH, is a graph with the vertex set V(G)×V(H) such that (g,h) and (g,h) are adjacent if and only if either g=g and hhE(H), or h=h and ggE(G).

    The Petersen graph P with a vertex set {0,1,2,,9} has an outer 5-cycle and an inner 5-cycle are joined by a perfect matching (Figure 2(a) depicts P with decimal vertex-labeling). It is a 3-regular 3-connected graph with diameter 2. The k-dimensional folded Petersen graph FPk is constructed by the k-th iteration of Cartesian product on Petersen graph P, defined as FPk=PP=(V,E), where V={x1xk:xi{0,1,...,9},1ik} and E={(x1xi1xixi+1xk,x1xi1yxi+1xk):y{0,1,,9}, dP(y,xi)=1 and 1ik}. As depicted in Figure 1(b), FP2 is obtained from P by replacing each of its vertices by P, denoted by P0,P1,,P9, respectively, moreover, between Pi and Pj have a perfect matching for dP(i,j)=1. In fact, for k2, FPk is obtained from P by replacing each of its vertices by FPk1, and we denote the 10 connected subgraphs by FPi:0k,FPi:1k,,FPi:9k, respectively, where FPi:jk=FPk[{x1xkV(FPk),xi=j}]. Clearly, FPi:jkFPk1. For convenience, FPj denotes FP1:jk for j{0,1,,9} in the rest of this paper. It is easy to see that the subgraph induced by V(FPi)V(FPj) is isomorphic to FPk1K2 for dP(i,j)=1, and the edges between V(FPi) and V(FPj) are called the crossed edges.

    Figure 2.  (a) The Petersen graph P; (b) Scheme of FP2.

    For any xV(FPi), we call that xij is a corresponding vertex of x in FPij if x and xij differ in exactly the first digit. In particular, a corresponding vertex xij of x is an outside neighbor of x if dP(i,ij)=1. Apparently, there are exactly three outside neighbors of x. Two graphs G and G are corresponding if their vertices correspond one to one and GG. Furthermore, FPk is a 3k-regular 3k-connected graph with diameter 2k and order 10k, also vertex and edge symmetric. More details see [8,10].

    The folded Petersen cube network FPQn,k=FPkQn with 10k×2n vertices is introduced by Öhring and Das [28], where Qn is an n-dimensional hypercube and it can be regarded as n-th iteration of Cartesian product on K2. In particular, FPQ0,k=FPk and FPQn,0=Qn. There are a lot of topological structures like linear arrays, rings, meshes, hypercubes can be embedded into it. Some research findings on the folded Petersen cube networks have been published for the past several years, see [9,28,30].

    The following result will be used to prove Theorem 1.2.

    Lemma 2.3. Let S be a vertex subset of the Petersen graph P with |S|=4. Then there exist two internally disjoint S-trees in P.

    Proof. Let P be a Petersen graph, S={x,y,z,w}V(P) and G=P[S]. Then dG(v)3 for arbitrary vV(G). Since P is vertex symmetric, assume that dG(x)=Δ(G). If dG(x)=3, then NG(x)={y,z,w}. Two internally disjoint S-trees are demonstrated in Figure 3(a). If dG(x)=2, without loss of generality, let NG(x)={y,z}. It suffices to consider two cases and the required S-trees are demonstrated in Figure 3(b) and Figure 3(c), respectively. If dG(x)=1, assume that NG(x)={y}, it suffices to consider two cases and the required S-trees are demonstrated in Figure 3(d) and Figure 3(e), respectively. If dG(x)=0, Figure 2(f) demonstrates two internally disjoint S-trees.

    Figure 3.  Illustrations of the proof of Lemma 2.3.

    In this section, we mainly determine κ4(FPk). First, propose the general idea of the proof κ4(FPk)3k1. From the definition of κ4(FPk), it suffices to show that κFPk(S)3k1 for arbitrary SV(FPk) with |S|=4. Furthermore, according to the definition of κFPk(S), find out 3k1 internally disjoint S-trees in FPk. Let S be a set of arbitrary four distinct vertices in FPk. Recall that FPk can be decomposed into 10 disjoint sub-folded Petersen graphs FP0,FP1,,FP9, each of which is isomorphic to FPk1 by removing all crossed edges.

    For arbitrary four vertices v0,v1,v2,v3 in P, by Lemma 2.3, there are two internally disjoint {v0,v1, v2, v3}-trees T1 and T2 in P. At least one of the trees T1 and T2 contains a vertex u different from v0,v1,v2,v3. Without loss of generality, let T2 be such a tree. Clearly, (T1T2)FPk1 is a subgraph of FPk. If we can prove that κT1FPk1(S)3k2 and find out an S-tree in T2FPk1, then κFPk(S)κT1FPk1(S)+13k1. In this case, the problem is converted into finding out 3k2 internally disjoint S-trees in T1FPk1 and an S-tree in T2FPk1 such that all of the S-trees are internally disjoint.

    Observation 3.1. For arbitrary three vertices v0,v1,v2 in P, one of the following holds.

    (i) If {v0,v1,v2} is an isolated set, then there are three internally disjoint {v0,v1,v2}-trees T1,T2,T3 in P. Moreover, there exists a vertex ui with degree 3 different from v0,v1,v2 in Ti for i=1,2,3.

    (ii) If {v0,v1,v2} is not an isolated set, then there are a C5 and a {v0,v1,v2}-tree T3 in P such that v0,v1,v2V(C5) and V(C5)V(T3)={v0,v1,v2}. Moreover, there exists a vertex u with degree 3 different from v0,v1,v2 in T3.

    For Observation 3.1(i), it is easy to see that (3i=1Ti)FPk1 is a subgraph of FPk (see Figure 4). Notice that T1,T2 and T3 are internally disjoint in P, if we can prove that κT1FPk1(S)3k3, find out an S-tree in T2FPk1 and another S-tree in T3FPk1, then κFPk(S)κT1FPk1(S)+23k1. In this case, the problem is converted into finding out 3k3 internally disjoint S-trees in T1FPk1, an S-tree in T2FPk1 and another S-tree in T3FPk1 such that all of the S-trees are internally disjoint.

    Figure 4.  An example for (3i=1Ti)FPk1 is a subgraph of FPk.

    For Observation 3.1(ii), let C=C5, it can be seen that (CT3)FPk1 is a subgraph of FPk (see Figure 5). If we can prove that κCFPk1(S)3k2, and find out an S-tree in T3FPk1, then κFPk(S)κCFPk1(S)+13k1. In this case, the problem is converted into finding out 3k2 internally disjoint S-trees in CFPk1 and an S-tree in T3FPk1 such that all of the S-trees are internally disjoint.

    Figure 5.  An example for (CT3)FPk1 is a subgraph of FPk.

    For arbitrary two vertices v0,v1 in P, by Theorem 2.1, there are three internally disjoint (v0,v1)-paths L1, L2 and L3 in P because the Petersen graph P is 3-connected. Note that 3i=1Li is a subgraph of P and (3i=1Li)FPk1 is a subgraph of FPk (see Figure 6). If we can prove that κL1FPk1(S)3k3, find out an S-tree in L2FPk1 and another S-tree in L3FPk1, then κFPk(S)κ(3i=1Li)FPk1(S)κL1FPk1(S)+23k1. In this case, the problem is converted into finding out 3k3 internally disjoint S-trees in L1FPk1, an S-tree in L2FPk1 and another S-tree in L3FPk1 such that all of the S-trees are internally disjoint.

    Figure 6.  An example for (3i=1Li)FPk1 is a subgraph of FPk.

    The following four lemmas will be helpful to main result.

    Lemma 3.1. Let FPk be a k-dimensional folded Petersen graph and S={x,y,z,w} be a set of arbitrary four distinct vertices in FPk for k2. If the vertices in S belong to four sub-folded Petersen graphs of FPk, then there are 3k1 internally disjoint S-trees in FPk.

    Proof. Let FP0,FP1,,FP9 be 10 disjoint sub-folded Petersen graphs of FPk. Since the vertices in S belong to four sub-folded Petersen graphs of FPk, there exist v0,v1,v2,v3{0,1,,9} such that they are mutual distinct and xV(FPv0), yV(FPv1), zV(FPv2) and wV(FPv3).

    For v0,v1,v2,v3V(P), there exist two internally disjoint {v0,v1,v2,v3}-trees T1 and T2 in P by Lemma 2.3. At least one of the trees T1 and T2 contains a vertex c different from v0,v1,v2,v3, say T2 is such a tree. Since FPc is connected, there exists an {xc,yc,zc,wc}-tree T3k2 in FPc. There is a unique path to connect arbitrary two vertices in T2. That is, we can find the corresponding path to connect arbitrary two vertices in T2FPk1. Let T3k2=T3k2PxxcPyycPzzcPwwc.

    Let x0=x. Choose 3k2 distinct vertices x0,x1,x2,,x3k3 from FPv0 being X such that yv0,zv0 and wv0 belong to X and |X|=3k2. Without loss of generality, assume that xr=yv0,xs=zv0,xt=wv0 for r,s,t{0,1,,3k3}. Let Y=3k3i=0yi, Z=3k3i=0zi and W=3k3i=0wi be the corresponding vertices of vertices of X in FPv1,FPv2 and FPv3, respectively, where yi=xv1i, zi=xv2i and wi=xv3i for each i{0,1,,3k3}. Then |Y|=|Z|=|W|=3k2. By Lemma 2.2 and κ(FPk1)=3k3, there are 3k3 internally disjoint paths A1,A2,,A3k3 from a to A{a} in FPvj for (a,A,j)=(x,X,0),(y,Y,1),(z,Z,2),(w,W,3), respectively. Since there is a unique path to connect arbitrary two vertices in T1, we can find the corresponding path to connect corresponding vertices in T1FPk1. Construct 3k2 internally disjoint S-trees in T1FPk1 as follows: Ti=XiPxiyiYiPyiziZiPziwiWi for i{0,1,,3k3}, where X0={x0}={x}, Yr={yr}={y}, Zs={zs}={z} and Wt={wt}={w}. Then, T0,T1,,T3k2 are 3k1 internally disjoint S-trees in FPk. See Figure 7.

    Figure 7.  Illustrations of Lemma 3.1.

    Lemma 3.2. Let FPk be a k-dimensional folded Petersen graph and S={x,y,z,w} be a set of arbitrary four distinct vertices in FPk for k2. If the vertices in S belong to three sub-folded Petersen graphs of FPk, then there are 3k1 internally disjoint S-trees in FPk.

    Proof. Let FP0,FP1,,FP9 be 10 disjoint sub-folded Petersen graphs of FPk. Since the vertices in S belong to three sub-folded Petersen graphs of FPk, there exist v0,v1,v2{0,1,,9} such that x,yV(FPv0), zV(FPv1) and wV(FPv2) by the symmetry of FPk.

    Since FPk1 is (3k3)-connected, there exist 3k3 internally disjoint (x,y)-paths P1,P2,,P3k3 in FPv0. Choose xiV(Pi) such that xix. Let zi=xv1i and wi=xv2i for i[3k3]. By Lemma 2.2, there are 3k3 paths Pzz1,,Pzz3k3 and 3k3 paths Pww1,,Pww3k3 in FPv1 and FPv2, respectively. It is possible that one of the paths Pzzi (resp. Pwwi) is a single vertex.

    Case 1. {v0,v1,v2} is an isolated set.

    By Observation 3.1(i), there exists a {v0,v1,v2}-tree T1 which contains a vertex a with degree 3 different from v0,v1,v2 in P. Moreover, there are a unique (v0,a)-path Pv0a, a unique (v1,a)-path Pv1a and a unique (v2,a)-path Pv2a in T1. It is not hard to find 3k3 internally disjoint S-trees in T1FPk1, that is, Ti=PiPxixaiPzziPzixaiPwwiPwixai for i[3k3], where PxixaiPv0a, PzixaiPv1a and PwixaiPv2a.

    Except T1, there are two internally disjoint {v0,v1,v2}-trees T2 and T3 in P, T2 and T3 contains a vertex with degree 3 different from v0,v1 and v2, denoted by b and c, respectively. Since FPb is connected, there exists an {xb,yb,zb,wb}-tree T3k2 in FPb (resp. {xc,yc,zc,wc}-tree T3k1 in FPc). By the definition of FPk, there exist the paths Pxxb,Pyyb,Pzzb,Pwwb (resp. Pxxc,Pyyc,Pzzc,Pwwc) in FPk such that PxxbPyybPv0b,PzzbPv1b,PwwbPv2b (resp. PxxcPyycPv0c,PzzcPv1c,PwwcPv2c) where Pv0b,Pv1b,Pv2b belong to T2 (resp. Pv0c,Pv1c,Pv2c belong to T3). Let T3k2=T3k2PxxbPyybPzzbPwwb (resp. T3k1=T3k1PxxcPyycPzzcPwwc). Then, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk. See Figure 8.

    Figure 8.  Illustrations of Case 1 in Lemma 3.2.

    Case 2. {v0,v1,v2} is not an isolated set.

    By Observation 3.1(ii), there exists a cycle C for C=C5 and a {v0,v1,v2}-tree T3 in P such that V(C)V(T3)={v0,v1,v2}. Let R be a shorter path containing vertices v0,v1,v2 in C, say (v0,v2)-path being such a path. Then R=Pv0v1Pv1v2. Let Ti=PiPxiziPzziPziwiPwwi for i[3k3], where PxiziPv0v1 and PziwiPv1v2.

    Clearly, R is a {v0,v1,v2}-tree with |V(R)|4 and there exists another (v0,v2)-path R containing a non-end vertex d, then R=Pv0dPv2d. Since FPd is connected, there exists an {xd,yd,zd,wd}-tree T3k2 in FPd. If zv03k3i=1V(Pi) (see Figure 9(a)), then zv0Pzzd, where PzzdPv0v1Pv0d. Let T3k2=T3k2PxxdPyydPzzdPwwd, where PxxdPyydPv0d and PwwdPv2d. If zv03k3i=1V(Pi) (see Figure 9(b)), without loss of generality, assume that zv0P1 and x1=zv0, then the path Pzz1 is a single vertex. Let z3k2=yv1. Then there exists a path Pzz3k2 in FPv1. Let T3k2=T3k2PxxdPyydPyz3k2Pzz3k2Pwwd, where PxxdPyydPv0d, Pyz3k2Pv0v1 and PwwdPv2d. The S-tree T3k1 can be similarly constructed as T3k1 of Case 1. Then, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Figure 9.  Illustrations of Case 2 in Lemma 3.2.

    Lemma 3.3. Let FPk be a k-dimensional folded Petersen graph and S={x,y,z,w} be a set of arbitrary four distinct vertices in FPk for k2. If the vertices in S belong to the same sub-folded Petersen graphs of FPk, then there are 3k1 internally disjoint S-trees in FPk.

    Proof. Let FP0,FP1,,FP9 be 10 disjoint sub-folded Petersen graphs of FPk. The vertices in S belong to the same sub-folded Petersen graph, without loss of generality, suppose that x,y,z,wV(FP0). Since FP0FPk1, by induction hypothesis, we have κ4(FPk1)3k4. Hence, there exist 3k4 internally disjoint S-trees T1,T2,,T3k4 in FP0. Clearly, there exists an {x1,y1,z1,w1}-tree T3k3 in FP1, an {x4,y4,z4,w4}-tree T3k2 in FP4 and an {x5,y5,z5,w5}-tree T3k1 in FP5. Let T3k3=T3k3xx1yy1zz1ww1, T3k2=T3k2xx4yy4zz4ww4 and T3k1=T3k1xx5yy5zz5ww5. Then, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Lemma 3.4. Let FPk be a k-dimensional folded Petersen graph and S={x,y,z,w} be a set of arbitrary four distinct vertices in FPk for k2. If the vertices in S belong to two sub-folded Petersen graphs of FPk, then there are 3k1 internally disjoint S-trees in FPk.

    Proof. Let FP0,FP1,,FP9 be 10 disjoint sub-folded Petersen graphs of FPk. Suppose that the vertices in S belong to two distinct sub-folded Petersen graphs FPv0 and FPv1, where v0,v1{0,1,,9}. For v0,v1V(P), since the Petersen graph P is 3-connected, by Theorem 2.1, there are three internally disjoint (v0,v1)-paths L1, L2 and L3 in P. For convenience, let |V(L1)||V(L2)||V(L3)|. It implies that 2|V(L1)|3. We just consider |V(L1)|=2 as the discussion for |V(L1)|=3 is similar. Without loss of generality, suppose that v0=0 and v1=1. By the symmetry of FPk, the following cases be considered.

    Case 1. x,y,zV(FP0) and wV(FP1).

    Case 1.1. w0{x,y,z}.

    Without loss of generality, suppose that w0=z. By induction hypothesis and Lemma 1.1, we can find 3k4 internally disjoint {x,y,z}-trees T1,T2,,T3k4 in FP0. Let T=3k4i=1Ti.

    Case 1.1.1. |NT(z){x,y}|1.

    First, construct two internally disjoint S-trees T3k2 and T3k1 in L2FPk1 and L3FPk1, respectively. Since FP4 and FP5 are connected, there exist an {x4,y4,z4}-tree T3k2 in FP4 and an {x5,y5,z5}-tree T3k1 in FP5, respectively. By the definition of FPk, there exist two paths Pwz4 and Pwz5 such that Pwz4L2{0} and Pwz5L3{0}. Let T3k2=T3k2xx4yy4zz4Pwz4 and T3k1=T3k1xx5yy5zz5Pwz5. Then T3k2 and T3k1 are internally disjoint S-trees in FPk.

    Next, construct 3k3 internally disjoint S-trees T1,T2,,T3k3 in L1FPk1 such that T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Since |NT(z){x,y}|1, without loss of generality, assume that |NTi(z){x,y}|=0 and dTi(z)=1 for i=1,2,,3k6. Let Ti=Tiziwiwiw, where i[3k6], zi is the neighbor of z in Ti and wi=z1i. Note that if |NT(z){x,y}|=1, say yNT(z). By symmetry, consider the following two cases.

    Case 1.1.1.1. dT3k5(z)=dT3k4(z)=1.

    If yNT(z), let Ti=Tiziwiwiw for i=3k5 and 3k4, where zi is the neighbor of z in Ti and wi=z1i. Otherwise, assume that yNT3k5(z). Let T3k5=T3k5zw and T3k4=T3k4z3k4w3k4w3k4w. It is clear that |NT(z)V(FP0)|3k4, so there is a neighbor z3k3 of z in FP0. Let T=3k4i=1Ti and W=NT(w). Then |WV(FP1)|3k4. Since FP1 is (3k3)-connected, FP1W is still connected, thus we can find an {x1,y1,w,w3k3}-tree T3k3 in FP1W, where w3k3=z13k3. Let T3k3=T3k3xx1yy1zz3k3z3k3w3k3.

    Case 1.1.1.2. dT3k5(z)=1 and dT3k4(z)=2.

    If yNT(z), let Ti=Tiziwiwiw for i=3k5 and 3k4, where zi is one of the neighbors of z in Ti and wi=z1i. Let T=3k4i=1Ti and W=NT(w). Then |WV(FP1)|=3k4. Since FP1 is (3k3)-connected, FP1W is still connected, thus there exists an {x1,y1,w}-tree T3k3 in FP1W. Let T3k3=T3k3xx1yy1zw.

    Suppose that yNT(z). Without loss of generality, assume that yNT3k5(z). Clearly, T3k5 is an (x,z)-path containing y and T3k4 is an (x,y)-path containing z. That is, T3k5=Pxyyz and T3k4=PxzPzy, where the lengths of Pxz and Pzy are least 2, see Figure 10(a). Let T3k5=PxyPzy and T3k4=Pxzyz, see Figure 10(b). Actually, T3k5 and T3k4 in the case yNT3k4(z) are T3k5 and T3k4, respectively. Let Ti=Tiziwiwiw for i=3k5,3k4, where ziy and zi is the neighbor of z in Ti. Let T=3k4i=1Ti and W=NT(w), then |WV(FP1)|=3k4 and FP1W is still connected, thus there exists an {x1,y1,w}-tree T3k3 in FP1W. Let T3k3=T3k3xx1yy1zw, see Figure 10(c).

    Figure 10.  Illustrations of yNT(z) in Case 1.1.1.2.

    Then, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Case 1.1.2. |NT(z){x,y}|=2.

    Recall the decimal vertex-labeling of the FPk. Without loss of generality, assume that w0=z=00000. Then w=10000. Notice that x,y,z are either in a subgraph of FPk isomorphic to C5 or C4 when k2.

    Case 1.1.2.1. x,y,z are in a subgraph of FPk isomorphic to C5.

    By symmetry, assume that x=00001, y=00004. If k3, then x,y,z,wFPj:0k for j{2,,k1} when dividing FPk along the jth dimension. Thus, the desired trees can be found similarly to Lemma 3.3. Suppose that k=2. Then x=01, y=04, z=00 and w=10. The desired trees can be found similarly to Lemma 3.2 when dividing FPk along the 2th dimension.

    Case 1.1.2.2. x,y,z are in a subgraph of FPk isomorphic to C4.

    In this case, k3. Without loss of generality, assume that x=00001 and y=00010. If k4, then x,y,z,wFPj:0 for j{2,,k2} when dividing FPk along the jth dimension. Thus, we can find out desired trees similarly to Lemma 3.3. Suppose that k=3. Then x=001, y=010, z=000 and w=110. The desired trees are shown in Figure. 11.

    Figure 11.  Eight internally disjoint S-trees of FP3 in Case 1.1.2.2.

    Case 1.2. w0{x,y,z}.

    Case 1.2.1. |NFP0(w0){x,y,z}|1.

    First, construct 3k3 internally disjoint S-trees T1,T2,,T3k3 in L1FPk1 such that T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Let S={x,y,z,w0}. Since FP0FPk1, by induction hypothesis, there exist 3k4 internally disjoint S-trees T1,T2,,T3k4 in FP0. Since |NFP0(w0){x,y,z}|1, without loss of generality, assume that |NTi(w0){x,y,z}|=0 for i[3k4] and i1. Let T1=T1ww0. Since dFP0(w0)=3k3, we have 1dTi(w0)2 for i[3k4]. For i=2,,3k4, let Ti=(Tiw0)wiw1iw1iw if NTi(w0)={wi} and let Ti=(Tiw0)wiw1iw1iwwjw1jw1jw if NTi(w0)={wi,wj}.

    Let T=3k4i=1Ti and W=NT(w). Then |WV(FP1)|=3k4. Since FP1 is (3k3)-connected, FP1W is still connected, thus there exists an {x1,y1,z1,w}-tree T3k3 in FP1W. Let T3k3=T3k3xx1yy1zz1.

    Next, construct two internally disjoint S-trees T3k2 and T3k1 in L2FPk1 and L3FPk1, respectively. Since P is a simple graph, there exist two non-end vertices 4 and 5 in L2 and L3, respectively. Clearly, FP4 is connected and there exists an {x4,y4,z4,w4}-tree T3k2 in FP4. Let T3k2=T3k2xx4yy4zz4Pww4, where Pww4L2{0}. Similarly, construct T3k1=T3k1xx5yy5zz5Pww5. Then, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Case 1.2.2. |NFP0(w0){x,y,z}|2.

    Without loss of generality, suppose that {x,y}NFP0(w0) and w0=00000. Clearly, w=10000. Note that x,y,w0 are either in a subgraph of FPk isomorphic to C5 or C4 when k2.

    Case 1.2.2.1. x,y,w0 are in a subgraph of FPk isomorphic to C5.

    Without loss of generality, assume that x=00001 and y=00004. Let z=0z2z3zk1zk. If there exists j{2,,k1} such that zj=0, then x,y,z,wFPj:0k when dividing FPk along the jth dimension. Thus, we can find out desired trees similarly to Lemma 3.3. It suffices to consider the case zj0 for j=2,,k1.

    If k3, then x,y,wV(FP2:0k), zV(FP2:z2k), z0=00z3zk1zk{x,y,w} and |N(z0){x,y,w}|1 when dividing FPk along the 2th dimension. Thus, we can find out desired trees Similarly to case 1.2.1.

    Suppose that k=2, there are x=01, y=04, w=10, z=0z2 and z2{0,1,4}. We can find out desired trees similarly to Lemma 3.1 when dividing FPk along the 2th dimension.

    Case 1.2.2.2. x,y,w0 are in a subgraph of FPk isomorphic to C4.

    In this case, k3. Without loss of generality, assume that x=00001 and y=00040. Let z=0z2z3zk2zk1zk. If there exists j{2,,k2} such that zj=0, then x,y,z,wFPj:0k when dividing FPk along the jth dimension. Thus, we can find out desired trees similarly to Lemma 3.3. It suffices to consider the case z2,z3,,zk20.

    If k4, we divide FPk along the 2th dimension. Then x,y,wV(FP2:0k), zV(FP2:z2k), z0=00z3zk1zk{x,y,w} and |N(z0){x,y,w}|1 except z0=0041. Similarly to case 1.2.1, we can find 3k3 internally disjoint S-trees. When z0=0041, x=0001, y=0040, w=1000, assume that z=0141 (for z=0z241 and z20 is similar). Clearly, |N(z0){x,y,w}|=2. The desired trees are shown in Figure 12.

    Figure 12.  Eleven internally disjoint S-trees of FP4 in Case 1.2.2.2.

    Suppose that k=3, we have x=001, y=040, w=100, z=0z2z3{x,y,w0}. If z2{0,4}, then x,wFP2:03,yFP2:43 and zFP2:z23 when dividing FP3 along the 2th dimension. Thus, we can find out desired trees similarly to Lemma 3.2. If z3{0,1}, then xFP3:13,y,wFP3:03 and zFP3:z33 when dividing FP3 along the 3th dimension. Thus, we can find out desired trees similarly to Lemma 3.2. Suppose z2{0,4} and z3{0,1}. Since zx,y,w, then z=041. The desired trees are shown in Figure 13.

    Figure 13.  Eight internally disjoint S-trees of FP3 in Case 1.2.2.2.

    Case 2. x,yV(FP0) and z,wV(FP1).

    Notice that |V(L2)|3 and |V(L3)|3. Without loss of generality, let 4V(L2) and 5V(L3). Since FP4 is connected, there exists an {x4,y4,z4,w4}-tree T3k2 in FP4, similarly, there exists an {x5,y5,z5,w5}-tree T3k1 in FP5. By the definition of FPk, there exist four paths Pzz4, Pww4, Pzz5 and Pww5 such that Pzz4Pww4L2{0} and Pzz5Pww5L3{0}. Let T3k2=T3k2xx4yy4Pzz4Pww4 and T3k1=T3k1xx5yy5Pzz5Pww5. Then T3k2 and T3k1 are internally disjoint S-trees in FPk. Main goal is to find out 3k3 internally disjoint S-trees in L1FPk1. Let S be a set of x,y,z0 and w0. Without loss of generality, assume that d(x,z0)=mind(u,v) for u,vS.

    Case 2.1. |S|3.

    In this case, d(x,z0)=0, that is, z0=x. Since FPk1 is (3k3)-connected, by Theorem 2.1, there exist 3k3 internally disjoint (x,y)-paths P1,P2,,P3k3 in FP0 and 3k3 internally disjoint (z,w)-paths P1,P2,,P3k3 in FP1. Let xiNPi(x) and ziNPi(z). Then there exists ziV(Pi) such that zi is a corresponding vertex of xj in FP1 for i,j[3k3], suppose that i=j. Hence, xiziE(FPk). Let Ti=PixiziPi for i[3k3]. Then, T1,T2,,T3k3 are 3k3 internally disjoint S-trees in L1FPk1. See Figure 14(a).

    Figure 14.  (a) Illustrations of Case 2.1; (b) Illustrations of Case 2.2 for d(x,z)=2.

    Case 2.2. |S|=4.

    In this case, d(x,z0)1. It implies that d(x,z)2. If d(x,z)=2. Without loss of generality, assume that x=00000. Then z=1c2ck such that there exist an i{2,,k} satisfying dP(0,ci)=1 and others ci=0, say z=11000. If there exist a dimension j such that |SFPj:i|2 for j[k] and i{0,1,,9} when dividing FPk along the jth dimension, then we can find out the desired S-trees by the above discussion. Hence, suppose that |SFPj:i|=2 for arbitrary j when dividing FPk along the jth dimension. Thus, y=01b3bk and w=10b3bk, where bi0 for i{3,,k}.

    Let FPij=FPk[d1d2d3dkV(FPk):d1=i,d2=j]. Then FPijFPk2. Let x1 be corresponding vertex of y in FP00. Then x1x. Choose 3k7 vertices x2,,x3k6 from NFP00(x), denote X={x1,,x3k6}. For i=1,,3k6, let zi be corresponding vertices of xi in FP11, denote Z={z1,,z3k6}. For i=2,,3k6, let yi and wi be corresponding vertices of xi in FP01 and FP10, respectively. Denote Y={y1,,y3k7} and W={w1,,w3k7}, where y1 and w1 are be corresponding vertices of x in FP01 and FP10, respectively. Since FPk2 is (3k6)-connected, there exist 3k6 internally disjoint (a,A)-paths A1,,A3k6 in FPij for (a,A,ij)=(x,X,00),(y,Y,01),(z,Z,10),(w,W,11), respectively. Let T0=X1x1yyz1Z1z1w, T1=xy1Y1y1zxw1W1 and Ti=XixiyiYiZiziwiWixiwi for i=2,,3k6.

    Let B0 be a subgraph induced by V(FP0FP00FP01) and B1 be a subgraph induced by V(FP1FP10FP11). Then there exist two internally disjoint paths P3k5,P3k4 to connect x and y in FPk[V(B0){x,y}] and two internally disjoint paths P3k5,P3k4 to connect z and w in FPk[V(B1){z,w}]. Let Tj=PjxjzjPj for j=3k5 and 3k4, where xxjE(Pj) and zj is corresponding vertex of xj in Pi. Then, T0,T1,,T3k4 are 3k3 internally disjoint S-trees in L1FPk1. See Figure 14(b).

    Suppose that d(x,z)3. There are 3k4 internally disjoint S-trees T1,T2,,T3k4 in FP0 because of the induction hypothesis. Notice that |NFPk(z0)NFPk(w0)|2. Let T1 be a tree such that |NT1(z0)NT1(w0)|=0. Let z1NT1(z0) and w1NT1(w0). Then z1w1. Let T1=T1{zz0,ww0}.

    Let S={x,y,z,w0}. Since dFP0(z0)=3k3, there are 1dTi(z0)2 for i[3k4]. Construct 3k5 internally disjoint S-trees as follows: Ti=(Tiz0)ziz1iz1iz if NTi(z0)={zi} and Ti=(Tiz0)ziz1iz1izzjz1jz1jz if NTi(z0)={zi,zj}, where i=2,,3k4. Similarly, construct 3k5 internally disjoint S-trees as follows: Ti=(Tiw0)wiw1iw1iw if NTi(w0)={wi} and Ti=(Tiw0)wiw1iw1iwwjw1jw1jw if NTi(w0)={wi,wj}, where i=2,,3k4.

    Let T=3k4i=1Ti, W=NT(z)NT(w) and T1 be a corresponding tree of T1 in FP1. Then, T1 is a tree in FP1W. Let T3k3=T1xx1yy1. Then, T1,T2,,T3k3 are 3k3 internally disjoint S-trees in L1FPk1.

    Therefore, T1,T2,,T3k1 are 3k1 internally disjoint S-trees in FPk.

    Giving an algorithm to find out 3k1 internally disjoint S-trees in FPk for any SV(FPk) with |S|=4, it means that κ4(FPk)3k1.

    Algorithm 1 Find out 3k1 internally disjoint S-trees in FPk.
    Input: An k-dimensional folded Petersen network FPk and four vertices x,y,z,w of FPk.
    Output: 3k1 internally disjoint {x,y,z,w}-trees T.
    1: Initialization: i=0, S={x,y,z,w}, T=, Gi=FPk
    2:  While i<3k1 and Gi is connected do
    3:    construct an S-tree Ti in Gi such that 1dTi(v)2 and |{v:dTi(v)=1}|2, where vS. Moreover, {u:dTi(u)=1}S
    4:    T=TTi
    5:    i=i+1
    6:    Gi=Gi1(V(Ti1)S)
    7:  end while
    8:  return T

     | Show Table
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    Now we give the proof of the main result.

    Proof of Theorem 1.2. Since FPk is a 3k-regular graph, there are κ4(FPk)3k1 as Lemma 2.1. Next we will show that κ4(FPk)3k1. Let S={x,y,z,w} be a set of arbitrary four distinct vertices in FPk. It suffices to show that there exist 3k1 internally disjoint S-trees. The proof of this result by induction on k. By Lemma 2.3, the statement holds for k=1. Suppose that the statement holds in FPk1 for k2. Now consider FPk. Decompose FPk into 10 disjoint sub-folded Petersen graphs FP0,,FP9, each of which is isomorphic to FPk1, by removing all crossed edges. We only need to take into account the following cases because of symmetry.

    Case 1. x,y,z and w belong to four distinct sub-folded Petersen graphs.

    By Lemma 3.1, the desired 3k1 internally disjoint S-trees can be obtained in FPk.

    Case 2. x,y,z and w belong to three distinct sub-folded Petersen graphs.

    By Lemma 3.2, the desired 3k1 internally disjoint S-trees can be obtained in FPk.

    Case 3. x,y,z and w belong to two distinct sub-folded Petersen graphs.

    By Lemma 3.4, the desired 3k1 internally disjoint S-trees can be obtained in FPk.

    Case 4. x,y,z and w belong to the same sub-folded Petersen graph.

    By Lemma 3.3, the desired 3k1 internally disjoint S-trees can be obtained in FPk.

    Hence, κ4(FPk)3k1 and the proof is completed.

    Proof of Theorem 1.1. Remember that FPQn,k can be regarded as replacing every vertex of Qn by FPk. Take the Figure 15 as an example. Since FPQn,k is (n+3k)-regular, we have κ4(FPQn,k)n+3k1 by Lemma 2.1. In order to prove κ4(FPQn,k)n+3k1, it needs to show that there are n+3k1 internally disjoint S-trees in FPQn,k for arbitrary SV(FPQn,k) with |S|=4.

    Figure 15.  Scheme of FPQ1,k,FPQ2,k and FPQ3,k.

    If n=1. According to Lemma 3.3 and 3.4, it is not hard to see that there exist 3k3 internally disjoint S-trees in K2FPk1. That is, κ4(FPQ1,k1)3k3. Hence, κ4(FPQ1,k)3k.

    Suppose that n2. When the vertices of S distribute among one copy of FPk. Similar to Lemma 3.3, the desired n+3k1 internally disjoint S-trees can be found in FPQn,k.

    When the vertices of S distribute among two copies of FPk. Since κ(Qn)=n, there are n internally disjoint paths L1,L2,,Ln connecting arbitrary two vertices of Qn. Similar to Lemma 3.4, we can find 3k S-trees in L1FPk and n1 S-trees in (ni=2Li)FPk such that these n+3k1 S-trees are internally disjoint.

    When the vertices of S distribute among three copies of FPk. Since κ3(Qn)=n1, there are n1 internally disjoint path T1,T2,,Tn1 connecting arbitrary three vertices of Qn. Similar to Lemma 3.2, we can find 3k+1 S-trees in T1FPk and n2 S-trees in (n1i=2Ti)FPk such that these n+3k1 S-trees are internally disjoint.

    When the vertices of S distribute among four copies of FPk. Since κ4(Qn)=n1, there are n1 internally disjoint path H1,H2,,Hn1 connecting arbitrary four vertices of Qn. Similar to Lemma 3.1, we can find 3k+1 S-trees in H1FPk and n2 S-trees in (n1i=2Hi)FPk such that these n+3k1 S-trees are internally disjoint.

    Therefore, κ4(FPQn,k)=n+3k1.

    The generalized -connectivity is a natural generalization of the traditional connectivity and can serve for measuring the fault tolerance capability of a network. This paper centers on the generalized 4-connectivity of the folded Petersen cube network FPQn,k and shows that κ4(FPQn,k)=n+3k1. As a corollary, κ3(FPQn,k)=n+3k1 is obtained easily. Furthermore, the results κ4(Qn)=κ4(FPQn,0)=n1 and κ4(FPk)=κ4(FPQ0,k)=3k1 can be verified. Sabidussi [29] discussed the classical connectivity of Cartesian product graphs, in the next work, we would like to research the generalized 4-connectivity of Cartesian product graphs.

    Besides, fault tolerance or connectivity is mainly to provide a data to measure the reliability of a network, but in practical, when a system failure, it is worth considering how to compensate the impact of the fault and to recover the performance of the system before the failure as far as possible such that the system runs stably and reliably. Motivated by Alhasnawi et al. [1,2,3,4], it needs to design fault tolerance control to ensure steady-state operation, enhance network' fault resilience, improve network' robust and efficient operation. In future work, we would like to apply graph theory to solve practical problems.

    This work was supported by the National Natural Science Foundation of China (No. 11971054, 11731002, 11661068) and the Science Found of Qinghai Province (No. 2021-ZJ-703). The authors would like to express their thanks to the referees for their helpful comments and suggestions which improve the presentation of this paper.

    The authors declare that they have no competing interests.



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