Research article

Local superderivations of Lie superalgebra osp(1,2) to all simple modules

  • Received: 28 April 2024 Revised: 07 July 2024 Accepted: 16 July 2024 Published: 22 July 2024
  • MSC : 17B05, 17B40

  • In this paper, we consider the orthogonal symplectic Lie superalgebra osp(1,2) over an algebraically closed field of prime characteristic p>2. Using the classification of the simple modules of the Lie superalgebra osp(1,2), we prove that every local superderivation of osp(1,2) to any simple module is a superderivation.

    Citation: Shiqi Zhao, Wende Liu, Shujuan Wang. Local superderivations of Lie superalgebra osp(1,2) to all simple modules[J]. AIMS Mathematics, 2024, 9(8): 22655-22664. doi: 10.3934/math.20241103

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  • In this paper, we consider the orthogonal symplectic Lie superalgebra osp(1,2) over an algebraically closed field of prime characteristic p>2. Using the classification of the simple modules of the Lie superalgebra osp(1,2), we prove that every local superderivation of osp(1,2) to any simple module is a superderivation.



    The concept of local derivations was originally proposed by Kadison, Larson, and Sourour in 1990 for the study of Banach algebras (see[6,7]). In 2016, Ayupov and Kudaybergenov studied the local derivations of a Lie algebra. They asserted that every local derivation of a finite-dimensional semisimple Lie algebra over an algebraically closed field of characteristic zero is a derivation (see [1]). Many researchers have focused on studying local derivations of Lie algebras (see [2,12,14]). Motivated by [1], Chen et al. introduced the definition of local superderivations for a Lie superalgebra in 2017 (see [5]). More and more scholars have begun to study local superderivations of Lie superalgebras. In [5,13], Chen, Wang, and Yuan et al. studied local superderivations of a simple Lie superalgebra. They proved that every local superderivation is a superderivation for basic classical Lie superalgebras (except A(1,1)), the strange Lie superalgebra qn, and Cartan-type Lie superalgebras over the complex field. In [3,11], Camacho and Wu et al. reached a similar conclusion for a particular class of solvable Lie superalgebras and the super-Virasoro algebras over the complex field. One can also consider local superderivations of a Lie superalgebra in their modules. When the simple modules of a Lie superalgebra are completely clear, it is possible to determine the local superderivations of a Lie superalgebra for all simple modules. In [10], Wang et al. determined the simple modules of the orthogonal symplectic Lie superalgebra osp(1,2) over a field of prime characteristic. In [8,9], Wang et al. studied the 2-local derivations of Lie algebra sl(2) for all simple modules and the first cohomology of osp(1,2) with coefficients in simple modules over a field of prime characteristic.

    In this paper, we are interested in determining all local superderivations of the Lie superalgebra osp(1,2) for all simple modules over a field of prime characteristic. The paper is structured as follows: In Section 2, we recall the basic concepts and establish several lemmas. In Lemma 2.1, we show the connection between the bases of the simple module and the bases of the inner superderivation space. We introduce the notion of local superderivations for a Lie superalgebra to any finite-dimensional module (see Definition 2.1). By [10], any simple module of osp(1,2) is isomorphic to some simple module Lχ(λ) for highest weight λ and p-character χ, and χ is either regular nilpotent, regular semisimple, or restricted. The first cohomology of osp(1,2) with coefficients in Lχ(λ) was described in [9], from which we obtain the bases of the vector space of superderivations. We introduce the method to determine the local superderivations of osp(1,2) to Lχ(λ) of parity α in Lemma 2.2. In Section 3 (resp. Section 4), we show that every local superderivation of osp(1,2) to Lχ(λ) with χ being regular nilpotent or regular semisimple (resp. χ is restricted) is a superderivation.

    In this paper, the underlying field F is algebraically closed and of prime characteristic p>2, and Z2={¯0,¯1} is the additive group of order two with addition, in which ¯1+¯1=¯0. Recall that a Z2-graded vector space V=V¯0V¯1 is also called a superspace, where the elements of V¯0 (resp. V¯1) are said to be even (resp. odd). For αZ2, any element v of Vα is said to be homogeneous of parity α, denoted by |v|=α. Write {x1,,xpy1,,yq} implying that xi is even and yj is odd in a superspace. If {x1,,xpy1,,yq} is a Z2-homogeneous basis of a Z2-graded vector space V, we write V=x1,,xpy1,,yq. Denote by Hom(V,W) the set consisting of all the F-linear maps from V to W, where V and W are Z2-graded vector spaces. We define the Z2-gradation on Hom(V,W) by Hom(V,W)α={ϕHom(V,W)ϕ(Vβ)Wα+β,βZ2}.

    Let L be a Lie superalgebra and M an L-module. Recall that a Z2-homogeneous linear map of parity α, ϕ:LM, is called a superderivation of parity α if

    ϕ([x,y])=(1)α|x|xϕ(y)(1)|y|(|x|+α)yϕ(x), for all x,yL.

    Write Der(L,M)α for the set of all superderivations of L to M of parity α. It is easy to verify that Der(L,M)α is a vector space. Denote

    Der(L,M)=Der(L,M)ˉ0Der(L,M)ˉ1.

    For a Z2-homogeneous element mM, define the linear map Dm of L to M by Dm(x)=(1)|x||m|x.m, where xL. Then Dm is a superderivation of parity |m|. Let Ider(L,M) be the vector space spanned by all Dm with Z2-homogeneous elements mM. Then every element in Ider(L,M) is called an inner superderivation. It is easy to check that

    D:MIder(L,M),mDm (2.1)

    is an even linear map. Then we have the following lemma, which is simple and useful.

    Lemma 2.1. Let H0(L,M)=0. Then the linear map D (defined by Eq (2.1)) is a linear isomorphism. In particular, {Dm1,Dm2,,Dmk} is a basis of Ider(L,M) if and only if {m1,m2,,mk} is a basis of M.

    Recall the well-known fact that the first cohomology of L with coefficients in L-module M is

    H1(L,M)=Der(L,M)/Ider(L,M).

    Obviously, H1(L,M)=0 is equivalent to Der(L,M)=Ider(L,M).

    Definition 2.1. A Z2-homogeneous linear map ϕα of a Lie superalgbra L to L-mod M of parity α is called a local superderivation if, for any xL, there exists a superderivation DxDer(L,M)α (depending on x) such that ϕα(x)=Dx(x).

    Let Bα={D1,D2,,Dm} be a basis of Der(L,M)α and TαHom(L,M)α. For xL, we write M(Bα;x) for the matrix (D1xD2xDmx) and M(Bα,Tα;x) for the matrix (M(Bα;x)Tαx), where αZ2. The following lemma can be easily verified by Definition 2.1.

    Lemma 2.2. Let Tα be a homogeneous linear map of a Lie superalgbra L to L-mod M of parity α. Then Tα is a local superderivation of parity α if and only if the rank of M(Bα;x) is equal to the rank of M(Bα,Tα;x) for any xL and αZ2.

    Set h:=E22E33,e:=E23,f:=E32,E:=E13+E21,F:=E12E31, where Eij is the 3×3 matrix unit. Recall that {h,e,f,E,F} is the standard Z2-homogeneous basis of the Lie superalgebra osp(1,2). Hereafter, we write L for osp(1,2) over F and Lχ(λ) for the simple module of L with the highest weight λ and p-character χ. Recall the basic properties of Lχ(λ), which we discuss in this paper (see [10], Section 6). There are three orbits of χL¯0:

    (1) regular nilpotent: χ(e)=χ(h)=0 and χ(f)=1;

    (2) regular semisimple: χ(e)=χ(f)=0 and χ(h)=ap for some aF{0};

    (3) restricted: χ(e)=χ(f)=χ(h)=0.

    That is, the p-character χ is either regular nilpotent, regular semisimple, or 0. We have the following standard basis for Lχ(λ). For λ<p, we have L0(λ)=v0,v2,,v2λ2v1,v3,,v2λ1. For χ0, we have Lχ(λ)=v0,v2,,v2p2v1,v3,,v2p1. The L-action is given by

    h.vi=(λi)vi,e.vi={i2(λ+1i2)vi2,if i is even, i12(λi12)vi2,if i is odd, f.vi={vi+2,0i2p3,χpfv0,i=2p2,χpfv1,i=2p1,E.vi={i2vi1,if i is even, (λi12)vi1,if i is odd, F.vi={vi+1,0i2p2,χpfv0,i=2p1.

    By [9, Theorem 1.2], we have H1(L,Lχ(λ))=0ψ1,ψ2 for (λ,χ)=(p1,0), where

    ψ1(e)=v2p3,ψ1(E)=v2p2,ψ2(f)=v1,ψ2(F)=v0,ψ1(h)=ψ1(f)=ψ1(F)=ψ2(h)=ψ2(e)=ψ2(E)=0.

    Otherwise, H1(L,Lχ(λ))=00. By Lemma 2.1, we have

    Der(L,Lχ(λ))={Dv0,Dv2,,Dv2p2Dv1,Dv3,,Dv2p1,if   χ0,Dv0,Dv2,,Dv2λDv1,Dv3,,Dv2λ1,if   χ=0  and   λp1,Dv0,Dv2,,Dv2p2Dv1,Dv3,,Dv2p3,ψ1,ψ2,if   χ=0  and   λ=p1.

    In this section, we shall characterize local superderivations of L to the simple module Lχ(λ), where χ0. We have (see Section 2)

    Der(L,Lχ(λ))=Dv0,Dv2,,Dv2p2Dv1,Dv3,,Dv2p1.

    Let Di be the matrix of Dvi under the standard ordered bases of L and Lχ(λ). That is,

    (Dvi(h),Dvi(e),Dvi(f),Dvi(E),Dvi(F))=(v0,v2,,v2p2v1,v3,,v2p1)Di.

    By the definition of innner superderivations, we have

    (Dvi(h),Dvi(e),Dvi(f),Dvi(E),Dvi(F))={(h.vi,e.vi,f.vi,E.vi,F.vi),if i is even, (h.vi,e.vi,f.vi,E.vi,F.vi),if i is odd.

    Hereafter, write εi for the 5-dimensional column vector in which i entry is 1 and the other entries are 0 as well as Ei,j (resp. ˜Ei,j) for the 2p×5 (resp. p×p) matrix in which (i,j) entry is 1 and the other entries are 0. Then for t{0,1,,p2}, we have

    D2t=(λ2t)Et+1,1t(λ+1t)Et,2Et+2,3tEp+t,4+Ep+t+1,5,D2t+1=(λ2t1)Ep+t+1,1t(λt)Ep+t,2Ep+t+2,3(λt)Et+1,4Et+2,5,D2p1=(λ+1)E2p,1+(λ+1)E2p1,2+χ(f)pEp+1,3(λ+1)Ep,4+χ(f)pE1,5,D2p2=(λ+2)Ep,1+(λ+2)Ep1,2+χ(f)pE1,3+E2p1,4+E2p,5.

    For convenience, put I={1,2,3,4} and Y={y1,y2,,y9}, where yi=εi+1, y4+j=εj+ε4, y6+m=εm+ε5 for iI,jI{3,4} and mI{4}. We introduce the following symbols for k{1,2,,p}:

    M(Bˉ0;x)1k=(λx1λx200x3(λ2)x10000(λ2k+4)x1(k1)(λk+2)x200x3(λ2k+2)x1),
    M(Bˉ1;x)1k=(λx4000x5(λ1)x40000(λk+2)x4000x5(λk+1)x4),
    M(Bˉ0;x)2k=(x5x4000x50000x5(k1)x4000x5),
    M(Bˉ1;x)2k=((λ1)x1(λ1)x200x3(λ3)x10000(λ2k+3)x1(k1)(λk+1)x200x3(λ2k+1)x1).

    Proposition 3.1. Suppose that p-character χ0. Let Tα be a homogeneous linear map of L to Lχ(λ) of parity α. Then the following statements hold:

    (1) Suppose that χ is regular nilpotent. The matrices M(Bα,Tα;x) and M(Bα;x) have the same rank for any xL if and only if M(Bα,Tα;yi) and M(Bα;yi) have the same rank for any yiY{y2,y4,y6} if α=ˉ0 and yiY{y3,y4,y6} if α=ˉ1.

    (2) Suppose that χ is regular semisimple. The matrices M(Bα,Tα;x) and M(Bα;x) have the same rank for any xL if and only if M(Bα,Tα;yi) and M(Bα;yi) have the same rank for any yiY{y4,y6} if α=ˉ0 and yiY{y3,y8} if α=ˉ1.

    Proof. Set Tˉ0=(A00B) and Tˉ1=(0CD0), where A,DMp,3 and B,CMp,2. Write aij, bql, cil and dqj for the elements of matrix blocks A, B, C, and D, respectively, where i,j{1,2,3}, q,l{1,2}. Let X=(x1,x2,,x5)T be the coordinate of any element xL under the standard basis of L. In this proof, we write lI, kI{p}, mI{p1,p}, tI{1}, where I={1,2,,p}.

    (1) If χ is regular nilpotent, that is, χ(f)=1, χ(e)=χ(h)=0. Then we have

    M(Bˉ0;x)=(M(Bˉ0;x)1p+x3˜E1,pM(Bˉ0;x)2p) and M(Bˉ1;x)=(M(Bˉ1;x)1p+x5˜E1,pM(Bˉ1;x)2p+x3˜E1,p).

    Then, M(Bˉ0,Tˉ0;x)=(M(Bˉ0;x)Tˉ0x) and M(Bˉ1,Tˉ1;x)=(M(Bˉ1;x)Tˉ1x).

    Since the matrices M(Bˉ0,Tˉ0;yi) and M(Bˉ0;yi) have the same rank for any yiY{y2,y4,y6}, we have

    ap,2=bp,1=0,a1,3=bp,2,al,1=(λ2l+2)bl,2,ak,2=k(λk+1)bk+1,2,ak+1,3=bk,2,bk,1=kbk+1,2.

    It follows that for any xL,

    Tˉ0x=b1,2D0x+b2,2D2x++bp,2D2p2x.

    That is, Tˉ0x is a linear combination of {D0x,D2x,,D2p2x}. Hence, M(Bˉ0,Tˉ0;x) and M(Bˉ0;x) have the same rank for any xL.

    Since the matrices M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y3,y4,y6}, we have

    dp,2=0,cp,1=(λ+1)c1,2,dp1,2=dp,1=(λ+1)c1,2,ck,1=(λk+1)ck+1,2,dk,1=(λ2k+1)ck+1,2,dm,2=m(λm)cm+2,2,dl,3=cl,2.

    It follows that for any xL,

    Tˉ1x=c2,2D1xc3,2D3xcp,2D2p3x+c1,2D2p1x.

    That is, Tˉ1x is a linear combination of {D1x,D3x,,D2p1x}. Therefore, M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL.

    (2) If χ is regular semisimple, that is, χ(e)=χ(f)=0, χ(h)=ap, where aF{0}. Then, for any αZ2, we have

    M(Bα;x)=(M(Bα;x)1pM(Bα;x)2p).

    Therefore, M(Bˉ0,Tˉ0;x)=(M(Bˉ0;x)Tˉ0x) and M(Bˉ1,Tˉ1;x)=(M(Bˉ1;x)Tˉ1x).

    A similar calculation, as in the case of regular nilpotent, shows that

    a1,3=ap,2=bp,1=0,al,1=(λ2l+2)bl,2,ak,2=k(λk+1)bk+1,2,ak+1,3=bk,2,bk,1=kbk+1,2.

    It follows that for any xL,

    Tˉ0x=b1,2D0x+b2,2D2x++bp,2D2p2x.

    That is, Tˉ0x is a linear combination of {D0x,D2x,,D2p2x}. Hence, M(Bˉ0,Tˉ0;x) and M(Bˉ0;x) have the same rank for any xL.

    Since M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y3,y8}, we have

    dp,2=d1,3=c1,2=0,dp,1=dp1,2=cp,1,ck,1=(λk+1)ck+1,2,dk,1=(λ2k+1)ck+1,2,dm,2=m(λm)cm+2,2,dt,3=ct,2.

    It follows that for any xL,

    Tˉ1x=c2,2D1xc3,2D3xcp,2D2p3x1λ+1cp,1D2p1x.

    That is, Tˉ1x is a linear combination of {D1x,D3x,,D2p1x}. Therefore, M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL.

    By Lemma 2.2, as a direct consequence of Proposition 3.1, we have the following theorem:

    Theorem 3.1. Let Lχ(λ) be the simple module of osp(1,2) with the highest weight λ and p-character χ. Suppose that p-character χ is regular nilpotent or regular semisimple. Then every local superderivation of osp(1,2) to Lχ(λ) is a superderivation.

    In this section, we shall characterize local superderivations of osp(1,2) to the simple module L0(λ). We have (see Section 2)

    Der(L,L0(λ))={Dv0,Dv2,,Dv2λDv1,Dv3,,Dv2λ1,if   λp1,Dv0,Dv2,,Dv2p2Dv1,Dv3,,Dv2p3,ψ1,ψ2,if   λ=p1.

    Let Di be the matrix of Dvi under the standard ordered bases of L and L0(λ). That is,

    (Dvi(h),Dvi(e),Dvi(f),Dvi(E),Dvi(F))=(v0,v2,,v2λv1,v3,,v2λ1)Di.

    By the definition of inner superderivations, we have

    (Dvi(h),Dvi(e),Dvi(f),Dvi(E),Dvi(F))={(h.vi,e.vi,f.vi,E.vi,F.vi),if  i   is even,(h.vi,e.vi,f.vi,E.vi,F.vi),if  i  is odd.

    Write ˜εi for the λ-dimensional column vector in which i entry is 1 and the other entries are 0 as well as ˆEi,j for the (2λ+1)×5 matrix in which (i,j) entry is 1 and the other entries are 0. Then for m{0,1,,λ1}, n{0,1,,λ2}, we have

    D2m=(λ2m)ˆEm+1,1m(λm+1)ˆEm,2ˆEm+2,3mˆEλ+m+1,4+ˆEλ+m+2,5,D2n+1=(λ2n1)ˆEλ+n+2,1n(λn)ˆEλ+n+1,2ˆEλ+n+3,3(λn)ˆEn+1,4ˆEn+2,5,D2λ1=(λ1)ˆE2λ+1,1(λ1)ˆE2λ,2ˆEλ,4ˆEλ+1,5,D2λ=λˆEλ+1,1λˆEλ,2λˆE2λ+1,4.

    Proposition 4.1. Let Tˉ0 be a homogeneous linear map of L to L0(λ) of parity ˉ0, where λ{0,1,,p1}. Then the matrices M(Bˉ0,Tˉ0;x) and M(Bˉ0;x) have the same rank for any xL if and only if M(Bˉ0,Tˉ0;yi) and M(Bˉ0;yi) have the same rank for any yiY{y3,y4,y8}.

    Proof. Set Tˉ0=(A00B), where AMλ+1,3 and BMλ,2. Denote by aij and bql the elements of matrix blocks A and B, respectively, where i,j{1,2,3}, q,l{1,2}. Let X=(x1,x2,,x5)T be the coordinate of any element xL under the standard basis of L. In this proof, we write k{1,2,,λ}, t{1,2,,λ1}.

    It is obviously true that the proposition holds for λ=0. In the following, we assume that λ is not equal to 0. Denote

    M(Bˉ0;x)2λ=(M(Bˉ0;x)2λλx4˜ελ)λ×(λ+1).

    Then we have

    M(Bˉ0;x)=(M(Bˉ0;x)1λ+1M(Bˉ0;x)2λ).

    Therefore, M(Bˉ0,Tˉ0;x)=(M(Bˉ0;x)Tˉ0x). Since the matrices M(Bˉ0,Tˉ0;yi) and M(Bˉ0;yi) have the same rank for any yiY{y3,y4,y8}, we have

    a1,3=aλ+1,2=0,aλ,2=bλ,1,ak,1=(λ2k+2)bk,2,at,2=t(λt+1)bt+1,2,ak+1,3=bk,2,bt,1=tbt+1,2.

    Therefore, for any xL, we have

    Tˉ0x=b1,2D0x+b2,2D2x++bλ,2D2λ2x1λb2λ,2D2λx.

    That is, Tˉ0x is a linear combination of {D0x,D2x,,D2λx}. Therefore, M(Bˉ0,Tˉ0;x) and M(Bˉ0;x) have the same rank for any xL.

    Proposition 4.2. Let Tˉ1 be a homogeneous linear map of L to L0(λ) of parity ˉ1, where λ{0,1,,p1}. Then the following statements hold:

    (1) Suppose that λp1. The matrices M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL if and only if M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y8}.

    (2) Suppose that λ=p1. The matrices M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL if and only if M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y1,y2,y3,y4,y8}.

    Proof. Let Tˉ1=(0CD0), where CMλ+1,2 and DMλ,3. Denote by cil and dkj the elements of matrix blocks C and D, respectively, where i,j{1,2,3}, k,l{1,2}. Let X=(x1,x2,,x5)T be the coordinate of any element xL under the standard basis of L. In this proof, we write kJ, mJ{1}, tJ{λ}, where J={1,2,,λ}.

    (1) Let λp1. Denote

    M(Bˉ1;x)1λ=(M(Bˉ1;x)1λx5(˜ελ)T)(λ+1)×λ.

    Then we have

    M(Bˉ1;x)=(M(Bˉ1;x)1λM(Bˉ1;x)2λ).

    Therefore, M(Bˉ1,Tˉ1;x)=(M(Bˉ1;x)Tˉ1x).

    Since the matrices M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y8}, we have

    d1,3=dλ,2=c1,2=cλ+1,1=0,dk,1=(λ2k+1)ck+1,2,dt,2=t(λt)ct+2,2,dm,3=cm,2,ck,1=(λk+1)ck+1,2.

    Then, for any xL, we have

    Tˉ1x=c2,2D1x+c3,2D3x++cλ,2D2λ3x+cλ+1,2D2λ1x.

    That is, Tˉ1x is a linear combination of {D1x,D3x,,D2λ1x}. Therefore, M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL.

    (2) Let λ=p1. Using the fact that M(Bˉ1,Tˉ1;yi) and M(Bˉ1;yi) have the same rank for any yiY{y1,y2,y3,y4,y8}, we have

    ck,1=kck+1,2,dk,1=2kck+1,2,dt,2=(t+1)ct+2,1,dk,3=ck,2,dp1,2=cp,1.

    Therefore, for any xL, we have

    Tˉ1x=c2,2D1xc3,2D3xcp,2D2p3xcp,1ψ1x+c1,2ψ2x.

    That is, Tˉ1x is a linear combination of {D1x,D3x,,D2p1x,ψ1x,ψ2x}. Therefore, M(Bˉ1,Tˉ1;x) and M(Bˉ1;x) have the same rank for any xL.

    By Lemma 2.2, as a direct consequence of Propositions 4.1 and 4.2, we have the following result:

    Theorem 4.1. Let Lχ(λ) be the simple module of osp(1,2) with the highest weight λ and p-character χ. Suppose that p-character χ is restricted. Then every local superderivation of osp(1,2) to Lχ(λ) is a superderivation.

    Let L be the orthogonal symplectic Lie superalgebra osp(1,2) over an algebraically closed field of prime characteristic p>2. By [10], any simple module of L is isomorphic to some simple module Lχ(λ) for highest weight λ and p-character χ, and χ is either regular nilpotent, regular semisimple, or restricted. According to Theorems 3.1 and 4.1, the following conclusion can be summarized: Every local superderivation of L to any simple module is a superderivation over an algebraically closed field of prime characteristic p>2.

    We give an example. Every local superderivation of L to a 1-dimensional trivial module of L is a superderivation. In fact, according to the definition of superderivations, we can obtain that every superderivation of L to a 1-dimensional trivial module is equal to 0. According to Definition 2.1, we know that in this case, every local superderivation is equal to 0.

    Shiqi Zhao: Writing-original draft, Editing; Wende Liu and Shujuan Wang: Supervision, Writing-review & editing. All authors have read and approved the final version of the manuscript for publication.

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

    The research was supported by the Postgraduate Innovation and Scientific Research Topic of the School of Mathematical Statistics of Hainan Normal University (No. styc202201), the NSF of Hainan Province (No. 121MS0784) and the NSF of China (No. 12061029).

    The authors declare no conflicts of interest.



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