Loading [MathJax]/jax/output/SVG/jax.js
Research article

On the generalized spectrum of bounded linear operators in Banach spaces

  • Received: 05 February 2023 Revised: 31 March 2023 Accepted: 05 April 2023 Published: 17 April 2023
  • MSC : 47A10, 47A55

  • Utilizing the stability characterizations of generalized inverses, we investigate the generalized resolvent of linear operators in Banach spaces. We first prove that the local analyticity of the generalized resolvent is equivalent to the continuity and the local boundedness of generalized inverse functions. We also prove that several properties of the classical spectrum remain true in the case of the generalized one. Finally, we elaborate on the reason why we use the generalized inverse rather than the Moore-Penrose inverse or the group inverse to define the generalized resolvent.

    Citation: Jue Feng, Xiaoli Li, Kaicheng Fu. On the generalized spectrum of bounded linear operators in Banach spaces[J]. AIMS Mathematics, 2023, 8(6): 14132-14141. doi: 10.3934/math.2023722

    Related Papers:

    [1] Wei Xu, Elvis Aponte, Ponraj Vasanthakumar . The property (ωπ) as a generalization of the a-Weyl theorem. AIMS Mathematics, 2024, 9(9): 25646-25658. doi: 10.3934/math.20241253
    [2] Chen-Yu Li . Fractional resolvent family generated by normal operators. AIMS Mathematics, 2023, 8(10): 23815-23832. doi: 10.3934/math.20231213
    [3] Yang Chen, Kezheng Zuo, Zhimei Fu . New characterizations of the generalized Moore-Penrose inverse of matrices. AIMS Mathematics, 2022, 7(3): 4359-4375. doi: 10.3934/math.2022242
    [4] Shakir Ali, Ali Yahya Hummdi, Mohammed Ayedh, Naira Noor Rafiquee . Linear generalized derivations on Banach -algebras. AIMS Mathematics, 2024, 9(10): 27497-27511. doi: 10.3934/math.20241335
    [5] Ali Raza, Mobeen Munir, Tasawar Abbas, Sayed M Eldin, Ilyas Khan . Spectrum of prism graph and relation with network related quantities. AIMS Mathematics, 2023, 8(2): 2634-2647. doi: 10.3934/math.2023137
    [6] Kottakkaran Sooppy Nisar, Kasilingam Munusamy, Chokkalingam Ravichandran, Sriramulu Sabarinathan . Interpretation on nonlocal neutral functional differential equations with delay. AIMS Mathematics, 2023, 8(11): 25611-25632. doi: 10.3934/math.20231307
    [7] Hui Yan, Hongxing Wang, Kezheng Zuo, Yang Chen . Further characterizations of the weak group inverse of matrices and the weak group matrix. AIMS Mathematics, 2021, 6(9): 9322-9341. doi: 10.3934/math.2021542
    [8] Sara Smail, Chafika Belabbaci . A characterization of Wolf and Schechter essential pseudospectra. AIMS Mathematics, 2024, 9(7): 17146-17153. doi: 10.3934/math.2024832
    [9] Heng Yang, Jiang Zhou . Compactness of commutators of fractional integral operators on ball Banach function spaces. AIMS Mathematics, 2024, 9(2): 3126-3149. doi: 10.3934/math.2024152
    [10] Khadija Gherairi, Zayd Hajjej, Haiyan Li, Hedi Regeiba . Some properties of n-quasi-(m,q)-isometric operators on a Banach space. AIMS Mathematics, 2023, 8(12): 31246-31257. doi: 10.3934/math.20231599
  • Utilizing the stability characterizations of generalized inverses, we investigate the generalized resolvent of linear operators in Banach spaces. We first prove that the local analyticity of the generalized resolvent is equivalent to the continuity and the local boundedness of generalized inverse functions. We also prove that several properties of the classical spectrum remain true in the case of the generalized one. Finally, we elaborate on the reason why we use the generalized inverse rather than the Moore-Penrose inverse or the group inverse to define the generalized resolvent.



    Let X be a Banach space and B(X) denote the Banach space of all bounded linear operators from X into itself. The identity operator will be denoted by I. For any TB(X), we denote by N(T) and R(T) the null space and the range of T, respectively.

    The resolvent set ρ(T) of TB(X) is, by definition,

    ρ(T)={λC: Tλ=TλI is invertible in B(X).}.

    And, its resolvent R(λ)=(TλI)1 is an analytic function on ρ(T) since it satisfies the resolvent identity:

    R(λ)R(μ)=(λμ)R(λ)R(μ),λ,μρ(T).

    The spectrum σ(T) is the complement of ρ(T) in C. As we all know, the spectral theory plays a fundamental role in functional analysis. If Tλ is not invertible in B(X), we can consider its generalized inverse. Recall that TB(X) is generalized invertible if there exists an operator SB(X) such that TST=T and STS=S. We also say that such S is a generalized inverse of T, which is always denoted by T+. If T has a bounded generalized inverse T+, then, from [1], we know that both TT+ and T+T are projectors on X and

    X=N(T)R(T+)=N(T+)R(T). (1.1)

    If X is a Hilbert space and the direct sum decompositions in (1.1) are orthogonal, the corresponding generalized inverse is the Moore-Penrose inverse. Recall that the operator TB(X) is said to be the Moore-Penrose inverse of T if T satisfies

    TTT=T,TTT=T,(TT)=TTand(TT)=TT,

    where T denotes the adjoint operator of T.

    If the operator TB(X) satisfies

    TTT=T,TTT=TandTT=TT,

    then T is called the group inverse of T. If T is the group inverse of T, then N(T)=N(T), R(T)=R(T) and X=N(T)R(T) [1].

    If, as the definition of ρ(T), the generalized resolvent set is defined by

    ρg(T)={λC:Tλ=TλI is generalized invertible in B(X).},

    we can find that such ρg(T) is meaningless in the case of matrices, since every matrix is generalized invertible and ρg(T)=C. To define reasonably the generalized resolvent set, we should add some additional conditions.

    Definition 1.1. Let U be an open set in the complex plane C; the function

    UλRg(λ)B(X)

    is said to be a generalized resolvent of Tλ=TλI on U if

    (1) for all λU,

    (TλI)Rg(λ)(TλI)=TλI;

    (2) for all λU,

    Rg(λ)(TλI)Rg(λ)=Rg(λ);

    (3) for all λ and μ in U,

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ).

    The conditions (1) and (2) say that Rg(λ) is a generalized inverse of Tλ. While the equality in (3) is an analogue of the classical resolvent identity, we refer to it as the generalized resolvent identity, which assures that Rg(λ) is locally analytic. In [2], Shubin points out that there exists a continuous generalized inverse function (satisfying (1) and (2) but not possibly (3)) meromorphic in the Fredholm domain ρϕ(T)={λC:TλI is Fredholm}. And, it remains an open problem whether or not this can be done while also satisfying (3), i.e., it is not known whether generalized resolvents always exist. Many authors have been interested in the existence of the generalized resolvents and the property of the corresponding spectrum in [3,4,5,6,7,8,9,10,11,12,13].

    Definition 1.2. The generalized resolvent set is

    ρg(T)={λC:There exists an open set UC, λU and Tλ has a generalized resolvent on U.}

    and the generalized spectrum σg(T) is the complement of ρg(T) in C; the generalized spectral radius is

    rσg(T)=sup{|λ|:λσg(T)}.

    In this paper, we utilize the stability characterization of generalized inverses to investigate the properties of the generalized resolvent set in Banach spaces. We also introduce two sets

    ρ1g(T)={λC:There is a δ>0, such that for all μ satisfying |μλ|<δ,(TμI)+ exists and (TμI)+(TλI)+ as μλ. }

    and

    ρ2g(T)={λC:There are M>0 and δ>0, such that for all μ satisfying|μλ|<δ, (TμI)+ exists and (TμI)+M. },

    and prove that they are identical to ρg(T). Based on this result, we discuss the relationship between the resolvent set and the generalized resolvent set, as well as the spectrum and the generalized spectrum. We also prove that several properties of the classical spectrum remain true in the case of the generalized one. Finally, we explain why we use the generalized inverse rather than the Moore-Penrose inverse or the group inverse to define the generalized resolvent.

    We start with the following lemma, which is preparation for the proofs of our main results.

    Lemma 2.1. (1) If Rg(λ) and Rg(μ) satisfy the generalized resolvent identity:

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ),

    then

    N(Rg(λ))=N(Rg(μ))

    and

    R(Rg(λ))=R(Rg(μ)).

    (2) Let Pλ=TλRg(λ) and Qλ=Rg(λ)Tλ; then, Pλ and Qλ are projectors with

    PλPμ=PλandQλQμ=Qμ,λ,μU.

    (3) The resolvent set is included in the generalized resolvent set, i.e. ρ(T)ρg(T), the generalized resolvent set ρg(T) is open in C and the generalized resolvent Rg(λ) is locally analytic on ρg(T).

    Proof. (1) We exchange λ with μ in the generalized resolvent identity and obtain

    Rg(λ)Rg(μ)=Rg(μ)Rg(λ)

    and so

    Rg(λ)=Rg(μ)+(λμ)Rg(λ)Rg(μ)=[I+(λμ)Rg(λ)]Rg(μ)=Rg(μ)+(λμ)Rg(μ)Rg(λ)=Rg(μ)[I+(λμ)Rg(λ)].

    Then, N(Rg(μ))N(Rg(λ)) and R(Rg(λ))R(Rg(μ)). Thus, exchanging λ with μ again, we can get

    N(Rg(λ))=N(Rg(μ)),R(Rg(λ))=R(Rg(μ)).

    (2) Obviously, Pλ and Qλ are projectors on X. Noting that

    R(IPμ)=N(Pμ)=N(Rg(μ))=N(Rg(λ))=N(Pλ)

    and

    R(Qμ)=R(Rg(μ))=R(Rg(λ))=R(Qλ)=N(IQλ),

    we have PλPμ=Pλ and QλQμ=Qμ.

    (3) Obviously, ρ(T)ρg(T). It follows from the definition of the generalized resolvent that the set ρg(T) is open. Since

    Rg(λ)=[I+(λμ)Rg(λ)]Rg(μ),

    we can see that the operator I+(λμ)Rg(λ) is invertible for all μ satisfying |μλ|Rg(λ)<1. So,

    Rg(μ)=[I+(λμ)Rg(λ)]1Rg(λ).

    Hence, limμλRg(μ)=Rg(λ) and

    limμλRg(μ)Rg(λ)μλ=limμλRg(λ)Rg(μ)=R2g(λ).

    Therefore, Rg(λ) is locally analytic on ρg(T) and [Rg(λ)]=R2g(λ).

    Theorem 2.2. Let X be a Banach space and TB(X); then,

    ρg(T)=ρ1g(T)=ρ2g(T).

    Proof. From Lemma 2.1, we can easily see that ρg(T)ρ1g(T)ρ2g(T). To complete the proof, we need show that ρ2g(T)ρg(T). In fact, for any λρ2g(T), we can find M>0 and δ>0, such that, for all μ satisfying |μλ|<δ, T+μ exists and T+μM.

    Step 1. We first prove that there exists δ1<δ,

    R(Tμ)N(T+λ)={0}

    for all μ{μC:|μλ|<δ1}. In fact, if N(T+λ)={0}, obviously, R(Tμ)N(T+λ)={0}. We can assume N(T+λ){0}; then, ITλT+λ0. Let

    δ1=min{(MITλT+λ)1, T+λ1, 12δ}<δ,

    and consider μC such that |μλ|<δ1, Then, for any yμR(Tμ)N(T+λ), we can get

    |μλ|MITλT+λyμ|μλ|ITλT+λT+μyμ(ITλT+λ)(TλTμ)T+μyμ=(ITλT+λ)TμT+μyμ=(ITλT+λ)yμ=yμ.

    Hence yμ=0. This implies R(Tμ)N(T+λ)={0}.

    Step 2. We shall prove that

    Bμ=[I+(μλ)T+λ]1T+λ:XX

    is the generalized resolvent of Tλ on U={μC:|μλ|<δ1}. First, by (μλ)T+λ<1 and the Banach theorem, we can see that I+(μλ)T+λ is invertible and so Bμ is well defined. Second, from the equivalences between (1) and (3) in [14, Theorem 1.1], it follows that Bμ is a generalized inverse of Tλ with N(Bμ)=N(T+λ) and R(Bμ)=R(T+λ). Third, we shall show that

    BμBν=(μν)BμBν, μ, νU.

    Define Pμ=TμBμ and Qμ=BμTμ; then, Pμ and Qμ are projectors from X onto R(Tμ) and R(Bμ)=B(T+λ), respectively. Hence

    R(IPν)=N(Pν)=N(Bν)=N(T+λ)=N(Bμ)=N(Pμ)

    and

    R(Qν)=R(Bν)=R(T+λ)=R(Bμ)=R(Qμ)=N(IQμ).

    Thus, we can conclude

    PμPν=PμandQμQν=Qν, μ, νU.

    Therefore,

    (μν)BμBν=Bμ(TνTμ)Bν=BμPνQμBν=BμPμPνQμQνBν=BμPμQνBν=BμBν.

    So, Bμ is the generalized resolvent of Tλ on U, which means λρg(T).

    Remark 2.3. According to Shubin, there exists a continuous generalized inverse function but not an analytic generalized resolvent [2]. From Theorem 2.1, we can see that if there exists a continuous or locally bounded generalized inverse function, then we can find a relevant analytic generalized resolvent.

    Lemma 2.4. (1) Let U and V be two open sets in C such that the generalized resolvent identity holds on U and V. If UV, then the generalized resolvent identity holds on UV, i.e.,

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ),λ,μUV.

    (2) Let U be a convex open set in ρg(T); then,

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ),λ,μU.

    (3) If U is a convex open set in ρg(T) and ρ(T)U, then

    Uρ(T).

    Proof. (1) For all λ,μUV, if λ,μU or λ,μV, then the generalized resolvent identity holds. It is sufficient to prove that

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ)

    holds for λU and μV. Let νUV; then,

    Rg(λ)Rg(ν)=(λν)Rg(λ)Rg(ν)

    and

    Rg(μ)Rg(ν)=(μν)Rg(μ)Rg(ν).

    By Lemma 2.1, PλPν=Pλ, QλQν=Qν, PνPμ=Pν and QνQμ=Qμ. Hence,

    (λμ)Rg(λ)Rg(μ)=Rg(λ)(TμTλ)Rg(μ)=Rg(λ)PμQλRg(μ)=Rg(λ)PλPμQλQμRg(μ)=Rg(λ)PλPνPμQλQνQμRg(μ)=Rg(λ)PλPνQνQμRg(μ)=Rg(λ)PλQμRg(μ)=Rg(λ)Rg(μ).

    (2) For all λ,μU, the segment [λ,μ]U. Then for any ω[λ,μ], there exists a neighborhood U(ω)ρg(T) such that the generalized resolvent identity holds on U(ω). It follows from the finite covering theorem that we can find ω1,ω2,,ωn[λ,μ], nN, such that [λ,μ]ni=1U(ωi). Hence, by (1), we have

    Rg(λ)Rg(μ)=(λμ)Rg(λ)Rg(μ).

    (3) Let μρ(T)U; then, for all λU, by Lemma 2.1,

    N(Rg(λ))=N(R(μ))={0}andR(Rg(λ))=R(R(μ))=X.

    This implies that Rg(λ) is invertible, and so λρ(T).

    Theorem 2.5. Let X be a Banach space and TB(X); then, the generalized spectrum σg(T) is a nonempty bounded closed subset in C.

    Proof. Since ρg(T) is open, σg(T)=Cρg(T) is closed. If |λ|>T, then, by the Banach's theorem, TλI=λ(1λTI) is invertible and its inverse (TλI)1 is bounded. Hence

    {λC:|λ|>T}ρ(T)ρg(T).

    So σg(T){λC:|λ|T} and σg(T) is bounded. Finally, we prove that σg(T) is nonempty. In fact, if σg(T)=, then ρg(T)=C. By (3) in Lemma 2.2 and {λC:|λ|>T}ρ(T), we can get ρ(T)=C. This is a contradiction with σ(T).

    Proposition 2.6. Let X be a Banach space and TB(X); then,

    (1) σ(T)σg(T)σ(T);

    (2) σ(T)σg(T)=σ(T)ρg(T) is open in C;

    (3) ρg(T)=ρ(T)[σ(T)σg(T)].

    Proof. (1) It follows from ρ(T)ρg(T) that σg(T)σ(T). Now we shall show that σ(T)σg(T). If there is a λσ(T) and λσg(T), then λρg(T) and we can find a neighborhood U(λ)ρg(T). Noting that λσ(T), we can see that U(λ)ρ(T). It follows from Lemma 2.2 that U(λ)ρ(T), which is contradictory with λσ(T).

    (2) Since σ(T)σg(T), we have

    σ(T)σg(T)=σ(T)[σg(T)]c=σ(T)ρg(T)=[σ(T)σ(T)]ρg(T)=[σ(T)]ρg(T)

    and it is an open set.

    (3)

    ρg(T)=ρg(T)[ρ(T)σ(T)]=[ρg(T)ρ(T)][ρg(T)σ(T)]=ρ(T)[[σg(T)]cσ(T)]=ρ(T)[σ(T)σg(T)].

    Example 2.7. Let T be the right translation operator on l2, i.e.,

    T:x=(x1,x2,x3,,xn,)(0,x1,x2,x3,,xn,).

    Then T is a Fredholm operator with

    ρ(T)={λC: |λ|>1}andσ(T)={λC:|λ|1}.

    Noting that the nullity n(Tλ)=dimN(Tλ)0 and the defect d(Tλ)=codimR(Tλ)1 on {λC:|λ|<1}, by Theorem 1.2 in [14] and the proof of Theorem 2.1, we know that {λC:|λ|<1}ρg(T). Since R(Tλ) is not closed for λ satisfying |λ|=1, Tλ is not generalized invertible and so

    σg(T)={λC:|λ|=1}.

    Thus

    ρg(T)={λC:|λ|1}.

    Corollary 2.8. Let X be a Banach space and TB(X); then, the generalized spectral radius is just equal to the spectral radius, i.e.,

    rσg(T)=rσ(T).

    Proof. By σg(T)σ(T), we have rσg(T)rσ(T). Since σ(T) is bounded and closed, we can find λ0σ(T) such that |λ0|=rσ(T). By Proposition 2.1, λ0σg(T) and then

    rσg(T)=sup{|λ|:λσg(T)}|λ0|.

    Hence rσg(T)rσ(T) and so rσg(T)=rσ(T).

    At the end, we shall explain why we use the generalized inverse rather than two of the most important unique generalized inverses (the Moore-Penrose inverse and the group inverse [1,15]) to define the generalized resolvent.

    Theorem 2.9. Let TB(X). Then, the Moore-Penrose inverse Tλ or the group inverse Tλ of Tλ=TλI is the analytic generalized resolvent on U if and only if

     N(Tλ)={0}andR(Tλ)=X.

    In this case, Tλ is invertible, the Moore-Penrose inverse or the group inverse is the inverse and the generalized resolvent is exactly its classical resolvent.

    Proof. It suffices to prove the necessity. We first claim that for all λ,μU, N(Tλ)=N(Tμ) and R(Tλ)=R(Tμ). In fact, if the Moore-Penrose inverse Tλ is the generalized resolvent on U, then, by Lemma 2.1, we have

    R(Tλ)=R(Tμ)andN(Tλ)=N(Tμ).

    Hence,

    N(Tλ)=[R(Tλ)]=[R(Tμ)]=N(Tμ)andR(Tλ)=[N(Tλ)]=[N(Tμ)]=R(Tμ).

    If the group inverse Tλ is the generalized resolvent on U, then

    N(Tλ)=N(Tμ)andR(Tλ)=R(Tμ).

    Hence,

    N(Tλ)=N(Tλ)=N(Tμ)=N(Tμ)andR(Tλ)=R(Tλ)=R(Tμ)=R(Tμ).

    Now, we prove that N(Tλ)={0} and R(Tλ)=X. For all xN(Tλ), then Tλx=Tμx=0, i.e., Tx=λx and Tx=μx. So, x=0. This means that N(Tλ)={0}. For any yX, TμyR(Tλ) and there is an xX, such that Tλx=Tμy. Then,

    y=1λμTλ(xy)R(Tλ).

    We can conclude that Tλ is invertible and the generalized resolvent is exactly its classical resolvent.

    In this paper, we have proved that the existence of the analytic generalized resolvents of the linear operators in Banach spaces is equivalent to the continuity and local boundedness of generalized inverse functions. Based on the properties of generalized resolvents, we have shown that the generalized spectrum is a nonempty bounded closed subset. Moreover, the relationship between the resolvent set and the generalized resolvent set, as well as that between the spectrum and the generalized spectrum has been given. An interesting example is given to illustrate our results. Finally, we explain why we use the generalized inverse rather than the Moore-Penrose inverse or the group inverse to define the generalized resolvent.

    This manuscript has benefited greatly from the constructive comments and helpful suggestions of the anonymous referees, the authors would like to express their deep gratitude to them. This research was supported by the National Natural Science Foundation of China (No. 11771378).

    The authors declare that they have no conflicts of interest.



    [1] S. J. Chen, Y. Y. Zhao, L. P. Zhu, Q. L. Huang, Regular factorizations and group inverses of linear operators in Banach spaces, Linear Multilinear Algebra, 70 (2022), 1252–1270. http://dx.doi.org/10.1080/03081087.2020.1757604 doi: 10.1080/03081087.2020.1757604
    [2] M. A. Shubin, On holomorphic families of subspaces of a banach space, Integr. Equ. Oper. Theory, 2 (1979), 407–420. http://dx.doi.org/10.1007/BF01682677 doi: 10.1007/BF01682677
    [3] M. Mbekhta, Rˊesolvant gˊenˊeralisˊe et thˊeorie spectrale, J. Oper. Theory, 21 (1989), 69–105.
    [4] M. Mbekhta, On the generalized resolvent in Banach spaces, J. Math. Anal. Appl., 189 (1995), 362–377. http://dx.doi.org/10.1006/jmaa.1995.1024 doi: 10.1006/jmaa.1995.1024
    [5] C. Badea, M. Mbekhta, Generalized inverses and the maximal radius of regularity of a Fredholm operator, Integr. Equ. Oper. Theory, 28 (1997), 133–146. http://dx.doi.org/10.1007/BF01191814 doi: 10.1007/BF01191814
    [6] C. Badea, M. Mbekhta, The stability radius of Fredholm linear pencils, J. Math. Anal. Appl., 260 (2001), 159–172. http://dx.doi.org/10.1006/jmaa.2000.7445 doi: 10.1006/jmaa.2000.7445
    [7] A. Hoefer, Reduction of generalized resolvents of linear operator function, Integr. Equ. Oper. Theory, 48 (2004), 479–496. http://dx.doi.org/10.1007/s00020-002-1194-8 doi: 10.1007/s00020-002-1194-8
    [8] Z. Fang, Existence of generalized resolvent of linear bounded operators on Banach space, Nanjing Univ. J. Math. Biquarterly, 22 (2005), 47–52.
    [9] H. F. Ma, H. Hudzik, Y. W. Wang, Z. F. Ma, The generalized regular points and narrow spectrum points of bounded linear operators on Hilbert spaces, Acta Math. Sin.-English Ser., 26 (2010), 2349–2354. http://dx.doi.org/10.1007/s10114-010-9329-3 doi: 10.1007/s10114-010-9329-3
    [10] Q. L. Huang, J. P. Ma, L. Wang, Existence results for generalized resolvents of closed linear operators in Banach spaces, Chin. Ann. Math., 32A (2011), 653–646.
    [11] Q. L. Huang, S. Y. Gao, On the generalized resolvent of linear pencils in Banach spaces, Anal. Theory Appl., 28 (2012), 146–155.
    [12] M. Berkani, S. Č. Živković-Zlatanović, Pseudo-B-Fredholm operators, poles of the resolvent and mean convergence in the Calkin algebra, Filomat, 33 (2019), 3351–3359.
    [13] M. Berkani, On the B-discrete spectrum, Filomat, 34 (2020), 2541–2547.
    [14] J. P. Ma, Complete rank theorem of advanced calculus and singularities of bounded linear operators, Front. Math. China., 3 (2008), 305–316. http://dx.doi.org/10.1007/s11464-008-0019-8 doi: 10.1007/s11464-008-0019-8
    [15] A. Ben-Israel, T. N. E. Greville, Generalized inverses: theory and applications, New York: Springer-Verlag, 2003. https://doi.org/10.1007/b97366
  • Reader Comments
  • © 2023 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(1456) PDF downloads(55) Cited by(0)

Other Articles By Authors

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog