Research article Special Issues

Mitigating consumer privacy breach in smart grid using obfuscation-based generative adversarial network

  • Academic editor:Byung-Gyu Kim
  • Received: 08 October 2021 Revised: 21 December 2021 Accepted: 09 January 2022 Published: 24 January 2022
  • Smart meters allow real-time monitoring and collection of power consumption data of a consumer's premise. With the worldwide integration of smart meters, there has been a substantial rise in concerns regarding threats to consumer privacy. The exposed fine-grained power consumption data results in behaviour leakage by revealing the end-user's home appliance usage information. Previously, researchers have proposed approaches to alter data using perturbation, aggregation or hide identifiers using anonymization. Unfortunately, these techniques suffer from various limitations. In this paper, we propose a privacy preserving architecture for fine-grained power data in a smart grid. The proposed architecture uses generative adversarial network (GAN) and an obfuscator to generate a synthetic timeseries. The proposed architecture enables to replace the existing appliance signature with appliances that are not active during that period while ensuring minimum energy difference between the ground truth and the synthetic timeseries. We use real-world dataset containing power consumption readings for our experiment and use non-intrusive load monitoring (NILM) algorithms to show that our approach is more effective in preserving the privacy level of a consumer's power consumption data.

    Citation: Sanket Desai, Nasser R Sabar, Rabei Alhadad, Abdun Mahmood, Naveen Chilamkurti. Mitigating consumer privacy breach in smart grid using obfuscation-based generative adversarial network[J]. Mathematical Biosciences and Engineering, 2022, 19(4): 3350-3368. doi: 10.3934/mbe.2022155

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  • Smart meters allow real-time monitoring and collection of power consumption data of a consumer's premise. With the worldwide integration of smart meters, there has been a substantial rise in concerns regarding threats to consumer privacy. The exposed fine-grained power consumption data results in behaviour leakage by revealing the end-user's home appliance usage information. Previously, researchers have proposed approaches to alter data using perturbation, aggregation or hide identifiers using anonymization. Unfortunately, these techniques suffer from various limitations. In this paper, we propose a privacy preserving architecture for fine-grained power data in a smart grid. The proposed architecture uses generative adversarial network (GAN) and an obfuscator to generate a synthetic timeseries. The proposed architecture enables to replace the existing appliance signature with appliances that are not active during that period while ensuring minimum energy difference between the ground truth and the synthetic timeseries. We use real-world dataset containing power consumption readings for our experiment and use non-intrusive load monitoring (NILM) algorithms to show that our approach is more effective in preserving the privacy level of a consumer's power consumption data.



    The scientists and mathematicians across many disciplines have always been fascinated to study indefinite structures on manifolds. When a manifold is endowed with a geometric structure, we have more opportunities to explore its geometric properties. There are different classes of submanifolds such as warped product submanifolds, biharmonic submanifolds and singular submanifolds, etc., which motivates further exploration and attracts many researchers from different research areas [26,27,28,29,30,31,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,50]. After A. Bejancu et al. [7] in 1993, introduced the concept of an idefinite manifold namely ϵ-Sasakian manifold, it gained attention of various researchers and it was established by X. Xufeng et al. [53] that the class of ϵ-Sasakian manifolds are real hypersurfaces of indefinite Kaehlerian manifolds. On the other hand K. Kenmotsu [25] introduced a special class of contact Riemannian manifolds, satisfying certain conditions, which was later named as Kenmotsu manifold. Later on U. C. De et al. [14] introduced the concept of ϵ-Kenmotsu manifolds and further proved that the existence of the new indefinite structure on the manifold influences the curvatures of the manifold. After that several authors [20,21,52] studied ϵ-Kenmotsu manifolds and many interesting results have been obtained on this indefinite structure.

    A smooth manifold M equipped with a Riemannian metric g is said to be a Ricci soliton, if for some constant λ, there exist a smooth vector field V on M satisfying the equation

    S+12LVg=λg,

    where LV denotes the Lie derivative along the direction of the vector field V and S is the Ricci tensor. The Ricci soliton is called shrinking if λ>0, steady if λ=0 and expanding if λ<0. In 1982, R. S. Hamilton [22] initiated the study of Ricci flow as a self similar solution to the Ricci flow equation given by

    gt=2S.

    Ricci soliton also can be viewed as natural generalization of Einstein metric which moves only by an one-parameter group of diffeomorphisms and scaling [11,23]. After Hamilton, the significant work on Ricci flow has been done by G. Perelman [38] to prove the well known Thurston's geometrization conjecture.

    A. E. Fischer [16] in 2005, introduced conformal Ricci flow equation which is a modified version of the Hamilton's Ricci flow equation that modifies the volume constraint of that equation to a scalar curvature constraint. The conformal Ricci flow equations on a smooth closed connected oriented n-manifold, n3, are given by

    gt+2(S+gn)=pg,r(g)=1,

    where p is a non-dynamical (time dependent) scalar field and r(g) is the scalar curvature of the manifold. The term-pg acts as the constraint force to maintain the scalar curvature constraint in the above equation. Note that these evolution equations are analogous to famous Navier-Stokes equations where the constraint is divergence free. The non-dynamical scalar p is also called the conformal pressure. At the equilibrium points of the conformal Ricci flow equations (i.e., Einstein metrices with Einstein constant 1n) the conformal pressure p is equal to zero and strictly positive otherwise.

    Later in 2015, N. Basu and A. Bhattacharyya [6] introduced the concept of conformal Ricci soliton as a generalization of the classical Ricci soliton and is given by the equation

    LVg+2S=[2λ(p+2n)]g, (1.1)

    where λ is a constant and p is the conformal pressure. It is to be noted that the conformal Ricci soliton is a self-similar solution of the Fisher's conformal Ricci flow equation. After that several authors have studied conformal Ricci solitons on various geometric structures like Lorentzian α-Sasakian Manifolds [15] and f-Kenmotsu manifods [24]. Since the introduction of these geometric flows, the respective solitons and their generalizations etc. have been a great centre of attention of many geometers viz. [1,2,3,4,5,8,9,13,17,40,41,42,43,44,45,46,47] who have provided new approaches to understand the geometry of different kinds of Riemannian manifold. Recently Sarkar et al. [48,49,50] studied -conformal η-Ricci soliton and -conformal Ricci soliton within the frame work of contact geometry and obtaind some beautiful results.

    Again a Ricci soliton is called a gradient Ricci soliton[11] if the concerned vector field X in the Eq (1.1) is the gradient of some smooth function f. This function f is called the potential function of the Ricci soliton. J. T. Cho and M. Kimura [12] introduced the concept of η-Ricci soliton and later C. Calin and M. Crasmareanu [10] studied it on Hopf hypersufaces in complex space forms. A Riemannian manifold (M,g) is said to admit an η-Ricci soliton if for a smooth vector field V, the metric g satisfies the following equation

    LVg+2S+2λg+2μηη=0,

    where LV is the Lie derivative along the direction of V, S is the Ricci tensor and λ, μ are real constants. It is to be noted that for μ=0 the η-Ricci soliton becomes a Ricci soliton.

    Very recently M. D. Siddiqi [51] introduced the notion of conformal η-Ricci soliton given by the following equation

    LVg+2S+[2λ(p+2n)]g+2μηη=0, (1.2)

    where LV is the Lie derivative along the direction of V, S is the Ricci tensor, n is the dimension of the manifold, p is the non-dynamical scalar field (conformal pressure) and λ, μ are real constants. In particular if μ=0 the conformal η-Ricci soliton reduces to the conformal Ricci soliton.

    The outline of the article goes as follows: In Section 2, after a brief introduction, we give some notes on ϵ-Kenmotsu manifolds. Section 3 deals with ϵ-Kenmotsu manifolds admitting conformal η-Ricci solitons and establish the relation between λ and μ. In Section 4, we have contrived conformal η-Ricci solitons in ϵ-Kenmotsu manifolds in terms of Codazzi type Ricci tensor, cyclic parallel Ricci tensor and cyclic η-recurrent Ricci tensor. Section 5 is devoted to the study of conformal η-Ricci solitons on ϵ-Kenmotsu manifolds satisfying curvature conditions RS=0, CS=0, QC=0. In Section 6, we have studied torse-forming vector field on ϵ-Kenmotsu manifolds admitting conformal η-Ricci solitons. Section 7 is devoted to the study of gradient conformal η-Ricci soliton on ϵ-Kenmotsu manifold. Lastly, we have constructed an example to illustrate the existence of conformal η-Ricci soliton on ϵ-Kenmotsu manifold.

    An n-dimensional smooth manifold (M,g) is said to be an ϵ-almost contact metric manifold [7] if it admits a (1,1) tensor field ϕ, a characteristic vector field ξ, a global 1-form η and an indefinite metric g on M satisfying the following relations

    ϕ2=I+ηξ,η(ξ)=1, (2.1)
    η(X)=ϵg(X,ξ),g(ξ,ξ)=ϵ, (2.2)
    g(ϕX,ϕY)=g(X,Y)ϵη(X)η(Y), (2.3)

    for all vector fields X,YTM, where TM is the tangent bundle of the manifold M. Here the value of the quantity ϵ is either +1 or 1 according as the characteristic vector field ξ is spacelike or timelike vector field. Also it can be easily seen that rank of ϕ is (n1) and ϕ(ξ)=0, ηϕ=0. Now if we define

    dη(X,Y)=g(X,ϕY), (2.4)

    for all X,YTM, then the manifold (M,g) is called an ϵ-contact metric manifold.

    If the Levi-Civita connection of an ϵ-contact metric manifold satisfies

    (Xϕ)(Y)=g(X,ϕY)ϵη(Y)ϕX, (2.5)

    for all X,YTM, then the manifold (M,g) is called an ϵ-Kenmotsu manifold [14].

    Again an ϵ-almost contact metric manifold is an ϵ-Kenmotsu manifold if and only if it satisfies

    Xξ=ϵ(Xη(X)ξ),XTM. (2.6)

    Furthermore in an ϵ-Kenmotsu manifold (M,g) the following relations hold,

    (Xη)(Y)=g(X,Y)ϵη(X)η(Y), (2.7)
    R(X,Y)ξ=η(X)Yη(Y)X, (2.8)
    R(ξ,X)Y=η(Y)Xϵg(X,Y)ξ, (2.9)
    R(ξ,X)ξ=R(X,ξ)ξ=Xη(X)ξ, (2.10)
    η(R(X,Y)Z)=ϵ(g(X,Z)η(Y)g(Y,Z)η(X)), (2.11)
    S(X,ξ)=(n1)η(X), (2.12)
    Qξ=ϵ(n1)ξ, (2.13)

    where R is the curvature tensor, S is the Ricci tensor and Q is the Ricci operator given by g(QX,Y)=S(X,Y), for all X,YTM.

    Moreover, it is to be noted that for spacelike structure vector field ξ and ϵ=1, an ϵ-Kenmotsu manifold reduces to an usual Kenmotsu manifold.

    Next, we discuss about the projective curvature tensor which plays an important role in the study of differential geometry. The projective curvature has an one-to-one correspondence between each coordinate neighbourhood of an n-dimensional Riemannian manifold and a domain of Euclidean space such that there is a one-to-one correspondence between geodesics of the Riemannian manifold with the straight lines in the Euclidean space.

    Definition 2.1. The projective curvature tensor in an n-dimensional ϵ-Kenmotsu manifold (M,g) is defined by [55]

    P(X,Y)Z=R(X,Y)Z1(n1)[g(QY,Z)Xg(QX,Z)Y], (2.14)

    for any vector fields X,Y,ZTM and Q is the Ricci operator.

    The manifold (M,g) is called ξ-projectively flat if P(X,Y)ξ=0, for all X,YTM.

    A transformation of a Riemannian manifold of dimension n, which transforms every geodesic circle of the manifold M into a geodesic circle, is called a concircular transformation [54]. Here a geodesic circle is a curve in M whose first curvature is constant and second curvature (that is, torsion) is identically equal to zero.

    Definition 2.2. The concircular curvature tensor in an ϵ-Kenmotsu manifold (M,g) of dimension n is defined by [54]

    C(X,Y)Z=R(X,Y)Zrn(n1)[g(Y,Z)Xg(X,Z)Y], (2.15)

    for any vector fields X,Y,ZTM, and r is the scalar curvature of M.

    The manifold (M,g) is called ξ-concircularly flat if C(X,Y)ξ=0 for any vector fields X,YTM.

    Another important curvature tensor is W2-curvature tensor which was introduced in 1970 by Pokhariyal and Mishra [39].

    Definition 2.3. The W2-curvature tensor in an n-dimensional ϵ-Kenmotsu manifold (M,g) is defined as

    W2(X,Y)Z=R(X,Y)Z+1n1[g(X,Z)QYg(Y,Z)QX]. (2.16)

    Definition 2.4. An ϵ-Kenmotsu manifold (M,g) is said to be an η-Einstein manifold if its Ricci tensor S satisfies

    S(X,Y)=ag(X,Y)+bη(X)η(Y), (2.17)

    for all X,YTM and smooth functions a,b on the manifold (M,g).

    Let us consider an ϵ-Kenmotsu manifold (M,g) admits a conformal η-Ricci soliton (g,ξ,λ,μ). Then from Eq (1.2) we can write

    (Lξg)(X,Y)+2S(X,Y)+[2λ(p+2n)]g(X,Y)+2μη(X)η(Y)=0, (3.1)

    for all X,YTM.

    Again from the well-known formula (Lξg)(X,Y)=g(Xξ,Y)+g(Yξ,X) of Lie-derivative and using (2.6), we obtain for an ϵ-Kenmotsu manifold

    (Lξg)(X,Y)=2ϵ[g(X,Y)ϵη(X)η(Y)]. (3.2)

    Now in view of the Eqs (3.1) and (3.2) we get

    S(X,Y)=[(λ+ϵ)(p2+1n)]g(X,Y)(μ1)η(X)η(Y). (3.3)

    This shows that the manifold (M,g) is an η-Einstein manifold.

    Also from Eq (3.3) replacing Y=ξ we find that

    S(X,ξ)=[ϵ(p2+1n)(ϵλ+μ)]η(X). (3.4)

    Compairing the above Eq (3.4) with (2.12) yields

    ϵλ+μ=ϵ(p2+1n)+(n1). (3.5)

    Thus the above discussion leads to the following

    Theorem 3.1. If an n-dimensional ϵ-Kenmotsu manifold (M,g) admits a conformal η-Ricci soliton (g,ξ,λ,μ), then (M,g) becomes an η-Einstein manifold and the scalars λ and μ are related by ϵλ+μ=ϵ(p2+1n)+(n1).

    Furthermore if we consider μ=0 in particular, then from Eqs (3.3) and (3.5), we get

    S(X,Y)=[(λ+ϵ)(p2+1n)]g(X,Y)+η(X)η(Y),λ=(p2+1n)+ϵ(n1).

    This leads us to write

    Corollary 3.2. If an n-dimensional ϵ-Kenmotsu manifold (M,g) admits a conformal Ricci soliton (g,ξ,λ), then (M,g) becomes an η-Einstein manifold and the scalar λ satisfies λ=(p2+1n)+ϵ(n1). Moreover,

    1. if ξ is spacelike then the soliton is expanding, steady or shrinking according as, (p2+1n)>(1n), (p2+1n)=(1n) or (p2+1n)<(1n); and

    2. if ξ is timelike then the soliton is expanding, steady or shrinking according as, (p2+1n)>(n1), (p2+1n)=(n1) or (p2+1n)<(n1).

    Next we try to find a condition in terms of second order symmetric parallel tensor which will ensure when an ϵ-Kenmotsu manifold (M,g) admits a conformal η-Ricci soliton. So for this purpose let us consider the second order tensor T on the manifold (M,g) defined by

    T:=Lξg+2S+2μηη. (3.6)

    It is easy to see that the (0,2) tensor T is symmetric and also parallel with respect to the Levi-Civita connection.

    Now in view of (3.2) and (3.3) the above Eq (3.6) we have

    T(X,Y)=[(p+2n)2λ]g(X,Y);X,YTM. (3.7)

    Putting X=Y=ξ in the above Eq (3.7) we obtain

    T(ξ,ξ)=ϵ[(p+2n)2λ]. (3.8)

    On the other hand, as T is a second order symmetric parallel tensor; i.e., T=0, we can write

    T(R(X,Y)Z,U)+T(Z,R(X,Y)U)=0,

    for all X,Y,Z,UTM. Then replacing X=Z=U=ξ in above gives us

    T(R(ξ,Y)ξ,ξ)+T(ξ,R(ξ,Y)ξ)=0,YTM. (3.9)

    Using (2.10) in the above Eq (3.9) we get

    T(Y,ξ)=T(ξ,ξ)η(Y). (3.10)

    Taking covariant differentiation of (3.10) in the direction of an arbitrary vector field X, and then in the resulting equation, again using the Eq (3.10) we obtain

    T(Y,Xξ)=T(ξ,ξ)(Xη)Y+2T(Xξ,ξ)η(Y).

    Then in view of (2.6) and (2.7), the above equation becomes

    T(X,Y)=ϵT(ξ,ξ)g(X,Y),X,YTM. (3.11)

    Now using (3.8) in the above Eq (3.11) and in view of (3.6) finally we get

    (Lξg)(X,Y)+2S(X,Y)+[2λ(p+2n)]g(X,Y)+2μη(X)η(Y)=0.

    This leads us to the following

    Theorem 3.3. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold. If the second order symmetric tensor T:=Lξg+2S+2μηη is parallel with respect to the Levi-Civita connection of the manifold, then the manifold (M,g) admits a conformal η-Ricci soliton (g,ξ,λ,μ).

    Now let us consider an ϵ-Kenmotsu manifold (M,g) and assume that it admits a conformal η-Ricci soliton (g,V,λ,μ) such that V is pointwise collinear with ξ, i.e., V=αξ, for some function α; then from the Eq (1.2) it follows that

    αg(Xξ,Y)+ϵ(Xα)η(Y)+αg(Yξ,X)+ϵ(Yα)η(X)+2S(X,Y)+[2λ(p+2n)]g(X,Y)+2μη(X)η(Y)=0.

    Then using the Eq (2.6) in above we get

    2ϵαg(X,Y)2ϵαη(X)η(Y)+ϵ(Xα)η(Y)+ϵ(Yα)η(X)+2S(X,Y)+[2λ(p+2n)]g(X,Y)+2μη(X)η(Y)=0. (3.12)

    Replacing Y=ξ in the above equation yields

    ϵ(Xα)+ϵ(ξα)η(X)+2S(X,ξ)+ϵ[2λ(p+2n)]η(X)+2μη(X)=0. (3.13)

    By virtue of (2.12) the above Eq (3.13) becomes

    ϵ(Xα)+ϵ[(ξα)+2λ(p+2n)]η(X)+2[μ(n1)]η(X)=0. (3.14)

    By taking X=ξ in the above Eq (3.14) gives us

    ϵ(ξα)=(n1)μϵ[λ(p2+1n)]. (3.15)

    Using this value from (3.15) in the Eq (3.14) we can write

    ϵdα=[(n1)μϵ[λ(p2+1n)]]η. (3.16)

    Now taking exterior differentiation on both sides of (3.16) and using the famous Poincare's lemma, i.e., d2=0, finally we arrive at

    [(n1)μϵ[λ(p2+1n)]]dη=0.

    Since dη0 in ϵ-Kenmotsu manifold, the above equation implies

    μ+ϵ[λ(p2+1n)]=(n1). (3.17)

    In view of the above (3.17) the Eq (3.16) gives us dα=0 i.e., the function α is constant. Then the Eq (3.12) becomes

    S(X,Y)=[(p2+1n)λϵα]g(X,Y)+(αμ)η(X)η(Y), (3.18)

    for all X,YTM. This shows that the manifold is η-Einstein. Hence we have the following

    Theorem 3.4. If an n-dimensional ϵ-Kenmotsu manifold (M,g) admits a conformal η-Ricci soliton (g,V,λ,μ) such that V is pointwise collinear with ξ, then V is constant multiple of ξ and the manifold (M,g) is an η-Einstein manifold. Moreover the scalars λ and μ are related by μ+ϵ[λ(p2+1n)]=(n1).

    In particular if we put μ=0 in (3.17) and (3.18) we can conclude that

    Corollary 3.5. If an n-dimensional ϵ-Kenmotsu manifold (M,g) admits a conformal Ricci soliton (g,V,λ,μ) such that V is pointwise collinear with ξ, then V is constant multiple of ξ and the manifold (M,g) is an η-Einstein manifold, and the scalars λ and μ are related by λ=(p2+1n)+ϵ(n1). Furthermore,

    1. if ξ is spacelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+n>1, (p2+1n)+n=1 or (p2+1n)+n<1; and

    2. if ξ is timelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+1>n, (p2+1n)+1=n or (p2+1n)+1<n.

    The purpose of this section is to study conformal η-Ricci solitons in ϵ-Kenmotsu manifolds admitting three special types of Ricci tensor namely Codazzi type Ricci tensor, cyclic parallel Ricci tensor and cyclic η-recurrent Ricci tensor.

    Definition 4.1. [19] An ϵ-Kenmotsu manifold is said to have Codazzi type Ricci tensor if its Ricci tensor S is non-zero and satisfies the following relation

    (XS)(Y,Z)=(YS)(X,Z),X,Y,ZTM. (4.1)

    Let us consider an ϵ-Kenmotsu manifold having Codazzi type Ricci tensor admits a conformal η-Ricci soliton (g,ξ,λ,μ), then Eq (3.3) holds. Now taking covariant differentiation of (3.3) and using Eq (2.7) we obtain

    (XS)(Y,Z)=(1μ)[g(X,Y)η(Z)+g(X,Z)η(Y)2ϵη(X)η(Y)η(Z)]. (4.2)

    Since the manifold has Codazzi type Ricci tensor, in view of (4.1) Eq (4.2) yields

    (1μ)[g(X,Z)η(Y)g(Y,Z)η(X)]=0,X,Y,ZTM.

    The above equation implies that μ=1 and then from Eq (3.5) it follows that λ=(p2+1n)+ϵ(n2). Therefore we can state the following

    Theorem 4.2. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the Ricci tensor of the manifold is of Codazzi type then λ=(p2+1n)+ϵ(n2) and μ=1.

    Corollary 4.3. Let an n-dimensional ϵ-Kenmotsu manifold admits a conformal η-Ricci soliton (g,ξ,λ,μ) and the manifold has Codazzi type Ricci tensor then

    1. if ξ is spacelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+n>2, (p2+1n)+n=2 or (p2+1n)+n<2; and

    2. if ξ is timelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+2>n, (p2+1n)+2=n or (p2+1n)+2<n.

    Definition 4.4. [19] An ϵ-Kenmotsu manifold is said to have cyclic parallel Ricci tensor if its Ricci tensor S is non-zero and satisfies the following relation

    (XS)(Y,Z)+(YS)(Z,X)+(ZS)(X,Y)=0X,Y,ZTM. (4.3)

    Let us consider an ϵ-Kenmotsu manifold, having cyclic parallel Ricci tensor, admits a conformal η-Ricci soliton (g,ξ,λ,μ), then Eq (3.3) holds. Now taking covariant differentiation of (3.3) and using Eq (2.7) we obtain

    (XS)(Y,Z)=(1μ)[g(X,Y)η(Z)+g(X,Z)η(Y)2ϵη(X)η(Y)η(Z)]. (4.4)

    In a similar manner we can obtain the following relations

    (YS)(Z,X)=(1μ)[g(X,Y)η(Z)+g(Y,Z)η(X)2ϵη(X)η(Y)η(Z)]. (4.5)

    and

    (ZS)(X,Y)=(1μ)[g(X,Z)η(Y)+g(Y,Z)η(X)2ϵη(X)η(Y)η(Z)]. (4.6)

    Now using the values from (4.4), (4.5) and (4.6) in the Eq (4.3) we get

    2(1μ)[g(X,Y)η(Z)+g(Y,Z)η(X)+g(X,Z)η(Y)3ϵη(X)η(Y)η(Z)]=0.

    Replacing Z=ξ in the above equation yields

    2(1μ)[g(X,Y)ϵη(X)η(Y)]=0X,YTM.

    The above equation implies that μ=1 and then from Eq (3.5) it follows that λ=(p2+1n)+ϵ(n2). Hence we have

    Theorem 4.5. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the manifold has cyclic parallel Ricci tensor, then λ=(p2+1n)+ϵ(n2) and μ=1.

    Definition 4.6. An ϵ-Kenmotsu manifold is said to have cyclic-η-recurrent Ricci tensor if its Ricci tensor S is non-zero and satisfies the following relation

    (XS)(Y,Z)+(YS)(Z,X)+(ZS)(X,Y)=η(X)S(Y,Z)+η(Y)S(Z,X)+η(Z)S(X,Y)X,Y,ZTM. (4.7)

    Let us consider an ϵ-Kenmotsu manifold, having cyclic-η-recurrent Ricci tensor, admits a conformal η-Ricci soliton (g,ξ,λ,μ), then Eq (3.3) holds. Now taking covariant differentiation of (3.3) and using Eq (2.7) and proceeding similarly as the previous theorem we arrive at Eqs (4.4)(4.6). Then putting these three values in (4.7) we get

    (2(1μ)β)[g(X,Y)η(Z)+g(Y,Z)η(X)+g(X,Z)η(Y)](3+6ϵ)(1μ)η(X)η(Y)η(Z)=0, (4.8)

    where β=(p2+1n)(λ+ϵ). Now putting Y=Z=ξ in (4.8) we obtain

    3(ϵβ+(1μ))η(X)=0.XTM. (4.9)

    Since η(X)0 and replacing the value of β in (4.9), after simplification we get λ=(p2+1n)ϵμ. Therefore we can state

    Theorem 4.7. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the manifold has cyclic-eta-parallel Ricci tensor, then λ=(p2+1n)ϵμ and moreover

    1. if ξ is spacelike then the soliton is expanding, steady or shrinking according as, (p2+1n)>μ, (p2+1n)=μ or (p2+1n)<μ; and

    2. if ξ is timelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+μ>0, (p2+1n)+μ=0 or (p2+1n)+μ<0.

    Corollary 4.8. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal Ricci soliton (g,ξ,λ,μ). If the manifold has cyclic-eta-parallel Ricci tensor, then the soliton constant λ is given by λ=(p2+1n).

    Let us consider an ϵ-Kenmotsu manifold which admits a conformal η-Ricci soliton (g,ξ,λ,μ) and also the manifold is Ricci semi symmetric i.e., the manifold satisfies the curvature condition R(X,Y)S=0. Then X,Y,Z,WTM we can write

    S(R(X,Y)Z,W)+S(Z,R(X,Y)W)=0.

    Putting W=ξ in above and taking (2.12) into account, we have

    (n1)η(R(X,Y)Z)+S(Z,R(X,Y)ξ)=0. (5.1)

    Now using (2.8) and (2.11) in (5.1) we get

    η(X)[S(Y,Z)ϵ(n1)g(Y,Z)]η(Y)[S(X,Z)ϵ(n1)g(X,Z)]=0.

    In view of (3.3) the previous equation becomes

    [(p2+1n)λ+ϵ(n2)][η(X)g(Y,Z)η(Y)g(X,Z)]=0.

    Putting X=ξ in the above equation and then using (2.2) and (2.3) we finally obtain

    [(p2+1n)λ+ϵ(n2)]g(ϕY,ϕZ)=0. (5.2)

    Since g(ϕY,ϕZ)0 always, we can conclude from the Eq (5.2) that [(p2+1n)λ+ϵ(n2)]=0 i.e., λ=(p2+1n)+ϵ(n2). Then from the Eq (3.5) we have μ=1. Therefore we have the following

    Theorem 5.1. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the manifold is Ricci semi symmetric i.e., if the manifold satisfies the curvature condition R(X,Y)S=0, then λ=(p2+1n)+ϵ(n2) and μ=1. Moreover

    1. if ξ is spacelike then the soliton is expanding, steady or shrinking according as, (p2+1n)>(2n), (p2+1n)=(2n) or (p2+1n)<(2n); and

    2. if ξ is timelike then the soliton is expanding, steady or shrinking according as, (p2+1n)+(2n)>0, (p2+1n)+(2n)=0 or (p2+1n)+(2n)<0.

    Next we consider an n-dimensional ϵ-Kenmotsu manifold satisfying the curvature condition C(ξ,X)S=0 admitting a conformal η-Ricci soliton (g,ξ,λ,μ). Then we have

    S(C(ξ,X)Y,Z)+S(Y,C(ξ,X)Z)=0X,Y,ZTM. (5.3)

    Now from Eq (2.15) we can write

    C(ξ,X)Y=R(ξ,X)Yrn(n1)[g(X,Y)ξϵη(Y)X].

    Using (2.9) the above equation becomes

    C(ξ,X)Y=[1+ϵrn(n1)][η(Y)Xϵg(X,Y)ξ]. (5.4)

    In view of (5.4) the Eq (5.3) yields

    [1+ϵrn(n1)][S(X,Z)η(Y)ϵg(X,Y)S(ξ,Z)+S(Y,X)η(Z)ϵg(X,Z)S(ξ,Y]=0.

    By virtue of (2.12) the above equation eventually becomes

    [1+ϵrn(n1)][S(X,Z)η(Y)+S(Y,X)η(Z)+ϵ(n1)(g(X,Y)η(Z)+g(X,Z)η(Y))]=0. (5.5)

    Putting Z=ξ in (5.5) and then using (2.2), (2.12) we arrive at

    [1+ϵrn(n1)][S(X,Y)+ϵ(n1)g(X,Y)]=0.

    Thus from the above we can conclude that either r=ϵn(n1) or

    S(X,Y)=ϵ(n1)g(X,Y). (5.6)

    Combining (5.6) with (3.3) we get

    [(λ+ϵ)(p2+1n)ϵ(n1)]g(X,Y)+(μ1)η(X)η(Y)=0.

    Taking Y=ξ in above gives us

    [(nμ)+ϵ(p2+1nλϵ)]η(X)=0,XTM.

    Since η(X)0 always, from the above we have λ=ϵ(n1)+(p2+1n)ϵμ. Therefore we can state

    Theorem 5.2. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the manifold satisfies the curvature condition C(ξ,X)S=0, then either the scalar curvature of the manifold is constant or the manifold is an Einstein manifold of the form (5.6) and the scalars λ and μ are related by λ=ϵ(n1)+(p2+1n)ϵμ.

    Next we prove two results on ξ-projectively flat and ξ-concircularly flat manifolds. For that let us first consider an ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) admitting a conformal η-Ricci soliton (g,ξ,λ,μ). We know from definition 2.1 that the manifold is ξ-projectively flat if P(X,Y)ξ=0,X,YTM. Then putting Z=ξ in (2.14) we obtain

    P(X,Y)ξ=R(X,Y)ξ1n1[S(Y,ξ)XS(X,ξ)Y]. (5.7)

    Now since it is given that (g,ξ,λ,μ) admits a conformal η-Ricci soliton, using (2.8) and (3.4) in the above (5.7), we obtain

    P(X,Y)ξ=[1+ϵ(p2+1n)ϵλμn1][η(X)Yη(Y)X].

    In view of (3.5) the above equation finally becomes P(X,Y)ξ=0. Hence we have the following

    Proposition 5.3. An n-dimensional ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) admitting a conformal η-Ricci soliton (g,ξ,λ,μ) is ξ-projectively flat.

    Again consider an n-dimensional ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) admitting a conformal η-Ricci soliton (g,ξ,λ,μ). Then from definition 2.2 we know that an ϵ-Kenmotsu manifold is ξ-concircularly flat if C(X,Y)ξ=0,X,YTM. So taking Z=ξ in (2.15) we get

    C(X,Y)ξ=R(X,Y)ξϵrn(n1)[η(Y)Xη(X)Y]. (5.8)

    Using (2.8) in (5.8) we obtain

    C(X,Y)ξ=[1+ϵrn(n1)][η(X)Yη(Y)X].

    Thus from the above we can conclude that C(X,Y)ξ=0 if and only if, [1+ϵrn(n1)]=0, i.e., if and only if, r=ϵn(n1). Again since (g,ξ,λ,μ) is a conformal η-Ricci soliton, the Eq (3.3) holds and thus contracting (3.3) we obtain r=[(p2+1n)λμ]n(μ1). Thus combining both the values of r we have, λ=(p2+2n)μn2ϵ. Therefore we can state

    Proposition 5.4. An n-dimensional ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) admitting a conformal η-Ricci soliton (g,ξ,λ,μ) is ξ-concircularly flat if and only if, λ=(p2+2n)μn2ϵ.

    We now assume that an n-dimensional ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) admits a conformal η-Ricci soliton (g,ξ,λ,μ) which satisfies the curvature condition QC=0, where C denotes the concircular curvature tensor of the manifold. Then we can write

    Q(C(X,Y)Z)C(QX,Y)ZC(X,QY)ZC(X,Y)QZ=0. (5.9)

    Using (2.15) in (5.9) yields

    Q(R(X,Y)Z)R(QX,Y)ZR(X,QY)ZR(X,Y)QZ+2rn(n1)[S(Y,Z)XS(X,Z)Y]=0. (5.10)

    Taking inner product of (5.10) with respect to the vector field ξ we get

    η(Q(R(X,Y)Z))η(R(QX,Y)Z)η(R(X,QY)Z)η(R(X,Y)QZ)+2rn(n1)[S(Y,Z)η(X)S(X,Z)η(Y)]=0.

    Putting Z=ξ in above we obtain

    η(Q(R(X,ξ)Z))η(R(QX,ξ)Z)η(R(X,Qξ)Z)η(R(X,ξ)QZ)+2rn(n1)[S(ξ,Z)η(X)S(X,Z)]=0. (5.11)

    Again from (2.9) we can derive

    η(Q(R(X,ξ)Z))=η(R(X,Qξ)Z)=(n1)[ϵη(X)η(Z)g(X,Z)], (5.12)
    η(R(QX,ξ)Z)=η(R(X,ξ)QZ)=ϵ[S(X,Z)+(n1)η(X)η(Z)]. (5.13)

    By virtue of (5.12) and (5.13), the Eq (5.11) becomes

    ϵ[(n1)η(X)η(Z)+S(X,Z)]rn(n1)[S(ξ,Z)η(X)S(X,Z)]=0.

    Using (2.12) in above we arrive at

    [ϵ+rn(n1)][(n1)η(X)η(Z)+S(X,Z)]=0.

    Hence we can conclude that either r=ϵn(n1) or,

    S(X,Z)=(n1)η(X)η(Z). (5.14)

    Now combining Eqs (5.14) and (3.3), we get

    [(λ+ϵ)(p2+1n)]g(X,Z)+(μn)η(X)η(Z)=0.

    Taking Z=ξ in above yields

    [ϵ(λ(p2+1n))+(μ+1n)]η(X)=0,XTM.

    Since η(X)0 always, from the above we can conclude that λ=(p2+1n)+ϵ(nμ1). Hence we can state the following

    Theorem 5.5. Let (M,g) be an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ). If the manifold satisfies the curvature condition QC=0, then either the scalar curvature of the manifold is constant or the manifold is a special type of η-Einstein manifold of the form (5.14) and the scalars λ and μ are related by λ=(p2+1n)+ϵ(nμ1).

    We conclude this section by this result on W2-curvature tensor. For this let us consider an n-dimensional ϵ-Kenmotsu manifold admitting a conformal η-Ricci soliton (g,ξ,λ,μ) and assume that the manifold satisfies the curvature condition W2(ξ,Y)S=0. Then we can write

    S(W2(ξ,Y)Z,U)+S(Z,W2(ξ,Y)U)=0,Y,Z,UTM.

    Putting U=ξ in above we get

    S(W2(ξ,Y)Z,ξ)+S(Z,W2(ξ,Y)ξ)=0. (5.15)

    Now taking X=ξ in (2.16) we obtain

    W2(ξ,Y)Z=R(ξ,Y)Z+1n1[ϵη(Z)QYg(Y,Z)Qξ].

    Using (2.9) in above yields

    W2(ξ,Y)Z=η(Z)Yϵg(Y,Z)ξ+1n1[ϵη(Z)QYg(Y,Z)Qξ]. (5.16)

    putting Z=ξ in (5.16) we arrive at

    W2(ξ,Y)ξ=Yη(Y)ξ+ϵn1[QYη(Y)Qξ]. (5.17)

    Using (5.16) and (5.17) in the Eq (5.15) and taking (2.1), (2.12) into account, we get

    S(Y,Z)+ϵn1[S(Z,QY)η(Y)S(Z,Qξ)]+ϵ(n1)g(Y,Z)ϵη(Z)η(QY)+g(Y,Z)η(Qξ)=0. (5.18)

    Taking Y=ξ and taking (2.12) and (2.13) into account, the previous equation identically satisfies:

    ϵ(n1)g(ξ,Z)+(n1)η(Z)ϵ(n1)g(ξ,Z)+S(Z,ξ)S(Z,ξ)(n1)eta(Z)=0. (5.19)

    Thus we arrive at the following

    Theorem 5.6. Every n-dimensional ϵ-Kenmotsu manifold (M,g) admitting a conformal η-Ricci soliton (g,ξ,λ,μ) satisfies the curvature condition W2(ξ,Y)S=0.

    A vector field V on an n-dimensional ϵ-Kenmotsu manifold is said to be torse-forming vector field [56] if

    XV=fX+γ(X)V, (6.1)

    where f is a smooth function and γ is a 1-form.

    Now let (g,ξ,λ,μ) be a conformal η-Ricci soliton on an ϵ-Kenmotsu manifold (M,g,ξ,ϕ,η) and assume that the Reeb vector field ξ of the manifold is a torse-forming vector field. Then ξ being a torse-forming vector field, by definiton from Eq (6.1) we have

    Xξ=fX+γ(X)ξ, (6.2)

    XTM, f being a smooth function and γ is a 1-form.

    Recalling the Eq (2.6) and taking inner product on both sides with ξ we can write

    g(Xξ,ξ)=ϵg(X,ξ)ϵη(X)g(ξ,ξ),

    which, in view of (2.2), reduces to

    g(Xξ,ξ)=0. (6.3)

    Again from the Eq (6.2), applying inner product with ξ we obtain

    g(Xξ,ξ)=ϵfη(X)+ϵγ(X). (6.4)

    Combining (6.3) and (6.4) we get, γ=fη. Thus for torse-forming vector field ξ in ϵ-Kenmotsu manifolds, we have

    Xξ=f(Xη(X)ξ). (6.5)

    Since (g,ξ,λ,μ) is a conformal η-Ricci soliton, from (1.2) we can write

    g(Xξ,Y)+g(Yξ,X)+2S(X,Y)+[2λ(p+2n)]g(X,Y)+2μη(X)η(Y)=0.

    In view of (6.5) the above becomes

    S(X,Y)=[(p2+1n)(λ+f)]g(X,Y)+(ϵfμ)η(X)η(Y). (6.6)

    This implies that the manifold is an η-Einstein manifold. Therefore we have the following

    Theorem 6.1. Let (g,ξ,λ,μ) be a conformal η-Ricci soliton on an n-dimensional ϵ-Kenmotsu manifold (M,g), with torse-forming vector field ξ, then the manifold becomes an η-Einstein manifold of the form (6.6).

    In particular if ξ is spacelike, i.e., ϵ=1, then for μ=f, the Eq (6.6) reduces to

    S(X,Y)=[(p2+1n)(λ+f)]g(X,Y), (6.7)

    which implies that the manifold is an Einstein manifold. Similarly for ξ timelike and for μ=f, from (6.6) we can say that the manifold becomes an Einstein manifold. Therefore we can state

    Corollary 6.2. Let (g,ξ,λ,μ) be a conformal η-Ricci soliton on an n-dimensional ϵ-Kenmotsu manifold (M,g), with torse-forming vector field ξ, then the manifold becomes an Einstein manifold according as ξ is spacelike and μ=f, or ξ is timelike and μ=f.

    This section is devoted to the study of ϵ-Kenmotsu manifolds admitting gradient conformal η-Ricci solitons and we try to characterize the potential vector field of the soliton. First, we prove the following lemma which will be used later in this section.

    Lemma 7.1. On an n-dimensional ϵ-Kenmotsu manifold (M,g,ϕ,ξ,η), the following relations hold

    g((ZQ)X,Y)=g((ZQ)Y,X), (7.1)
    (ZQ)ξ=ϵQZ(n1)Z, (7.2)

    for all smooth vector fields X,Y,Z on M.

    Proof. Since we know that the Ricci tensor is symmetric, we have g(QX,Y)=g(X,QY). Covariantly differentiating this relation along Z and using g(QX,Y)=S(X,Y) we can easily obtain (7.1).

    To prove the second part, let us recall Eq (2.13) and taking its covariant derivative in the direction of an arbitrary smooth vector field Z we get

    (ZQ)ξ+Q(Zξ)+ϵ(n1)Zξ=0. (7.3)

    In view of (2.6) and (2.13), the previous equation gives the desired result (7.2). This completes the proof.

    Now, we consider ϵ-Kenmotsu manifolds admitting gradient conformal η-Ricci solitons i.e., when the vector field V is gradient of some smooth function f on M. Thus if V=Df, where Df=gradf, then the conformal η-Ricci soliton equation becomes

    Hessf+S+[λ(p2+1n)]g+μηη=0, (7.4)

    where Hessf denotes the Hessian of the smooth function f. In this case the vector field V is called the potential vector field and the smooth function f is called the potential function.

    Lemma 7.2. If (g,V,λ,μ) is a gradient conformal η-Ricci soliton on an n-dimensional ϵ-Kenmotsu manifold (M,g,ϕ,ξ,η), then the Riemannian curvature tensor R satisfies

    R(X,Y)Df=[(YQ)X(XQ)Y]+ϵμ[η(X)Yη(Y)X]. (7.5)

    Proof. Since the data (g,V,λ,μ) is a gradient conformal η-Ricci soliton, Eq (7.4) holds and it can be rewritten as

    XDf=QX[λ(p2+12n+1)]Xμη(X)ξ, (7.6)

    for all smooth vector field X on M and for some smooth function f such that V=Df=gradf. Covariantly diffrentiating the previous equation along an arbitrary vector field Y and using (2.6) we obtain

    YXDf=Y(QX)[λ(p2+12n+1)]YXμ[(Yη(X))ξ+ϵ(Yη(Y)ξ)η(X)]. (7.7)

    Interchanging X and Y in (7.7) gives

    XYDf=X(QY)[λ(p2+12n+1)]XYμ[(Xη(Y))ξ+ϵ(Xη(X)ξ)η(Y)]. (7.8)

    Again in view of (7.6) we can write

    [X,Y]Df=Q(XYYX)μη(XYYX)ξ[λ(p2+12n+1)](XYYX). (7.9)

    Therefore substituting the values from (7.7), (7.8) (7.9) in the following well-known Riemannian curvature formula

    R(X,Y)Z=XYZYXZ[X,Y]Z,

    we obtain our desired expression (7.5). This completes the proof.

    Remark 7.3. A particular case of the above result for the case ϵ=1 is proved in Lemma 4.1 in the paper [18].

    Now we proceed to prove our main result of this section.

    Theorem 7.4. Let (M,g,ϕ,ξ,η) be an n-dimensional ϵ-Kenmotsu manifold admitting a gradient conformal η-Ricci soliton (g,V,λ,μ), then the potential vector field V is pointwise collinear with the characteristic vector field ξ.

    Proof. Recalling the Eq (2.8) and taking its inner product with Df yields

    g(R(X,Y)ξ,Df)=(Yf)η(X)(Xf)η(Y).

    Again we know that g(R(X,Y)ξ,Df)=g(R(X,Y)Df,ξ) and in view of this the previous equation becomes

    g(R(X,Y)Df,ξ)=(Xf)η(Y)(Yf)η(X). (7.10)

    Now taking inner product of (7.5) with ξ and using (7.2) we obtain

    g(R(X,Y)Df,ξ)=0. (7.11)

    Thus combining (7.10) and (7.11) we arrive at

    (Xf)η(Y)=(Yf)η(X).

    Taking Y=ξ in the foregoing equation gives us (Xf)=(ξf)η(X), which essentially implies g(X,Df)=g(X,ϵ(ξf)ξ). Since this equation is true for all X, we can conclude that

    V=Df=ϵ(ξf)ξ. (7.12)

    Hence, V is pointwise collinear with ξ and this completes the proof.

    Remark 7.5. Since, the above result is independent of ϵ, it is also true for ϵ=1, i.e., for the case of Kenmotsu manifold (for details see [18]).

    Corollary 7.6. If (g,V,λ,μ) is a gradient conformal η-Ricci soliton on an n-dimensional ϵ-Kenmotsu manifold (M,g,ϕ,ξ,η), then the direction of the potential vector field V is same or opposite to the direction of the characteristic vector field ξ, according as ξ is spacelike or timelike vector field.

    Again covariantly differentiating (7.12) and then combining it with (7.6), and after that taking X=ξ in the derived expression we obtain

    2ξf=λ+μ(p2+1n)ϵ(n1).

    Hence we can conclude the following

    Corollary 7.7. If (g,V=Df,λ,μ) is a gradient conformal η-Ricci soliton on an n-dimensional ϵ-Kenmotsu manifold (M,g,ϕ,ξ,η), then at the particular point ξ, the potential function f satisfies the Laplace's equation 2f=0, if and only if,

    λ+μ=(p2+1n)+ϵ(n1).

    Let us consider the 5-dimensional manifold M={(u1,u2,v1,v2,w)R5:w0}. Define a set of vector fields {ei:1i5} on the manifold M given by

    e1=ϵwu1,e2=ϵwu2,e3=ϵwv1,e4=ϵwv2,e5=ϵww.

    Let us define the indefinite metric g on M by

    g(ei,ej)={ϵ,fori=j0,forij

    for all i,j=1,2,3,4,5. Now considering e5=ξ, let us take the 1-form η, on the manifold M, defined by

    η(U)=ϵg(U,e5)=ϵg(U,ξ),UTM.

    Then it can be observed that η(e5=1). Let us define the (1,1) tensor field ϕ on M as

    ϕ(e1)=e2,ϕ(e2)=e1,ϕ(e3)=e4,ϕ(e4)=e3,ϕ(e5)=0.

    Then using the linearity of g and ϕ it can be easily checked that

    ϕ2(U)=U+η(U)ξ,g(ϕU,ϕV)=g(U,V)ϵη(U)η(V),U,VTM.

    Hence the structure (ϕ,ξ,η,g,ϵ) defines an indefinite almost contact structure on the manifold M.

    Now, using the definitions of Lie bracket, direct computations give us

    [ei,e5]=ϵei;i=1,2,3,4,5 and all other [ei,ej] vanishes. Again the Riemannian connection of the metric g is defined by the well-known Koszul's formula which is given by

    2g(XY,Z)=Xg(Y,Z)+Yg(Z,X)Zg(X,Y)g(X,[Y,Z])+g(Y,[Z,X])+g(Z,[X,Y]).

    Using the above formula one can easily calculate that

    eiei=ϵe5, eie5=ϵei; for i = 1, 2, 3, 4 and all other eiej vanishes. Thus it follows that Xξ=ϵ(Xη(X)ξ),XTM. Therefore the manifold (M,g) is a 5-dimensional ϵ-Kenmotsu manifold.

    Now using the well-known formula R(X,Y)Z=XYZYXZ[X,Y]Z the non-vanishing components of the Riemannian curvature tensor R can be easily obtained as

    R(e1,e2)e2=R(e1,e3)e3=R(e1,e4)e4=R(e1,e5)e5=e1,R(e1,e2)e1=e2,R(e1,e3)e1=R(e1,e3)e2=R(e1,e3)e5=e3,R(e1,e2)e3=R(e1,e2)e4=R(e1,e2)e5=e2,R(e1,e2)e4=e3,R(e1,e2)e2=R(e1,e2)e1=R(e1,e2)e4=R(e1,e2)e3=e5,R(e1,e2)e1=R(e1,e2)e2=R(e1,e2)e3=R(e1,e2)e5=e4.

    From the above values of the curvature tensor, we obtain the components of the Ricci tensor as follows

    S(e1,e1)=S(e2,e2)=S(e3,e3)=S(e4,e4)=S(e5,e5)=4. (8.1)

    Therefore using (8.1) in the Eq (3.3) we can calculate λ=3ϵ+(p2+15) and μ=1. Hence we can say that for λ=3ϵ+(p2+15) and μ=1, the data (g,ξ,λ,μ) defines a 5-dimensional conformal η-Ricci soliton on the manifold (M,g,ϕ,ξ,η).

    The effect of conformal η-Ricci solitons have been studied within the framework of ϵ-Kenmotsu manifolds. Here we have characterized ϵ-Kenmotsu manifolds, which admit conformal η-Ricci soliton, in terms of Einstein and η-Einstein manifolds. It is well-known that for ϵ=1 and spacelike Reeb vector field ξ, the ϵ-Kenmotsu manifold becomes a Kenmotsu manifold. Also we know that Einstein manifolds, Kenmotsu manifolds are very important classes of manifolds having extensive use in mathematical physics and general relativity. Hence it is interesting to investigate conformal η-Ricci solitons on Sasakian manifolds as well as in other contact metric manifolds. Also there is further scope of research in this direction within the framework of various complex manifolds like Kaehler manifolds, Hopf manifolds etc.

    This work was funded by National Natural Science Foundation of China (Grant No. 12101168), Zhejiang Provincial Natural Science Foundation of China (Grant No. LQ22A010014) and National Board for Higher Mathematics (NBHM), India (Ref No: 0203/11/2017/RD-II/10440).

    The authors declare no conflict of interest.



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