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Bifurcation and negative self-feedback mechanisms for enhanced spike-timing precision of inhibitory interneurons

  • A high spike-timing precision characterized by a small variation in interspike intervals of neurons is important for information processing in various brain functions. An experimental study on fast-spiking interneurons has shown that inhibitory autapses functioning as negative self-feedback can enhance spike-timing precision. In the present paper, bifurcation and negative self-feedback mechanisms for the enhanced spike-timing precision to stochastic modulations are obtained in two theoretical models, presenting theoretical explanations to the experimental finding. For stochastic spikes near both the saddle-node bifurcation on an invariant cycle (SNIC) and the subcritical Hopf (SubH) bifurcation with classes 1 and 2 excitabilities, respectively, enhanced spike-timing precision appears in large ranges of the conductance and the decaying rate of inhibitory autapses, closely matching the experimental observation. The inhibitory autaptic current reduces the membrane potential after a spike to a level lower than that in the absence of inhibitory autapses and the threshold to evoke the next spike, making it more difficult for stochastic modulations to affect spike timings, and thereby enhancing spike-timing precision. In addition, firing frequency near the SubH bifurcation is more robust than that near the SNIC bifurcation, resulting in a higher spike-timing precision for the SubH bifurcation. The bifurcation and negative self-feedback mechanisms for the enhanced spike-timing precision present potential measures to modulate the neuronal dynamics or the autaptic parameters to adjust the spike-timing precision.

    Citation: Yanbing Jia, Huaguang Gu, Xianjun Wang, Yuye Li, Chunhuizi Zhou. Bifurcation and negative self-feedback mechanisms for enhanced spike-timing precision of inhibitory interneurons[J]. Electronic Research Archive, 2024, 32(1): 90-108. doi: 10.3934/era.2024005

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  • A high spike-timing precision characterized by a small variation in interspike intervals of neurons is important for information processing in various brain functions. An experimental study on fast-spiking interneurons has shown that inhibitory autapses functioning as negative self-feedback can enhance spike-timing precision. In the present paper, bifurcation and negative self-feedback mechanisms for the enhanced spike-timing precision to stochastic modulations are obtained in two theoretical models, presenting theoretical explanations to the experimental finding. For stochastic spikes near both the saddle-node bifurcation on an invariant cycle (SNIC) and the subcritical Hopf (SubH) bifurcation with classes 1 and 2 excitabilities, respectively, enhanced spike-timing precision appears in large ranges of the conductance and the decaying rate of inhibitory autapses, closely matching the experimental observation. The inhibitory autaptic current reduces the membrane potential after a spike to a level lower than that in the absence of inhibitory autapses and the threshold to evoke the next spike, making it more difficult for stochastic modulations to affect spike timings, and thereby enhancing spike-timing precision. In addition, firing frequency near the SubH bifurcation is more robust than that near the SNIC bifurcation, resulting in a higher spike-timing precision for the SubH bifurcation. The bifurcation and negative self-feedback mechanisms for the enhanced spike-timing precision present potential measures to modulate the neuronal dynamics or the autaptic parameters to adjust the spike-timing precision.



    In the year 2003, Shaikh [18] introduced a fascinating mathematical concept known as (LCS)n-manifold, which stands for Lorentzian concircular structure manifold. This concept has profound implications in the field of general relativity. It was subsequently discovered that (LCS)n-spacetimes are intricately connected to generalized Robertson Walker spacetimes [10], a well-established framework in cosmology.

    The (LCS)n-structure has garnered considerable attention due to its wide-ranging applications in the general theory of relativity. Researchers, as evidenced by studies such as [19,20], have explored the various implications and consequences of this structure within the framework of Einstein's theory.

    One intriguing property of the (LCS)n-structure is its invariance under conformal transformations. This means that the structure remains unaltered when subjected to a conformal transformation, a mathematical operation that preserves angles but alters distances.

    The concept of slant submanifolds was first introduced in the seminal work by Chen [3]. Building upon this notion, the idea of slant immersions of Riemannian manifolds into almost contact metric manifolds was further developed by Lotta [9]. Pointwise slant submanifolds, another variant of this concept, were introduced and investigated by Etayo [7]. For more comprehensive information on these topics, one may read [13,17].

    To explore additional classes of submanifolds within this manifold framework, researchers are suggested to go through Atehui [1] and Hui et al. [8].

    The notion of warped product manifolds, on the other hand, originated from the pioneering work of Bishop and O'Neill [2] and has since been extensively studied in the literature, see [4,5,6,8,14,22,24]. The existence or non-existence of such product manifolds holds great significance, as it contributes to our understanding of the geometric structures and properties of these manifolds.

    Let (ˉΣ,g) be an n-dimensional Lorentzian manifold with Lorentzian metric g and ˉ be the Levi-Civita connection for g. The (LCS)n-manifold is defined as an n-dimensional Lorentzian manifold equipped with

    ξ, a unit timelike concircular vector field,

    η, ξ's associated 1-form,

    ● an (1,1) tensor field ϕ,

    such that

    ˉPξ=αϕP, (2.1)

    for some non-zero scalar function α which satisfies

    ˉPα=Pα=dα(P)=ρη(P), (2.2)

    where ρ=(ξα) is also a scalar and PΓ(TˉΣ). A (LCS)n-manifold becomes a LP-Sasakian manifold when α=1 [11,12].

    From [18], we get some basic relations in a (LCS)n-manifold (n>2) ˉΣ:

    η(ξ)=1,  ϕξ=0,   η(ϕP)=0,   g(ϕP,ϕQ)=g(P,Q)+η(P)η(Q), (2.3)
    ϕ2P=P+η(P)ξ, (2.4)
    (ˉPϕ)Q=α{g(P,Q)ξ+2η(P)η(Q)ξ+η(Q)P}, (2.5)

    for all P, Q, ZΓ(TˉΣ). Throughout the paper, we denote a (LCS)n-manifold by ˉΣ.

    We consider a submanifold ΣˉΣ with induced metric g and suppose that , denotes the induced connections on TΣ and TΣ of Σ, respectively. In this regard, the Gauss and Weingarten formulae are

    ˉPQ=PQ+ζ(P,Q), (2.6)

    and

    ˉPV=AVP+PV, (2.7)

    for all P,QΓ(TΣ) and VΓ(TΣ), where the second fundamental form is denoted by ζ and AV denotes the shape operator (corresponding to V) for the immersion ΣˉΣ such that g(ζ(P,Q),V)=g(AVP,Q).

    For PΓ(TΣ), the gradient i of a differentiable function i on Σ is defined by

    g(i,P)=Pi. (2.8)

    We also have

    (a) ϕP=hP+kP,  (b) ϕV=lV+fV, (2.9)

    for any PΓ(TΣ) and VΓ(TΣ), where hP, lV are the tangential components and kP, fV are the normal components.

    A submanifold ΣˉΣ is said to be invariant if ϕ(TpΣ)TpΣ and anti-invariant if ϕ(TpΣ)TpΣ for every pΣ.

    A submanifold ΣˉΣ is said to be slant if for each non-zero vector PTpΣ, the angle β(0βπ2) between ϕP and TpΣ is a constant, i.e., it is independent of the choice of pΣ. Again Σ is said to be pointwise slant of ˉΣ if β depends on P.

    From [21], we find that a submanifold ΣˉΣ with ξΓ(TΣ) is pointwise slant if and only if

    h2=cos2β(I+ηξ), (2.10)

    for some real valued function β defined on TΣ. Also if Dβ is a pointwise slant distribution on pointwise slant submanifold Σ with ξΓ(TΣ), then

    g(hZ,hW)=cos2β{g(Z,W)+η(Z)η(W)},   (2.11)
    g(kZ,kW)=sin2β{g(Z,W)+η(Z)η(W)}, (2.12)

    for any Z, WΓ(Dβ).

    Let (N1,g1) and (N2,g2) be two semi-Riemannian manifolds and i be a positive smooth function on N1. The warped product of (N1,g1) and (N2,g2) is denoted by N1×iN2:=(N1×N2,g), where

    g=g1+i2g2, (2.13)

    and i is the warping function. From [16], we have

    UP=PU=(Plni)U,PΓ(TN1) and UΓ(TN2). (2.14)

    We consider ΣI, Σ, Σβ, and Σψ as invariant, anti-invariant, proper slant, and proper pointwise slant submanifolds of ˉΣ. In this paper, we study the following two different classes of warped product submanifolds of ˉΣ.

    First Class: Σ=Σ1×iΣ with ξ tangent to Σ1, where Σ1=ΣI×Σβ. This class of submanifolds are known as warped product skew-CR submanifolds [15].

    Second Class: Σ=Σ2×iΣψ with ξ tangent to Σ2, where Σ2=ΣI×Σ. This class of submanifolds are known as warped product CR-slant submanifolds [23,25].

    Throughout this paper, we consider the tangent spaces of ΣI, Σ, Σβ,  and Σψ as DI, D, Dβ,  and  Dψ, respectively.

    First, we construct an example of a submanifold of the { First Class}.

    Example 1. Consider the Euclidean space R13 with the cartesian coordinates (u1,v1,,u6,v6,t) and para contact structure

    ϕ(ui)=vi,ϕ(vj)=uj,ϕ(t)=0,1i,j6.

    It is clear that R13 is a Lorentzian manifold with usual semi-Euclidean metric tensor. For any non-zero λ,τ, and β[0,π2], let Σ be a submanifold of R13 defined by the immersion map χ:R6R13 as

    χ(λ,τ,β,μ,ϱ,t)=(λcosβ,λsinβ,τcosβ,τsinβ,4λ+3τ,3λ+4τ,τcosβ,τsinβ,λcosβ,λsinβ,μ,ϱ,t).

    Then the tangent space of Σ is spanned by the following vectors

    J1=cosβu1+sinβv1+4u3+3v3cosβu5+sinβv5,J2=cosβu2+sinβv2+3u3+4v3cosβu4+sinβv4,J3=λsinβu1+λcosβv1τsinβu2+τcosβv2+τsinβu4+τcosβv4+λsinβu5+λcosβv5,J4=u6, J5=v6, and J6=t.

    Then we have

    ϕJ1=cosβv1+sinβu1+4v3+3u3cosβv5+sinβu5,ϕJ2=cosβv2+sinβu2+3v3+4u3cosβv4+sinβu4,
    ϕJ3=λsinβv1+λcosβu1τsinβv2+τcosβu2+τsinβv4+τcosβu4+λsinβv5+λcosβu5,ϕJ4=v6,ϕJ5=u6, andϕJ6=0.

    Therefore, it is clear that DI=span{J4, J5, J6} is an invariant distribution, Dβ=span{J1, J2} is a slant distribution with slant angle cos1(2527), and D=span{J3} is an anti-invaiant distribution. Hence Σ is a skew CR-submanifold. Denote the integral manifolds of DI, D, and Dβ by ΣI,Σ, and Σβ, respectively. Then the product metric g of Σ is given by

    g=dt2+27(dλ2+dτ2)+(dμ2+dϱ2)+2(λ2+τ2)dβ2.

    Consequently Σ is a warped product skew CR-submanifold of type Σ1×iΣ of R13, where Σ1=ΣI×Σβ with warping function i=2(λ2+τ2).

    We take dimΣI=2a+1, dimΣ=b, dimΣβ=2c and their corresponding tangent spaces are DI{ξ}, D, and Dβ, respectively.

    Assume that {x1,x2,,xa,xa+1=ϕx1, ,x2a=ϕxa,x2a+1=ξ}, {x2a+2=x1,,x2a+b+1=xb}, and {x2a+b+2=ˆx1,x2a+b+3=ˆx2,, x2a+b+c+1=ˆxc,x2a+b+c+2=ˆxc+1=secβhˆx1, ,x2a+b+2c+1(=xm)=ˆx2c=secβhˆxc} are local orthonormal frames of DI{ξ}, D, and Dβ, respectively.

    Then the local orthonormal frames for ϕD and kDβ are {xm+1=~x1=ϕx1,,xm+b=~xb=ϕxb} and {xm+b+1=˜xb+1=cscβkˆx1,, xm+b+c=˜xb+c=cscβkˆxc,xm+b+c+1=˜xb+c+1=cscβsecβkhˆx1, ,xm+b+2c=˜xb+2c=cscβsecβkhˆxc}, respectively. Also {xm+b+2c+1,,xn} is a normal subbundle. We denote it by ν. Clearly ν is ϕ invariant and dim ν=(nmb2c).

    First, we prove the following lemmas:

    Lemma 1. Let Σ=Σ1×iΣ be a warped product submanifold of ˉΣ such that ξ is tangent to Σ1=ΣI×Σβ. Then we have

    g(ζ(P,Q),ϕZ)=g(ζ(P,Z),kU)=g(ζ(P,U),ϕZ)=0, (3.1)

    and

    g(ζ(U,Z),kV)+g(ζ(U,V),ϕZ)=0, (3.2)

    for every P, QΓ(ΣI), ZΓ(Σ), and U,VΓ(Σβ).

    Proof. For P, QΓ(ΣI), ZΓ(Σ), and U,VΓ(Σβ), we find

    g(ζ(P,Q),ϕZ)=g(QϕP,Z)g((ˉQϕ)P,Z), (3.3)
    g(ζ(P,Z),kU)=g(ZϕP,U)g((ˉZϕ)P,U)+g(P,ZhU), (3.4)

    and

    g(ζ(P,U),ϕZ)=g(UϕP,Z)g((ˉUϕ)P,Z). (3.5)

    Using (2.5) and (2.14) in (3.3)–(3.5), we get (3.1).

    Also we have

    g(ζ(U,V),ϕZ)=g(hV,UZ)g((ˉUϕ)V,Z)+g(ˉUkV,Z). (3.6)

    Using (2.5) and (2.14) in (3.6), we get (3.2).

    Lemma 2. Let Σ=Σ1×iΣ be a warped product submanifold of ˉΣ such that ξ is tangent to Σ1=ΣI×Σβ. Then we have

    g(ζ(P,Z),ϕW)={(ϕPlni)αη(P)}g(Z,W), (3.7)
    g(ζ(ϕP,Z),ϕW)={(Plni)+αη(P)}g(Z,W), (3.8)

    and

    g(ζ(Z,U),ϕW)+g(ζ(Z,W),kU)={(hUlni)αη(U)}g(Z,W), (3.9)

    for every PΓ(ΣI), Z, WΓ(Σ), and UΓ(Σβ).

    Proof. For PΓ(ΣI), Z, WΓ(Σ), and UΓ(Σβ), we find

    g(ζ(P,Z),ϕW)=g(ˉZϕP,W)g((ˉZϕ)P,W). (3.10)

    Using (2.5) and (2.14) in (3.10), we get (3.7). Replacing P by ϕP and applying (ξlni)=α in (3.7), we get (3.8).

    Also we have

    g(ζ(Z,U),ϕW)=g(ˉZhU,W)+g(ˉZkU,W)g((ˉZϕ)U,W). (3.11)

    Using (2.5) and (2.14) in (3.11), we get (3.9).

    Corollary 1. Let Σ=Σ1×iΣ be a DDθ warped product submanifold of ˉΣ such that ξ is tangent to Σ1=ΣI×Σβ, then we have

    g(ζ(Z,W),kU)={(hUlni)αη(U)}g(Z,W), (3.12)

    and

    g(ζ(Z,W),khU)=cos2θ[(Ulni)αη(U)]g(Z,W), (3.13)

    for every Z, WΓ(Σ), and UΓ(Σβ).

    Now we establish an inequality on a submanifold Σ of the First Class of ˉΣ.

    Theorem 1. Let Σ=Σ1×iΣ be a DDβ mixed geodesic warped product submanifold of ˉΣ such that ξ is tangent to ΣI, where Σ1=ΣI×Σβ. Then the squared norm of the second fundamental form satisfies

    ζ2b[{2(Ilni2)}+cot2ββlni2], (3.14)

    where Ilni and βlni are the gradient of lni along ΣI and Σβ, respectively, and for the case of equality, Σ1 becomes totally geodesic and Σ becomes totally umbilical in ˉΣ.

    Proof. From (2.8), we have

    ζ2=mp,q=1g(ζ(xp,xq),ζ(xp,xq))=nr=m+1g(ζ(xp,xq),xr)2.

    Decomposing the above relation for our constructed frames, we get

    ζ2=nr=m+12a+1p,q=1g(ζ(xp,xq),xr)2+nr=m+1bp,q=1g(ζ(xp,xq),xr)2+nr=m+12ci,j=1g(ζ(^xp,^xq),xr)2+2nr=m+1bp=12cq=1g(ζ(xp,^xq),xr)2+2nr=m+1bp=12a+1q=1g(ζ(xp,xq),xr)2+2nr=m+12cp=12a+1q=1g(ζ(^xp,xq),xr)2. (3.15)

    Now, again decomposing (3.15) along the normal subbundles ϕD, kDβ, and ν, we get

    ζ2=m+br=m+12a+1p,q=1g(ζ(xp,xq),xr)2+m+b+2cr=m+b+12a+1p,q=1g(ζ(xp,xq),xr)2+nr=m+b+2c+12a+1p,q=1g(ζ(xp,xq),xr)2+m+br=m+1bp,q=1g(ζ(xp,xq),xr)2+m+b+2cr=m+b+1bp,q=1g(ζ(xp,xq),xr)2+nr=m+b+2c+1bp,q=1g(ζ(xp,xq),xr)2+m+br=m+12cp,q=1g(ζ(ˆxp,ˆxq),xr)2+m+b+2cr=m+b+12cp,q=1g(ζ(ˆxp,ˆxq),xr)2+nr=m+b+2c+12cp,q=1g(ζ(ˆxp,ˆxq),xr)2+2m+br=m+1bp=12cq=1g(ζ(xp,ˆxq),xr)2+2m+b+2cr=m+b+1bp=12cq=1g(ζ(xp,ˆxq),xr)2+2nr=m+b+2c+1bp=12cq=1g(ζ(xp,ˆxq),xr)2+2m+br=m+12a+1p=1bq=1g(ζ(xp,xq),xr)2+2m+b+2cr=m+b+12a+1p=1bq=1g(ζ(xp,xq),xr)2+2nr=m+b+2c+12a+1p=1bq=1g(ζ(xp,xq),xr)2+2m+br=m+12a+1p=12cq=1g(ζ(xp,ˆxq),xr)2+2m+b+2cr=m+b+12a+1p=12cq=1g(ζ(xp,ˆxq),xr)2+2nr=m+b+2c+12a+1p=12cq=1g(ζ(xp,ˆxq),xr)2. (3.16)

    Now, we can not find any relation for a warped product in the form g(ζ(E,F),ν) for any E,FΓ(TΣ). So, we leave the positive third, sixth, ninth, twelfth, fifteenth, and eighteenth terms of (3.16). Also, using Lemma 3.1 and the DDβ mixed geodesic property of Σ in (3.16), we get

    |ζ2br=1bp,q=2a+1g(ζ(xp,xq),kˆxr)2+br=1bp,q=1g(ζ(xp,xq),ϕxr)2+2cr=1bp,q=1g(ζ(xp,xq),kˆxr)2+2cr=12cp,q=1g(ζ(ˆxp,ˆxq),kˆxr)2+2br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2+22cr=12a+1p=12cq=1g(ζ(xp,ˆxq),kˆxr)2. (3.17)

    Also, we have no relation for a warped product of the forms g(ζ(Z,W),ϕD), g(ζ(P,Q),kDβ), g(ζ(P,U),kDβ), and g(ζ(U,V),kDβ) for any P, QΓ(DI) Z, WΓ(D), U, VΓ(Dβ{ξ}). So, we leave these terms from (3.17) and obtain

    ζ22cr=1bp,q=1g(ζ(xp,xq),kˆxr)2+2br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2. (3.18)

    Now

    2cr=1bp,q=1g(ζ(xp,xq),kˆxr)2=csc2βcr=1bp,q=1g(ζ(xp,xq),kˆxr)2+csc2βsec2βcr=1bp,q=1g(ζ(xp,xq),khˆxr)2.

    Using Corollary 3.1, the above relation reduces to

    2cr=1bp,q=1g(ζ(xp,xq),kˆxr)2=bcsc2β2cr=1[h(ˆxrlni)η(ˆxr)]2+bcot2β[2cr=1[(ˆxrlni)+αη(ˆxr)]2. (3.19)

    Now, since η(ˆxr=0), for every r=1,2,2c. So (3.19) turns into

    2cr=1bp,q=1g(ζ(xp,xq),kˆxr)2=bcot2ββlni2. (3.20)

    On the other hand

    br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2=br=1ap=1bq=1g(ζ(xp,xq),ϕxr)2+br=1ap=1bq=1g(ζ(ϕxp,xq),ϕxr)2+br=1g(ζ(ξ,xq),ϕxr)2.

    Using Lemma 3.2 in the above relation, we obtain

    br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2=bap=1[(ϕxplni)η(xp)]2+bap=1[(xplni)+αη(xp)]2+bα.

    Since η(xp)=0 for every p=1,2,,a, using the relation ξ(lni)=α, the above equation reduces to

    br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2=bIlni2. (3.21)

    Using (3.20) and (3.21) in (3.18), we get the inequality (3.14).

    If the equality of (3.14) holds, then after omitting ν component terms of (3.16), we get ζ(DI,DI)ν, ζ(D,D)ν, ζ(Dβ,Dβ)ν, ζ(D,Dβ)ν, ζ(DI,D)ν, and ζ(DI,Dβ)ν. Also, for the neglected terms of (3.17), we get ζ(DI,DI)kDβ, ζ(D,D)ϕD, ζ(Dβ,Dβ)kDβ, ζ(DI,Dβ)kDβ. Next, for DβD mixed geodesicness and Lemma 3.1, we get ζ(DI,DI)ϕD and ζ(Dβ,Dβ)ϕD.

    Thus, we get ζ(DI,DI)=0, ζ(Dβ,Dβ)=0, ζ(DI,Dβ)=0 and ζ(D,D)kDβ.

    Therefore Σ1 is totally geodesic in Σ and hence in ˉΣ [2]. Again, since Σ is totally umbilical in Σ [2], with the fact that ζ(D,D)kDβ, we conclude that Σ is totally umbilical in ˉΣ.

    Theorem 2. Let Σ=Σ1×iΣ be a DDβ mixed geodesic warped product submanifold of ˉΣ such that ξ is tangent to Σ, where Σ1=Σ×Σβ. Then the squared norm of the second fundamental form satisfies

    ζ2b[2(Ilni2)+cot2β{βlni2α2}], (3.22)

    where Ilni and βlni are the gradient of lni along ΣI and Σβ, respectively, and for the case of equality, Σ1 becomes totally geodesic and Σ becomes totally umbilical in ˉΣ.

    First, we construct an example of a submanifold of the Second Class.

    Example 2. Consider the semi-Euclidean space R21 with the cartesian coordinates (u1,v1,u2,v2,,u10,v10,t) and para contact structure

    ϕ(ui)=vi,ϕ(vj)=uj,ϕ(t)=0,1i,j10.

    It is clear that R21 is a Lorentzian manifold with usual semi-Euclidean metric tensor. For any non-zero λ,τ, and β,ψ[0,π2], let Σ be a submanifold of R21 defined by the immersion map χ:R7R21 as

    χ(λ,τ,β,ψ,μ,ϱ,t)=(λcosβ,λsinβ,τcosβ,τsinβ,λcosψ,λsinψ,τcosψ,τsinψ,4β+3ψ,3β+4ψ,τcosβ,τsinβ,λcosβ,λsinβ,τcosψ,τsinψλcosψ,λsinψ,μ,ϱ,t).

    Then the tangent space of Σ is spanned by the following vectors

    J1=cosβu1+sinβv1+cosψu3+sinψv3cosβu7+sinβv7cosψu9+sinψv9,J2=cosβu2+sinβv2+cosψu4+sinψv4cosβu6+sinβv6cosψu8+sinψv8,J3=λsinβu1+λcosβv1τsinβu2+τcosβv2+4u5+3v5+τsinβu6+τcosβv6+λsinβu7+λcosβv7,J4=λsinψu3+λcosψv3τsinψu4+τcosψv4+3u5+4v5+τsinψu8+τcosψv8+λsinψu9+λcosψv9,J5=u10,J6=v10, andJ7=t.

    Then we have

    ϕJ1=cosβv1+sinβu1+cosψv3+sinψu3cosβv7+sinβu7cosψv9+sinψu9,ϕJ2=cosβv2+sinβu2+cosψv4+sinψu4cosβv6+sinβu6cosψv8+sinψu8,
    ϕJ3=λsinβv1+λcosβu1τsinβv2+τcosβu2+4v5+3u5+τsinβv6+τcosβu6+λsinβv7+λcosβu7,ϕJ4=λsinψv3+λcosψu3τsinψv4+τcosψu4+3v5+4u5+τsinψv8+τcosψu8+λsinψv9+λcosψu9,ϕJ5=v10,ϕJ6=u10,  andϕJ7=0.

    Therefore, it is clear that DI=span{J5, J6, J7} is an invariant distribution, Dψ=span{J3, J4} is a pointwise slant distribution with pointwise slant function cos1(252λ2+2τ2+25), and D=span{J3,J4} is an anti-invaiant distribution. Hence Σ is a CR-slant submanifold. Denote the integral manifolds of DI, D, and Dψ by ΣI,Σ, and Σβ, respectively. Then the product metric g of Σ is given by

    g=dt2+4(dλ2+dτ2)+(dμ2+dϱ2)+(4λ2+4τ2+25)(dβ2+dψ2).

    Consequently Σ is a warped product CR-slant submanifold of type Σ2×iΣβ of R21, where Σ2=ΣI×Σψ with warping function i=4λ2+4τ2+25.

    Now we prove the following lemmas:

    Lemma 3. Let Σ=Σ2×iΣψ be a warped product submanifold of ˉΣ such that ξ is tangent to Σ2=ΣI×Σ. Then we have

    g(ζ(P,Q),kU)=g(ζ(P,U),ϕZ)=g(ζ(P,Z),kU)=0, (4.1)

    and

    g(ζ(Z,PU),ϕW)+g(ζ(Z,W),khU)=0, (4.2)

    for every P, QΓ(ΣI), Z, WΓ(Σ), and UΓ(Σψ).

    Proof. For P, QΓ(ΣI), Z, WΓ(Σ), and UΓ(Σψ), we find

    g(ζ(P,Q),kU)=g(ϕP,QU)g((ˉQϕ)P,U), (4.3)
    g(ζ(P,U),ϕZ)=g(ˉUϕP,Z)g((ˉUϕ)P,Z)+g(P,ˉU,Z), (4.4)

    and

    g(ζ(P,Z),kU)=g(ϕP,ˉZU)g((ˉZϕ)P,U). (4.5)

    Using (2.5) and (2.14) in (4.3)–(4.5), we get (4.1).

    Also,

    g(ζ(U,V),ϕZ)=g(hV,ˉUZ)g((ˉUϕ)V,Z)+g(ˉUkV,Z). (4.6)

    Using (2.5) and (2.14) in (3.6), we get (3.2).

    Lemma 4. Let Σ=Σ2×iΣβ be a warped product CR-slant submanifold of ˉΣ such that ξ is tangent to Σ2=ΣI×Σ. Then we have

    g(ζ(P,U),kV)={(ϕPlni)αη(P)}g(U,V)(Plni)g(U,hV), (4.7)
    g(ζ(ϕP,U),kV)={(Plni)+αη(P)}g(U,V)(ϕPlni)g(U,hV), (4.8)

    and

    g(ζ(U,hV),ϕZ)+g(ζ(U,Z),khV)=cos2ψ(Zlni)g(U,V)η(Z)g(U,hV), (4.9)

    for every PΓ(ΣI), ZΓ(Σ), and U, VΓ(Σψ).

    Proof. For PΓ(ΣI), ZΓ(Σ), and U, VΓ(Σψ), we find

    g(ζ(P,U),kV)=g(ˉUϕP,V)g((ˉUϕ)P,V). (4.10)

    Using (2.5) and (2.14) in (4.10), we get (4.7) and replacing P by ϕP in (4.7), we get (4.8).

    Also we have

    g(ζ(U,hV),ϕZ)=g(ˉUZ,hV)+g(ˉUkhV,Z)g((ˉUϕ)hV,Z). (4.11)

    Using (2.5) and (2.14) in (4.11), we get (4.9).

    Corollary 2. Let Σ=Σ2×iΣψ be a DDψ mixed geodesic warped product submanifold of ˉΣ such that ξ is tangent to Σ2=ΣI×Σ, then we have

    g(ζ(U,hV),ϕZ)=cos2ψ(Zlni)g(U,V)αη(Z)g(U,hV), (4.12)

    and

    g(ζ(U,V),ϕZ)=(Zlni)g(U,hV)αη(Z)g(U,V). (4.13)

    Now we establish the following inequality on a warped product submanifold Σ of ˉΣ of the Second Class.

    Theorem 3. Let Σ=Σ2×iΣψ be a DDψ mixed geodesic warped product submanifold of ˉΣ such that ξ is tangent to ΣI, where Σ2=ΣI×Σ. Then the squared norm of the second fundamental form satisfies

    ζ22c[{(csc2β+cot2β)Ilni2}+cos2ψlni2], (4.14)

    where Ilni and lni are the gradient of lni along ΣI and Σ, respectively, and for the case of equality, Σ2 becomes totally geodesic and Σψ becomes totally umbilical in ˉΣ.

    Proof. For our constructed frame field, the second fundamental form ζ satisfies the relation (3.16). Now, similar to Theorem 1, we leave the positive third, sixth, ninth, twelfth, fifteenth, and eighteenth terms of (3.16).

    Also, using Lemma 4.1 and the DDβ mixed geodesic property of Σ, from (3.16), we get

    |ζ2br=12a+1p,q=1g(ζ(xp,xq),kˆxr)2+br=1bp,q=1g(ζ(xp,xq),ϕxr)2+br=12cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2+2cr=12cp,q=1g(ζ(ˆxp,ˆxq),kˆxr)2+2br=12a+1p=1bq=1g(ζ(xp,xq),ϕxr)2+22cr=12a+1p=12cq=1g(ζ(xp,ˆxq),kˆxr)2. (4.15)

    Also, we have no relation for a warped product of the forms g(ζ(Z,W),ϕD), g(ζ(P,Q),kDψ), g(ζ(P,Z),ϕD), and g(ζ(U,V),kDψ) for any P, QΓ(DI{ξ}), Z, WΓ(D), U, VΓ(Dψ). So, we leave these terms from (4.15) and obtain

    ζ2br=12cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2+22cr=12a+1p=12cq=1g(ζ(xp,ˆxq),kˆxr)2. (4.16)

    Now

    br=12cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2=br=1cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2+2sec2ψbr=1cp,q=1g(ζ(ˆxp,hˆxq),ϕxr)2+sec4ψbr=1cp,q=1g(ζ(hˆxp,hˆxq),ϕxr)2.

    Using Corollary 4.1, the above relation reduces to

    br=12cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2=2cbr=1[η(xr)]2+2ccos2ψbr=1[(xrlni)]2. (4.17)

    Now, since η(xr)=0, for every r=1,2,b, (4.17) turns into

    br=12cp,q=1g(ζ(ˆxp,ˆxq),ϕxr)2=2ccos2ψ[lni2]. (4.18)

    On the other hand

    2cr,q=12a+1p=1g(ζ(xp,ˆxq),kˆxr)2=csc2ψcr,q=1ap=1g(ζ(xp,ˆxq),kˆxr)2+csc2ψcr,q=12ap=1g(ζ(ϕxp,ˆxq),kˆxr)2+csc2ψsec2ψcr,q=1ap=1g(ζ(xp,hˆxq),kˆxr)2+csc2ψcr,q=1g(ζ(ξ,ˆxq),kˆxr)2+csc2ψsec2ψcr,q=1ap=1g(ζ(ϕxp,hˆxq),kˆxr)2+csc2ψsec2ψcr,q=1g(ζ(ξ,hˆxq),kˆxr)2+csc2ψsec2ψcr,q=1ap=1g(ζ(xp,hˆxq),khˆxr)2+csc2ψsec2ψcr,q=12ap=1g(ζ(ϕxp,hˆxq),khˆxr)2+csc2ψsec2ψcr,q=1g(ζ(ξ,hˆxq),kˆxr)2+csc2ψsec4ψcr,q=1ap=1g(ζ(xp,hˆxq),khˆxr)2+csc2ψsec4ψcr,q=1g(ζ(ξ,hˆxq),khˆxr)2+csc2ψsec4ψcr,q=1ap=1g(ζ(xp,hˆxq),khˆxr)2.

    Using Lemma 4.4 in the above relation, we obtain

    2cr,q=12a+1p=1g(ζ(xp,ˆxq),kˆxr)2=ccsc2ψap=1[(ϕxplni)η(xp)]2+ccsc2ψap=1[(xplni)+αη(xp)]2+2cα2csc2ψ+ccot2ψap=1(xplni)2+ccot2ψap=1(ϕxplni)2+ccot2ψap=1(xplni)2+ccot2ψap=1(ϕxplni)2+ccsc2ψap=1[(ϕxplni)η(xp)]2+ccsc2ψap=1[(xplni)+αη(xp)]2+2cα2cot2ψ.

    Since η(xp)=0 for every p=1,2,,a, the above equation reduces to

    2cr,q=12a+1p=1g(ζ(xp,ˆxq),kˆxr)2=2c(cos2ψ+cot2ψ)Ilni2. (4.19)

    Using (4.18) and (4.19) in (4.17), we get the inequality (4.14).

    Proof of the equalty case is similar to the proof of the equality case of Theorem 3.1.

    Theorem 4. Let Σ=Σ2×iΣψ be a DDψ mixed geodesic warped product submanifold of ˉΣ such that ξ is tangent to Σ, where Σ2=ΣI×Σ. Then the squared norm of the second fundamental form satisfies

    ζ22c[(csc2ψ+cot2ψ)Ilni2+cos2ψ{lni2α2}], (4.20)

    where Ilni and lni are the gradient of lni along ΣI and Σ, respectively, and for the case of equality, Σ2 becomes totally geodesic and Σψ becomes totally umbilical in ˉΣ.

    This paper investigated different types of submanifolds in the context of a Lorentzian concircular structure manifold. We examined invariant, anti-invariant, proper slant, and pointwise slant submanifolds, and further explored two distinct categories of warped product submanifolds.

    In the first category, we considered the fiber submanifold as an anti-invariant submanifold, while in the second category, the fiber submanifold was treated as a pointwise slant submanifold. Throughout our analysis, we established several fundamental results and derived important inequalities for the squared norm of the second fundamental form.

    Our research not only provided a theoretical framework for understanding the properties and characteristics of these submanifold classes but also demonstrated the existence of such submanifold classes through specific examples. By examining these examples, we gained valuable insights into the behavior and geometric structures of the submanifolds within the Lorentzian concircular structure manifold.

    Overall, this study contributes to the field of differential geometry by expanding our understanding of submanifolds and their relationships within a Lorentzian concircular structure manifold. The results and inequalities derived in this paper can serve as valuable tools for future research in this area, and we hope that they will inspire further investigations into the geometric properties of submanifolds in related contexts.

    Tanumoy Pal: Conceptualization, Methodology, Investigation, Writing-original draft preparation, Writing-review and editing; Ibrahim Al-Dayel: Investigation, Writing-original draft preparation; Meraj Ali Khan: Conceptualization, Writing-review and editing; Biswabismita Bag: Methodology, Investigation, Writing-original draft preparation, Writing-review and editing; Shyamal Kumar Hui: Conceptualization, Methodology, Writing-review and editing, Foued Aloui: Investigation, Writing-original draft preparation. 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.

    This work was supported and funded by the Deanship of Scientific Research at Imam Mohammad Ibn Saud Islamic University (IMSIU) (grant number IMSIU-RP23074).

    The authors are thankful to the reviewers for their invaluable suggestions toward the improvement of the paper.

    The authors declare that they have no conflicts of interest.



    [1] K. W. Latimer, J. L. Yates, M. L. R. Meister, A. C. Huk, J. W. Pillow, Single-trial spike trains in parietal cortex reveal discrete steps during decision-making, Science, 349 (2015), 184–187. https://doi.org/10.1126/science.aaa4056 doi: 10.1126/science.aaa4056
    [2] A. A. Faisal, L. P. J. Selen, D. M. Wolpert, Noise in the nervous system, Nat. Rev. Neurosci., 9 (2008), 292–303. https://doi.org/10.1038/nrn2258 doi: 10.1038/nrn2258
    [3] P. Tiesinga, J. Fellous, T. J. Sejnowski, Regulation of spike timing in visual cortical circuits, Nat. Rev. Neurosci., 9 (2008), 97–107. https://doi.org/10.1038/nrn2315 doi: 10.1038/nrn2315
    [4] A. Bacci, J. R. Huguenard, Enhancement of spike-timing precision by autaptic transmission in neocortical inhibitory interneurons, Neuron, 49 (2006), 119–130. https://doi.org/10.1016/j.neuron.2005.12.014 doi: 10.1016/j.neuron.2005.12.014
    [5] H. Sun, H. Zhang, A. Ross, T. T. Wang, A. Al-Chami, S. H. Wu, Developmentally regulated rebound depolarization enhances spike timing precision in auditory midbrain neurons, Front. Cell. Neurosci., 14 (2020). https://doi.org/10.3389/fncel.2020.00236 doi: 10.3389/fncel.2020.00236
    [6] Z. Yang, Q. Tan, D. Cheng, L. Zhang, J. Zhang, E. Gu, The changes of intrinsic excitability of pyramidal neurons in anterior cingulate cortex in neuropathic pain, Front. Cell. Neurosci., 12 (2018). https://doi.org/10.3389/Fncel.2018.00436 doi: 10.3389/Fncel.2018.00436
    [7] N. Hajos, J. Palhalmi, E. O. Mann, B. Nemeth, O. Paulsen, T. F. Freund, Spike timing of distinct types of GABAergic interneuron during hippocampal gamma oscillations in vitro, J. Neurosci., 24 (2004), 9127–9137. https://doi.org/10.1523/Jneurosci.2113-04.2004 doi: 10.1523/Jneurosci.2113-04.2004
    [8] P. Antonoudiou, Y. L. Tan, G. Kontou, A. L. Upton, E. O. Mann, Parvalbumin and somatostatin interneurons contribute to the generation of hippocampal gamma oscillations, J. Neurosci., 40 (2020), 7668–7687. https://doi.org/10.1523/Jneurosci.0261-20.2020 doi: 10.1523/Jneurosci.0261-20.2020
    [9] P. J. Kammermeier, Endogenous momer proteins regulate metabotropic glutamate receptor signaling in neurons, J. Neurosci., 28 (2008), 8560–8567. https://doi.org/10.1523/Jneurosci.1830-08.2008 doi: 10.1523/Jneurosci.1830-08.2008
    [10] V. Szegedi, M. Paizs, J. Baka, P. Barzo, G. Molnar, G. Tamas, et al., Robust perisomatic GABAergic self-innervation inhibits basket cells in the human and mouse supragranular neocortex, Elife, 9 (2020), 51691. https://doi.org/10.7554/eLife.51691 doi: 10.7554/eLife.51691
    [11] R. A. Tikidji-Hamburyan, J. J. Martinez, J. A. White, C. C. Canavier, Resonant interneurons can increase robustness of gamma oscillations, J. Neurosci., 35 (2015), 15682–15695. https://doi.org/10.1523/Jneurosci.2601-15.2015 doi: 10.1523/Jneurosci.2601-15.2015
    [12] J. Ma, X. Song, W. Jin, C. Wang, Autapse-induced synchronization in a coupled neuronal network, Chaos, Solitons Fractals, 80 (2015), 31–38. https://doi.org/10.1016/j.chaos.2015.02.005 doi: 10.1016/j.chaos.2015.02.005
    [13] E. Yilmaz, M. Ozer, V. Baysal, M. Perc, Autapse-induced multiple coherence resonance in single neurons and neuronal networks, Sci. Rep., 6 (2016), 30914. https://doi.org/10.1038/Srep30914 doi: 10.1038/Srep30914
    [14] D. Guo, S. Wu, M. Chen, M. Perc, Y. Zhang, J. Ma, et al., Regulation of irregular neuronal firing by autaptic transmission, Sci. Rep., 6 (2016), 26096. https://doi.org/10.1038/Srep26096 doi: 10.1038/Srep26096
    [15] X. Yang, Y. Yu, Z. Sun, Autapse-induced multiple stochastic resonances in a modular neuronal network, Chaos, 27 (2017), 083117. https://doi.org/10.1063/1.4999100 doi: 10.1063/1.4999100
    [16] C. Yao, Z. He, T. Nakano, Y. Qian, J. Shuai, Inhibitory-autapse-enhanced signal transmission in neural networks, Nonlinear Dyn., 97 (2019), 1425–1437. https://doi.org/10.1007/s11071-019-05060-z doi: 10.1007/s11071-019-05060-z
    [17] L. Li, Z. G. Zhao, Inhibitory autapse with time delay induces mixed-mode oscillations related to unstable dynamical behaviors near subcritical Hopf bifurcation, Electron. Res. Arch., 30 (2022), 1898–1917. https://doi.org/10.3934/era.2022096 doi: 10.3934/era.2022096
    [18] Z. Zhao, L. Li, H. Gu, Y. Gao, Different dynamics of repetitive neural spiking induced by inhibitory and excitatory autapses near subcritical Hopf bifurcation, Nonlinear Dyn., 99 (2020), 1129–1154. https://doi.org/10.1007/s11071-019-05342-6 doi: 10.1007/s11071-019-05342-6
    [19] C. Qi, Y. Li, H. Gu, Y. Yang, Nonlinear mechanism for the enhanced bursting activities induced by fast inhibitory autapse and reduced activities by fast excitatory autapse, Cogn. Neurodyn., 17 (2023), 1093–1113. https://doi.org/10.1007/s11571-022-09872-5 doi: 10.1007/s11571-022-09872-5
    [20] X. Ding, H. Gu, Y. Li, Y. Jia, Paradoxical roles of inhibitory autapse and excitatory synapse in formation of counterintuitive anticipated synchronization, Chin. Phys. B., 32 (2023), 088701. https://doi.org/10.1088/1674-1056/Acc450 doi: 10.1088/1674-1056/Acc450
    [21] Y. Jia, H. Gu, Y. Li, X. Ding, Inhibitory autapses enhance coherence resonance of a neuronal network, Commun. Nonlinear Sci. Numer. Simul., 95 (2021), 105643. https://doi.org/10.1016/J.Cnsns.2020.105643 doi: 10.1016/J.Cnsns.2020.105643
    [22] Y. Jia, H. Gu, Y. Li, Influence of inhibitory autapses on synchronization of inhibitory network gamma oscillations, Cogn. Neurodyn., 17 (2023), 1131–1152. https://doi.org/10.1007/s11571-022-09856-5 doi: 10.1007/s11571-022-09856-5
    [23] E. M. Izhikevich, Neural excitability, spiking and bursting, Int. J. Bifurcation Chaos, 10 (2000), 1171–1266. https://doi.org/10.1142/S0218127400000840 doi: 10.1142/S0218127400000840
    [24] J. Mikiel-Hunter, V. Kotak, J. Rinzel, High-frequency resonance in the gerbil medial superior olive, Plos Comput. Biol., 12 (2016), 1005166. https://doi.org/10.1371/journal.pcbi.1005166 doi: 10.1371/journal.pcbi.1005166
    [25] X. Ding, H. Gu, B. Jia, Y. Li, Anticipated synchronization of electrical activity induced by inhibitory autapse in coupled Morris-Lecar neuron model, Acta. Phys. Sin., 70 (2021), 218701. https://doi.org/10.7498/Aps.70.20210912 doi: 10.7498/Aps.70.20210912
    [26] B. Jia, H. Gu, Identifying type I excitability using dynamics of stochastic neural firing patterns, Cogn. Neurodyn., 6 (2012), 485–497. https://doi.org/10.1007/s11571-012-9209-x doi: 10.1007/s11571-012-9209-x
    [27] B. Jia, H. Gu, Dynamics and physiological roles of stochastic firing patterns near bifurcation points, Int. J. Bifurcation Chaos, 27 (2017), 1750113. https://doi.org/10.1142/S0218127417501139 doi: 10.1142/S0218127417501139
    [28] X. Wang, Neurophysiological and computational principles of cortical rhythms in cognition, Physiol. Rev., 90 (2010), 1195–1268. https://doi.org/10.1152/physrev.00035.2008 doi: 10.1152/physrev.00035.2008
    [29] C. Borgers, An Introduction to Modeling Neuronal Dynamics, Springer, Cham, 2017. https://doi.org/10.1007/978-3-319-51171-9
    [30] X. Wang, G. Buzsaki, Gamma oscillation by synaptic inhibition in a hippocampal interneuronal network model, J. Neurosci., 17 (1996), 6402–6413. https://doi.org/10.1523/jneurosci.16-20-06402.1996 doi: 10.1523/jneurosci.16-20-06402.1996
    [31] B. Ermentrout, Simulating, Analyzing, and Animating Dynamical Systems: A Guide to XPPAUT for Researchers and Students, SIAM, Philadelphia, 2002. https://doi.org/10.1137/1.9780898718195
    [32] C. Deleuze, G. S. Bhumbra, A. Pazienti, J. Lourenco, C. Mailhes, A. Aguirre, et al., Strong preference for autaptic self-connectivity of neocortical PV interneurons facilitates their tuning to gamma-oscillations, PLoS Biol., 17 (2019), 3000419. https://doi.org/10.1371/journal.pbio.3000419 doi: 10.1371/journal.pbio.3000419
    [33] A. Bacci, J. R. Huguenard, D. A. Prince, Functional autaptic neurotransmission in fast-spiking interneurons: A novel form of feedback inhibition in the neocortex, J. Neurosci., 23 (2003), 859–866. https://doi.org/10.1523/jneurosci.23-03-00859.2003 doi: 10.1523/jneurosci.23-03-00859.2003
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