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Research article

On Kolmogorov Fokker Planck operators with linear drift and time dependent measurable coefficients

  • Received: 19 January 2024 Revised: 02 March 2024 Accepted: 02 March 2024 Published: 14 March 2024
  • We prove the well-posedness of a Cauchy problem of the kind:

    {Lu=f, in D(RN×(0,+)),u(x,0)=g(x),xRN,

    where f is Dini continuous in space and measurable in time and g satisfies suitable regularity properties. The operator L is the degenerate Kolmogorov-Fokker-Planck operator

    L=qi,j=1aij(t)2xixj+Nk,j=1bkjxkxjt

    where {aij}qij=1 is measurable in time, uniformly positive definite and bounded while {bij}Nij=1 have the block structure:

    {bij}Nij=1=(OOOB1OOOBκO)

    which makes the operator with constant coefficients hypoelliptic, 2-homogeneous with respect to a family of dilations and traslation invariant with respect to a Lie group.

    Citation: Tommaso Barbieri. On Kolmogorov Fokker Planck operators with linear drift and time dependent measurable coefficients[J]. Mathematics in Engineering, 2024, 6(2): 238-260. doi: 10.3934/mine.2024011

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  • We prove the well-posedness of a Cauchy problem of the kind:

    {Lu=f, in D(RN×(0,+)),u(x,0)=g(x),xRN,

    where f is Dini continuous in space and measurable in time and g satisfies suitable regularity properties. The operator L is the degenerate Kolmogorov-Fokker-Planck operator

    L=qi,j=1aij(t)2xixj+Nk,j=1bkjxkxjt

    where {aij}qij=1 is measurable in time, uniformly positive definite and bounded while {bij}Nij=1 have the block structure:

    {bij}Nij=1=(OOOB1OOOBκO)

    which makes the operator with constant coefficients hypoelliptic, 2-homogeneous with respect to a family of dilations and traslation invariant with respect to a Lie group.



    Starting from the theory present in [2,3,4], we shall prove the well-posedness of a global Cauchy problem for a class of Kolmogorov-Fokker-Planck operators (briefly KFP) with time dependent measurable coefficients and linear drift (Theorem 1.1). The main point is to prove the existence of a solution because uniqueness and the stability estimates follow from [2,3]. Moreover, since we have at our disposal an explicit fundamental solution (see [4]) we shall look for a solution in the form prescribed by the Duhamel method. To this aim, we first employ some techniques from [2] to obtain existence for smooth datum and then thanks to the estimates from [3], we can achieve existence under the minimal regularity assumptions on the datum.

    The KFP operator we consider is defined as follows:

    L=qi,j=1aij(t)2xixj+Nk,j=1bkjxkxjt,xRNtR, (1.1)

    for some qN. Moreover we assume the two following hypotheses:

    h1) The coefficients aij are measurable functions and there exists ν>0 such that the matrix A(t)={aij(t)}qi,j=1 satisfies the following condition:

    ν|ξ|2qi,j=1aij(t)ξiξj1ν|ξ|2,a.e. tRξRq; (1.2)

    h2) There exist positive integers {mj}κj=1 satisfying q=m0m1mκ and κj=1mj=N such that the matrix B={bik}Ni,k=1 assumes the following block structure:

    B=(OOOOB1OOOOB2OOOOBκO), (1.3)

    where for every j{1,,κ} the block Bj has dimension mj×mj1 and rank equal to mj.

    Remark 1.1. It is convenient to introduce the first order operator

    Y:=Nj,k=1bjkxkxjt,

    so that (1.1) becomes: L=qi,j=1aij(t)2xixj+Y.

    As pointed out by Bramanti and Polidoro in [4] this class of operators is naturally linked to stochastic systems of the kind:

    {dX=BXdt+σ(t)dW,X(0)=x0,a.s.

    Indeed, taking aij(t)=12qk=1σik(t)σjk(t), the forward Kolmogorov operator of this system corresponds to L while the backward Kolmogorov operator corresponds to the adjoint of L. In accordance to this possible application we remark that the simple case

    L=Ni=12xixi+Nk=1xixi+kt (1.4)

    has been studied, already in 1934, by Kolmogorov in relation to a system with 2N degrees of freedom [6] (see [5, Section 2]). It is interesting to notice that this operator is hypoelliptic and admits an explicit fundamental solution found, by Kolmogorov himself, which is smooth outside the pole. The operator (1.4) is a particular case of the one studied by Lanconelli and Polidoro in the fundamental paper [8] which contains a characterization of the hypoellipticity for the more general operator

    L=Ni,j=1˜aij2xixj+Ni,j=1˜bjixixjt (1.5)

    where {˜aij}Ni,j=1 and {˜bij}Ni,j=1 are constant matrices. Actually (see [8]), the operator (1.5) is hypoelliptic if and only if there exists a change of variables which leads to an operator of the kind (1.1) whose matrix A is constant and positive definite while B has a structure similar to (1.3) but with blocks above the Bj ones arbitrarily chosen:

    B=(B1OB2OOBκ). (1.6)

    Moreover, the mentioned paper points out the following homogeneous group structure which is fundamental for the study of this kind of operators.

    Definition 1.1. Let E(s):=esB and let

    (q1,,qN):=(1,,1m0,,2i+1,,2i+1mi,,2κ+1,,2κ+1mκ).

    The homogeneous group structure we consider is given by the group law

    (x,t)(y,s):=(y+E(s)x,t+s),(x,t),(y,s)RN+1

    and the family of automorphisms {D(λ)}λ>0

    D(λ)=diag(D0(λ),λ2):=diag(λq1,,λqN,λ2).

    From this definition it easily follows that (RN+1,) is a Lie group:

    (y,s)1=(E(s)y,s) and (y,s)1(x,t)=(xE(ts)y,ts),

    and under the assumption (h2) (see [8, Remark 2.1]) for any (x,t)RN+1 and (y,s)RN+1 we have

    D(λ)((x,t)(y,s))=(D(λ)(x,t))(D(λ)(y,s)).

    Moreover, the homogeneous group defined above admits a metric structure.

    Definition 1.2. We define the homogeneous norm ρ:RN+1[0,+) as

    ρ(x,t)=x+|t|=Ni=1|xi|1qi+|t|.

    Thanks to ρ we can define a quasi distance d on RN+1 as follows:

    d((x,t),(y,s))=ρ((y,s)1(x,t)),(x,t),(y,s)RN+1.

    From this definition it immediately follows that for any (x,t)RN+1 and λ(0,+) we have:

    ρ(D(λ)(x,t))=λρ(x,t)

    while for ξ, ζ and η in RN+1 we have:

    d(ξ,ζ)=d(η1ξ,η1ζ).

    Now we recall some definitions that can be found in [3].

    Definition 1.3. Let I be an interval and let Ω=RN×I.

    For any measurable f:ΩR we define:

    ωf,Ω(r)=esssuptIsupxyr|f(x,t)f(y,t)|r(0,+).

    Then the function f is said partially Dini continuous if

    [ωf,Ω]:=10ωf,Ω(s)sds<+.

    Finally, the space of functions fL(Ω) which are partially Dini continuous is denoted with D(Ω).

    Definition 1.4. Let I and Ω be as in the previous definition and let μ>0. For fD(Ω) let Mf,Ω and Uμf,Ω be defined as follows:

    Mf,Ω(r)=ωf,Ω(r)+r0ωf,Ω(s)sds+rrωf,Ω(s)s2ds,Uμf,Ω(r)=RNeμ|z|2(rz0ωf,Ω(s)sds)dz.

    Remark 1.2. Concerning Mf,Ω(r) and Uμf,Ω(r) we remark only that for fD(Ω) they are two modului of continuity (i.e., monotone nondecreasing functions vanishing as r0+). Moreover whenever f is log-Dini continuous, meaning that its modulus of continuity satisfies:

    10ωf,Ω(s)s|log(s)|ds<+,

    the function Mf,Ω is a Dini continuity modulus. See [3, Section 2] for details concerning these definitions and in particular for the assertions above, see Proposition 2.8 and Lemma 2.12.

    Let us introduce the following definitions concerning the spaces in which we look for a solution.

    Definition 1.5. Let I be an open interval, then we define the spaces

    S0(RN×I):={uC(¯RN×I)L(RN×I):xiu,2xixjuL(RN×I) for i,jqYuL(RN×I)}

    and

    S(I):={uC(¯RN×I)L(RN×I):uS0(RN×J),J⊂⊂Iopen interval}.

    The partial derivatives in the definition of S0(RN×I) are distributional derivatives.

    For simplicity we adopt the notation

    S+:=RN×(,+),ST:=RN×(,T)

    and

    Sτ,T:=RN×(τ,T)

    for τ<T real numbers. Now we can state the main result of this paper.

    Theorem 1.1 (Well-posedness of the Cauchy problem). Let fD(S+) with supp(f)RN×[0,+) and let gD(RN) satisfy xixjgD(RN) for i,j{1,,q} and YgD(RN) (the derivatives are taken in the distributional sense). Then, there exists a unique uS(0,+) solution of the Cauchy problem:

    {Lu=f,inD(RN×(0,+)),u(x,0)=g(x),xRN. (1.7)

    Moreover, the solution u is in the form:

    u(x,t)=t0RNΓ(x,t;y,s)f(y,s)dyds+RNΓ(x,t;y,0)g(y)dy (1.8)

    and in addition there exist two constants c and μ depending only on ν and B such that for any T>0 the following estimates hold:

    qi,j=12xixjuL(S0,T)+YuL(S0,T)c(fL(S0,T)+Uμf,S0,T(T)+gL(RN)+qi,j=12xixjgL(RN)+YgL(RN)+Uμg,RN(T+1)+qi,j=1Uμ2xixjg,RN(T+1)+UμYg,RN(T+1)), (1.9)
    ω2xixju,S0,T(r)+ωYu,S0,T(r)c(Mf,S0,T(cr)++Mg,RN(cr)+qi,j=1M2xixjg,RN(cr)+MYg,RN(cr)). (1.10)

    Remark 1.3. Concerning the existence of a solution the assumptions on the datum g could be significantly weakened. Indeed, the existence for the homogeneous problem has been studied under very weak assumptions by Bramanti and Polidoro in [4].

    This section recalls some known results about the operator (1.1) first assuming the matrix A={aij}qi,j=1 constant and then for the more general case. The main references are the papers [2,3,4,7,8].

    If A is constant, the operator (1.1) enjoys nice properties related to the homogeneous group, which remind the ones of the heat operator (see [7,8]). We shall list some of them in the next theorem. We also define the homogeneous dimension:

    Q:=κi=0mi(2i+1)

    where the coefficients {mj}κj=1 are defined in (1.3).

    Theorem 2.1 ([8]). Assumes (h1) and (h2). If the matrix A={aij}qi,j=1 is constant the operator (1.1) satisfies the following properties:

    i) L is hypoelliptic;

    ii) L is invariant with respect to left translations in (Rn+1,): Let (y,s)RN+1 and uC0(RN+1), then, for any (x,t)RN+1

    L(x,t)u((y,s)(x,t))=(Lu)((y,s)(x,t));

    iii) L is D(λ)-homogeneous of degree 2: for every λ>0 and uC0(RN+1)

    L(u(D(λ)(x,t))=λ2(Lu)(D(λ)(x,t));

    iv) Let C(1) and c(1) be defined as:

    C(1):=10E(σ)(AOOO)E(σ)Tdσ,c(1)=det(C(1))

    and let

    Γ:{(x,t;y,s)R2N+2:(x,t)(y,s)}R

    be defined by

    Γ(x,t;y,s)=(ts)Q2c(1)(4π)N2χ(0,+)(ts)×exp(14(xE(ts)y)TD0(1ts)C(1)1D0(1ts)(xE(ts)y)).

    Then, for any fixed (y,s)RN+1 the function Γ(;y,s) belongs to C(RN+1{(y,s)}) and is the fundamental solution with pole (y,s):

    L[Γ(;y,s)](x,t)=0,forany(x,t)R,suchthatt>s

    and for any gC0(RN):

    RNΓ(,t;y,s)g(y)dyts+g()uniformlyonRN;

    v) For any (y,s),(x,t)RN+1 if t>s we have:

    RNΓ(z,t;y,s)dz=RNΓ(x,t;z,s)dz=1;

    vi) For any (x,t),(y,s)RN+1 such that (x,t)(y,s)

    Γ(x,t;y,s)=Γ((y,s)1(x,t);0,0);

    vii) For any λ>0 and (x,t)RN+1{(0,0)}

    Γ(D(λ)(x,t);0,0)=λQΓ(x,t;0,0).

    When A is a multiple of the identity the fundamental solution just introduced enters many computations, hence, we introduce the following notation.

    Notation 2.1. Let a>0, Γa shall denote the fundamental solution of

    aqi=12xixi+Nj,k=1bjkxkxjt.

    Moreover, we define

    C0:=10E(σ)(IqOOO)E(σ)Tdσ,c0=det(C0)

    and

    |x|0:=xTC10xforanyxRN.

    With this notation, for (x,t),(y,s)RN+1 with t>s, we have:

    Γa(x,t;y,s)=(ts)Q2c0(4πa)N2exp(14a|D0(1ts)(xE(ts)y)|20).

    Now we turn our attention to the case of varying coefficients. The problem of finding a fundamental solution for operators with nonconstant matrix A={aij}qi,j=1 has been studied by various authors, see [4,5,7,9,10,11]. However among the mentioned papers only the last two assume coefficients depending on time in a nonsmooth way, here we recall some results from [4].

    Theorem 2.2. [4, Theorem 1.4] Let C(t,s) and c(t,s) be defined for t>s as follows

    C(t,s):=tsE(tσ)(A(σ)OOO)E(tσ)Tdσ,c(t,s)=det(C(t,s))

    and let Γ:{(x,t;y,s)R2N+2:(x,t)(y,s)}R be defined by:

    Γ(x,t;y,s)=1c(t,s)(4π)N2χ(0,+)(ts)×exp(14(xE(ts)y)TC(t,s)1(xE(ts)y)).

    Then, the following properties hold:

    i) Γ is continuous and it is of class C with respect to the x and y variables, moreover αxβyΓ is continuous for any multiindices α and β;

    ii) Γ and αxβyΓ are Lipschitz continuous with respect to t and with respect to s in {(x,t;y,s)R2N+2:as,tbandts>δ} for any fixed a,bR and δ>0;

    iii) For any (y,s)RN+1 we have:

    LΓ[(;y,s)](x,t)=0fora.e.t>sandanyxRN

    and for any gC0(RN) we also have:

    RNΓ(,t;y,s)g(y)dyts+g()uniformlyonRN;

    iv) For any (y,s),(x,t)RN+1 if t>s we have:

    RNΓ(z,t;y,s)dz=RNΓ(x,t;z,s)dz=1;

    v) For every (x,t;y,s)R2N+2 if t>s then:

    νNΓν(x,t;y,s)Γ(x,t;y,s)1νNΓ1ν(x,t;y,s)

    where ν is defined in (1.2).

    Remark 2.1. It is interesting to notice that this fundamental solution reduces to the previous one when the matrix is constant, indeed in that case we have (see [7,8]):

    C(t,s)=C(ts,0)=D0(ts)C(1,0)D0(ts)foranyt>s. (2.1)

    Actually, the assumptions of [4] are more general than those we are considering, in particular, with few changes in the statement of Theorem 2.2, we could assume that the structure of the matrix B is (1.6) instead of (1.3), however, in the more general case (2.1) is not valid. We remark also that [4] contains existence and uniqueness for the following Cauchy problem:

    {Lu(x,t)=0, a.e. t>0,xRN,u(x,0)=g(x),xRN.

    As previously mentioned, the theory of [2,3] is fundamental in order to prove the main result of this article. Hence we end this section with some known results from the mentioned articles. Coherently with [2,3] for any multi-index αNN we define:

    ω(α)=Ni=1αiqi.

    where the coefficients {qi}Ni=1 are the exponents in the dilations D0(λ) (see Definition 1.1).

    Theorem 2.3. [3, Theorem 1.4] Under the assumptions stated above the following properties hold:

    i) Estimates on Γ: Let αNN be a multi-index. Then, there exist c=c(ν,α)>0 and a constant c1>0, independent of ν and α, such that:

    |DαxΓ(x,t;y,s)|c(ts)ω(α)/2Γc1ν1(x,t;y,s)

    for every (x,t),(y,s)RN+1 with ts.

    ii) Given αNN a nonzero multi-index, if t>s we have:

    RNDαxΓ(x,t;y,s)dy=0.

    iii) There exist absolute constants c, μ>0 such that, for every fixed TR and every fD(ST), xRN and τ<t<T, we have:

    tτRN|2xixjΓ(x,t;y,s)|ωf,ST(E(st)xy)dydscUμf,ST(tτ).

    iv) {Representation formulas for solutions}: Let T>0 be fixed and let uS0(ST). If u0 in {(x,t):t<0}, then the following representation formula holds:

    u(x,t)=t0RNΓ(x,t;y,s)Lu(y,s)dyds(x,t)ST.

    Moreover, for i{1,,q}, we have the estimate xiuL(RN)cLuL(ST) and

    xiu(x,t)=t0RNxiΓ(x,t;y,s)Lu(y,s)dyds,(x,t)ST.

    v) Estimates: Let T>τ>. Then, there exist c,μ>0, only depending on ν and B, such that, for every uS0(ST) satisfying u0 in {(x,t):t<τ} and LuD(ST) we have:

    qi,j=12xixjuL(ST)+YuL(ST)c(LuL(ST)+UμLu,ST(Tτ)), (2.2)

    and for any r>0 the following inequality holds:

    ω2xixju,ST(r)+ωYu,ST(r)cMLu,ST(cr). (2.3)

    Remark 2.2. We must notice that we are exploiting only a part of the results contained in [3]. For instance, similar estimates hold also for a more general class of operators with coefficients aij which are partially log-Dini continuous and moreover local estimates involving time and space are available for the second order derivatives with respect to the first q space variables (hence they are actually continuous).

    From the representation formula above (point ⅳ)) we can easily obtain the following representation formula which entails uniqueness of the solution to the Cauchy problem.

    Corollary 2.1. Let T>0 and let uS(0,T) (see Definition 5) be such that LuL(RN×(0,T)). Then, for any (x,t)RN×(0,T] we have:

    u(x,t)=T0RNΓ(x,t;y,s)Lu(y,s)dyds+RNΓ(x,t;y,0)u(y,0)dy.

    Proof. For ε>0 let ψε:RR be a mollifier with support contained in (0,ε) and let ψτε(t):=ψε(tτ), ϕτε(t):=tψτε(s)ds where τ>0. The function ϕτεu belongs to S0(ST) hence:

    ϕτε(t)u(x,t)=t0RNΓ(x,t;y,s)L(ϕτεu)(y,s)dyds(x,t)ST.

    Therefore, from L(ϕτεu)=(tϕτε)u+ϕτεLu=ψτεu+ϕτεLu, we obtain:

    ϕτε(t)u(x,t)=t0RNΓ(x,t;y,s)Lu(y,s)ϕτε(s)dyds+t0RNΓ(x,t;y,s)u(y,s)dyψτε(s)ds=Aτε+Bτε.

    We claim that for t>τ,

    limε0Aτε=tτRNΓ(x,t;y,s)Lu(y,s)dyds, (2.4)
    limε0Bτε=RNΓ(x,t;y,τ)u(y,τ)dy. (2.5)

    Indeed (2.4) follows by dominated convergence while (2.5) is immediate if we observe that sRNΓ(x,t;y,s)u(y,s)dy is continuous in (0,t) for any fixed (x,t). We have proved that for any (x,t)RN×(τ,T)

    u(x,t)=tτRNΓ(x,t;y,s)Lu(y,s)dyds+RNΓ(x,t;y,τ)u(y,τ)dy.

    The last step is to take the limit for τ0. It is apparent that the first term in the right-hand side converges to t0RNΓ(x,t;y,s)Lu(y,s)dyds while we claim that:

    limτ0RNΓ(x,t;y,τ)u(y,τ)dy=RNΓ(x,t;y,0)u(y,0)dy. (2.6)

    To prove our claim we first notice that for any fixed (x,t;y)RN×(0,+)×RN the function

    w:[0,t)R:τΓ(x,t;y,τ)u(y,τ)

    is continuous. Moreover, for any fixed (x,t)RN×(0,+) also the function

    c:RN×[0,t/2]R:(y,t)Γ(x,t;y,τ)(1+|y|)N+1

    is continuous and since it tends to zero as |y|+ (uniformly in τ) it is also bounded. Therefore for any fixed (x,t)RN×(0,+) we have:

    Γ(x,t;y,τ)u(y,τ)τ0+Γ(x,t;y,0)u(y,0),yRN,Γ(x,t;y,τ)cL(RN×[0,t/2])(1+|y|)N1,yRNτ[0,t/2].

    Applying the dominated convergence theorem we obtain (2.6).

    In this section we shall prove the following theorem:

    Theorem 3.1. If fC0(ST) then, u:STR defined by:

    u(x,t)=tRNΓ(x,t;y,s)f(y,s)dyds

    is such that uS0(ST) and satisfies Lu=f.

    To prove the above result we need some preliminary lemmas.

    Lemma 3.1. Let Ω be an open set of RN and let wC(Ω). If w satisfies the following conditions for some i{1,,N}:

    i) For any K⊂⊂Ω

    lim suph0w(+hei)w()hL(K)<+;

    ii) For almost every xΩ

    w(x+hei)w(x)hxiw(x).

    Then, for every K⊂⊂Ω

    u(+hei)w()hhxiw()inL(K)

    and therefore

    xiw=DxiwinD(Ω),

    where the symbols Dxiw and xiw denote the weak and the classical derivative of w with respect to xi.

    Proof. Let K be an open subset of Ω with compact closure and let h0>0 be such that:

    sup|h|(0,h0)w(+hei)w()hL(K)<+.

    Thanks to the dominated convergence theorem, we obtain:

    u(+hei)w()hhxiw()inL(K)

    and since

    w(+hei)w()hhDxiw()inD(Ω),

    we have xiw=Dxiw.

    Lemma 3.2. Let fC0(ST) and let ε>0. Moreover, let uε:STR be defined by:

    uε(x,t)=tεRNΓ(x,t;y,s)f(y,s)dyds.

    Then, we have

    uεS0(ST),Luε(x,t)=RNΓ(x,t;y,tε)f(y,tε)dy.

    Proof. First we observe that Γ, xiΓ and 2xixjΓ are uniformly bounded on

    {(x,t,y,s)ST×ST:ts>ε/2}.

    Indeed, from point ⅰ) of Theorem 2.3 for any (x,t;y,s)ST×ST if ts>ε we have:

    Γ(x,t;y,s)c(4πνc1)N2c0(ts)Q2eνc14|D(1ts)(xE(ts)y)|20cεQ/2,|xiΓ(x,t;y,s)|c(4πνc1)N2c0(ts)ω(ei)+Q2eνc14|D(1ts)(xE(ts)y)|20cεa,|xixjΓ(x,t;y,s)|c(4πνc1)N2c0(ts)ω(ei+ej)+Q2eνc14|D(1ts)(xE(ts)y)|20cεa,

    for some fixed constants a,a>0. Now we claim that a similar bound on tΓ(x,t;y,s) holds in every set of the kind:

    {(x,t;y,s)K×(,T)×RN×(,T):ts>ε}

    with K⊂⊂RN. Actually, form point ⅲ) of Theorem 2.2, for almost any

    (x,t;y,s)K×(,T)×RN×(,T)

    such that ts>ε we have LΓ(x,t;y,s)=0, taking a and a as before:

    |tΓ(x,t;y,s)|=|qi,j=1aij(t)2xixjΓ(x,t;y,s)+Ni,j=1xibijxjΓ(x,t;y,s)|c(ν)qi,j=1|2xixjΓ(x,t;y,s)|+Ni,j=1|xibijxjΓ(x,t;y,s)|N2cεa+supxK(Ni,j=1|xibij|)cεa.

    With these preliminary observations, we can proceed with the computation of the classical derivative of Γ with respect the variable t. For |h|(0,ε/2) we compute the incremental ratio:

    1h[uε(x,t+h)uε(x,t)]=+tεRN[1hh0tΓ(x,t+θ;y,s)dθ]f(y,s)dyds+t+hεtεRN[1hh0tΓ(x,t+θ;y,s)dθ]f(y,s)dyds+1ht+hεtεRNΓ(x,t;y,s)f(y,s)dydsAh+Bh+Ch.

    We want to prove that for a.e. (x,t)ST

    Ahh0tεRNtΓ(x,t;y,s)f(y,s)dyds,Bhh00,Chh0RNΓ(x,t;y,tε)f(y,tε)dy.

    First we consider Bh. Thanks to the estimates on tΓ, we have

    |Bh||t+hεtεRN[1hh0|tΓ(x,t+θ;y,s)|dθ]|f(y,s)|dyds|(N2cεa+supxK(Ni,j=1|xibij|)cεa)|t+hεtεRN|f(y,s)|dyds|,

    which tends to zero as h0. The convergence of Ch is easily obtained. Indeed, owing to the mean value theorem, it follows that for any h there exists δ=δ(h)(0,1) such that

    Ch=RNΓ(x,t+h,y,tε+δh)f(y,tε+δh)dy.

    Hence, taking the limit as h0, by dominated convergence, we obtain

    ChRNΓ(x,t;y,tε)f(y,tε)dy,for any (x,t)ST.

    It is left to prove

    AhtεRNtΓ(x,t;y,s)f(y,s)dyds,a.e.(x,t)ST.

    Since the derivative tΓ exists a.e. then, for a.e. (x,t)ST and a.e. (y,s)ST, we have

    χ(ε,+)(ts)1hh0tΓ(x,t+θ;y,s)dθhχ(ε,+)(ts)tΓ(x,t;y,s)

    and moreover, thanks to the estimate on tΓ, for a.e. (x,t)ST, we also have

    |χ(ε,+)(ts)f(y,s)1hh0tΓ(x,t+θ;y,s)dθ|(N2cεa+Ni,j=1|xibij|cεa)|f(y,s)|L1(ST).

    Therefore, applying the dominated convergence, we finally obtain that for a.e. (x,t)ST:

    AhtεRNtΓ(x,t;y,s)f(y,s)dyds.

    This proves that for a.e. \((x, t)\in S_T\)

    limh0uε(x,t+h)uε(x,t)h=tεRNtΓ(x,t;y,s)f(y,s)dydsRNΓ(x,t;y,tε)f(y,tε)dy.

    Now we shall obtain that the classical derivative (which is defined almost everywhere) is also a weak derivative by observing that the incremental ratio is uniformly locally bounded. Actually, let K be a fixed compact subset of RN, then from the estimates obtained at the beginning of the proof, for any (x,t)K×(,T) we derive the following estimates:

    |Ah|tεRN[1hh0|tΓ(x,t+θ;y,s)|dθ]|f(y,s)|dyds(N2cεa+supxK(Ni,j=1|xibij|)cεa)ST|f|,|Bh|(N2cεa+supxK(Ni,j=1|xibij|)cεa)ST|f|

    and

    |Ch|1ht+hεtεRNΓ(x,t;y,s)|f(y,s)|dydsfL(ST).

    The last inequality follows from point ⅳ) of Theorem 2.2. By Lemma 3.1 we can conclude that for almost any (x,t) the partial derivative with respect to t exists:

    tuε(x,t)=tεRNtΓ(x,t;y,s)f(y,s)dydsRNΓ(x,t;y,tε)f(y,tε)dy (3.1)

    and moreover it is also a weak derivative.

    For the derivatives with respect to the variables xi for i{1,,N} we can apply the standard theorem of differentiation under the integral. Indeed for any fixed t(,T) the function

    ht:RN×RN×(,tε)R:(x,y,s)Γ(x,t;y,s)f(y,s)

    is of class C2 with respect to x and moreover it and its x-derivatives are uniformly bounded by an L1 function since for any (x,y,s)RN×RN×(,tε), we have

    |ht(x,y,s)|cεQ/2|f(y,s)|L1(RN×(,tε)),|xiht(x,y,s)|cεa|f(y,s)|L1(RN×(,tε)),|2xixjht(x,y,s)|cεa|f(y,s)|L1(RN×(,tε)).

    Therefore, applying the standard theorem of differentiation under the integral sign we get that the classical derivatives of uε exist for all (x,t)ST and moreover

    xiuε(x,t)=tεRNxiΓ(x,t;y,s)f(y,s)dyds, (3.2)
    2xixjuε(x,t)=tεRN2xixjΓ(x,t;y,s)f(y,s)dyds. (3.3)

    Since the integrands are continuous and uniformly bounded by an L1 function by the dominated convergence theorem it follows that xiuε and 2xixjuε are continuous, hence these derivatives are also weak derivatives. Finally, exploiting (3.1)–(3.3), we get that for almost every (x,t)ST

    Luε(x,t)=tεRNLΓ(x,t;y,s)f(y,s)dyds+RNΓ(x,t;y,tε)f(y,tε)dy.

    Hence, applying point ⅱ) of Theorem 2.2, it follows:

    Luε(x,t)=RNΓ(x,t;y,tε)f(y,tε)dy,a.e. (x,t)ST.

    Lemma 3.3. If fC0(ST) then, for every K⊂⊂RN

    RNΓ(;y,tε)f(y,tε)dyε0f()uniformlyonK×(,T).

    Proof. We proceed as in the first part of the proof of Proposition 3.10 in [2]. Owing to points ⅲ) and ⅳ) of Theorem 2.2:

    |RNΓ(x,t;y,tε)f(y,tε)dyf(x,t)|RNΓ(x,t;y,tε)|f(y,tε)f(x,t)|dy1νNRNΓ1ν(x,t;y,tε)|f(y,tε)f(x,t)|dy=RNexp(ν4|D0(1ε)(xE(ε)y)|20)(ν4π)NεQc0(1)|f(y,tε)f(x,t)|dy=.

    Now we make the change of variable {z=D0(1ε)(xE(ε)y),dz=1εQ2dy}

    =RNexp(ν4|z|20)(ν4π)Nc0(1)|f(E(ε)(xD0(ε)z),tε)f(x,t)|dzRNexp(ν4|z|20)(ν4π)Nc0(1)fL(ST)|(E(ε)xxE(ε)D0(ε)z,ε)|dzRNexp(ν4|z|20)(ν4π)Nc0(1)fL(ST){|E(ε)xx|+|E(ε)D0(ε)z|+ε}dzRNexp(ν4|z|20)(ν4π)Nc0(1)fL(ST){|E(ε)xx|+E(ε)D0(ε)|z|+ε}dzCf{E(ε)I|x|+E(ε)D0(ε)+ε},

    which, for x varying in a compact set, vanishes uniformly as ε0. We can finally prove Theorem 3.1.

    Proof of Theorem 3.1. In order to prove the existence theorem we exploit the uniform convergence of uε and its derivatives.

    We begin with the convergence of uε.

    By point ⅳ) of Theorem 2.2 we easily get:

    |tRNΓ(x,t;y,s)f(y,s)dydsuε(x,t)|ttεRNΓ(x,t;y,s)|f(y,s)|dydsεfL(ST).

    Then for the first derivatives we proceed in the same way as in Corollary 3.12 in [2]. For any i{1,,q} we have:

    |tRNxiΓ(x,t;y,s)f(y,s)dydsxiuε(x,t)|=|ttεRNxiΓ(x,t;y,s)f(y,s)dyds|ttεRN|xiΓ(x,t;y,s)|dydsfcttε1ts(RNΓc1ν1(x,t,y,s)dy)dsfL(ST)=cttε1tsdsfL(ST)=2cεfL(ST).

    Now we claim that the integral

    tRN2xjxiΓ(x,t;y,s)[f(E(st)x,s)f(y,s)]dyds

    is absolutely convergent and that xixjuε converges uniformly to it. Indeed, since f is C0(RN+1) (therefore also D(RN+1)), for any(x,t)ST there exists τ<t such that supp(f)(τ,+)×RN, hence, owing to point ⅲ) of Theorem 2.3, we have:

    tRN|2xjxiΓ(x,t;y,s)[f(E(st)x,s)f(y,s)]|dydsctτRN|2xixjΓ(x,t;y,s)|ωf,ST(E(st)xy)dydscUμf,ST(tτ)<+.

    Moreover, thanks to Theorem 2.3 point ⅱ) we have:

    2xixjuε(x,t)=tεRN2xjxiΓ(x,t;y,s)[f(E(st)x,s)f(y,s)]dyds.

    Therefore, from point ⅲ) of Theorem 2.3, we obtain:

    |tRN2xjxiΓ(x,t;y,s)[f(E(st)x,s)f(y,s)]dyds2xixjuε(x,t)|cRN×(tε,t)|2xixjΓ(x,t;y,s)|ωf,ST(E(st)xy)dydscUμf,ST(ε).

    We have proved that u has continuous derivatives up to the second order with respect to the variables xi for i{1,,q}. Applying Lemma 3 we obtain that Luεf in Lloc hence thanks to the formerly proved limits we get:

    YuεLlocεfqi,j=1aij2xixju.

    The convergence is also in D(ST), so

    Yu=fqi,j=1aij2xixju

    in D(ST). Therefore YuL(ST) and Lu=f. Thus uS0(ST).

    This section is devoted to the proof of Theorem 1.1. As remarked in Section 1 the main point in the proof of this theorem is the existence of a solution, since uniqueness and the stability estimates follow from the results of [2,3].

    Theorem 4.1. If fD(ST) and is compactly supported, then, the function u:STR defined by:

    u(x,t)=tRNΓ(x,t;y,s)f(y,s)dyds

    is such that uS0(ST), Lu=f and moreover we have the stability estimates (2.2) and (2.3).

    Proof. In this proof the symbol denotes the standard convolution.

    Let fε=fφε be the convolution of f with a compactly supported mollifier φε:RN+1R and let uεS0(ST) be the solution given by the existence Theorem 3.1 with datum fε, namely:

    uε(x,t)=tRNΓ(x,t;y,s)fε(y,s)dyds.

    We want to prove that uεεu in L(ST). First we prove that

    fεε0+f in L. (4.1)

    Indeed, since for any ϕL1(RN+1), ϕˉφεL1(ST)εϕ where ˉφε(x,t):=φε(x,t), then we easily have

    Lfε,ϕL1=Lf,ϕˉφεL1Lf,ϕL1,ϕL1(ST).

    Now, since f has compact support, there exist T1<T such that supp(f),supp(fε)RN×(T1,T) for any ε sufficiently small. Then, observing that Γ(x,t;)L1(RN×(T1,T)) for any (x,t), we obtain

    STΓ(x,t;y,s)fε(y,s)dydsSTΓ(x,t;y,s)f(y,s)dyds,(x,t)ST,

    which means that uε(x,t)u(x,t) for any (x,t)ST.

    Now, let ϕL1(ST), since uεu pointwise and

    |ϕ(uεu)|2T|ϕ|fL(ST),

    applying again the dominated convergence theorem we get:

    STϕ(x,t)uε(x,t)dxdtSTϕ(x,t)u(x,t)dxdt,

    hence

    Luε,ϕL1Lu,ϕL1,ϕL1(ST). (4.2)

    Then, notice that ωfε,STωf,ST and uεL(ST)fL(ST), hence, by points ⅳ), ⅴ) of [Theorem 2.3], it follows that, for some fixed constant c>0 for any i,j{1,,q} and any ε>0 sufficiently small we have

    qi,j=12xixjuL(ST)+YuL(ST)c(fL(ST)+Uμf,ST(TT1))

    and

    xiuεL(ST)cfL(ST).

    Therefore the L(ST) norms of uε, xiuε (i{1,,q}), 2xixjuε (i,j{1,q}) and Yuε are uniformly bounded (w.r.t. ε). Hence we apply the Banach-Alaoglu theorem (in L(ST)) to uε, xiuε, 2xixjuε and Yuε. In this way we obtain a sequence of real numbers εk0 such that uεk and xiuεk, 2xixjuεk and Yuεk converge in the weak topology σ(L(ST),L1(ST)) to functions in L(ST). Notice that uεk, xiuεk, Yuεk and 2xixjuεk converge also in the sense of distributions hence, thanks to the uniqueness of the limit in the sense of distributions, we obtain that uS0(ST) and for i,j{1,,q}

    uεkku,xiuεkkxiu,2xixjuεkk2xixju,YuεkkYu,

    in L(ST). Notice that actually it is not necessary to take a subsequence since the limit is unique.

    It is left to show that Lu=f but thanks to (4.1) we only need to prove that LuεεLu. Let ϕL1(ST) and i,j{1,,q} then:

    Lai,jxixjuε,ϕL1=Lxixjuε,ai,jϕL1Lxixju,ai,jϕL1=Lai,jxixju,ϕL1.

    Notice that the estimates are valid since point ⅴ) of Theorem 2.3 only require uS0(ST) therefore the proof is completed.

    Theorem 4.2. Let fD(ST) such that supp(f)RN×(τ,T) for some τ(,T) and let u:STR be defined by:

    u(x,t)=tRNΓ(x,t;y,s)f(y,s)dyds.

    Then, uS0(ST), Lu=f and we have the estimates (2.2) and (2.3).

    Proof. The proof of this theorem is similar to the previous one but this time f is approximated in a different way. Let {ϕi}iC0(RN) be such that 0ϕi1 (as i+), define fi=fϕi and ui to be the solution of Lui=fi given in Theorem 4.1. Notice that ui admits the representation formula:

    ui(x,t)=tRNΓ(x,t;y,s)fi(y,s)dyds.

    Since Γ(x,t;) is integrable for any fixed (x,t), thanks to dominated convergence, uiu pointwise. Moreover uiuL(ST)TffjL(ST)TfL(ST) hence, taking any ψL1(ST), by dominated convergence we obtain:

    Luui,ψL1=ST(uui)ψdxdti+0

    thus uiu in L(ST).

    Now we observe that fiif in L(ST). Indeed fifL(ST)fL(ST) hence, for fixed ψL1(ST), we can apply again the dominated convergence obtaining:

    Lffi,ψL1=STf(1ϕi)ψdxdti+0.

    Finally, thanks to the estimates Theorem 2.3 v) employing the same argument of the proof of Theorem 4.1 we find that uS0(ST) satisfies the estimates (2.2), (2.3) and for k,j{1,,q}

    uεkku,xiuεkkxiu,2xixjuεkk2xixju,YuεkkYu,

    in L(ST). This entails also Lu=f. In order to complete the proof of Theorem 1.1 we would like to sum the solution of the homogeneous problem from [4] and the solution of the nonhomogeneous problem given Theorem 4.2, hence some remarks on the solution of the homogeneous problem are in order.

    Remark 4.1. As already mentioned, the paper [4] contains the solution to the problem:

    {Lu(x,t)=0, a.e. t>0,xRN,u(x,0)=g(x),xRN.

    Moreover, the explicit form of the solution is the following:

    u(x,t)=RNΓ(x,t;y,0)g(y)dy. (4.3)

    It is easily seen that u has continuous derivatives of any order with respect to x while it is locally Lipschitz with respect to t in (0,+)×RN. Moreover u satisfies Lu(x,t)=0 for all xRN and a.e. t(0,+) therefore uS(0,+) and Lu=0 in the sense of distributions.

    Now we can conclude the proof of Theorem 1.1.

    Proof of Theorem 1.1. Let uf be the solution of the problem (1.7) with datum g0 while let ug be the solution to (1.7) with f0. From what we have seen until now the function u:=uf+ug satisfies uS(0,+), Lu=f and u(,0)=g() and moreover it is the unique solution of (1.7) and is given by

    u(x,t)=t0RNΓ(x,t;y,s)f(y,s)dyds+RNΓ(x,t;y,0)g(y)dy.

    We are left to prove the estimates (1.9) and (1.10), to this aim we proceed on uf and ug separately Concerning uf applyig (2.2) and (2.3) we easily obtain:

    qi,j=12xixjufL(ST)+YufL(ST)c(fL(ST)+Uμf,ST(T)), (4.4)
    ω2xixju,ST(r)+ωYu,ST(r)cMf,ST(cr). (4.5)

    While to prove the estimates for ug we shall represent ug as a solution of a nonhomogeneous problem (with null initial datum at t=1) so that we can exploit again the estimates (2.2) and (2.3). Let φC(R) be a cut-off function satisfying φ(t)=0 for t1 and φ(t)=1 for t0. From the regularity properties of g it is easily verified that gφ(,+1) belongs to S(0,+) and therefore thanks to Corollary 2.1 we can represent gφ as:

    gφ(x,t)=t1RNΓ(x,t;y,s)L(gφ)(y,s)dyds.

    In particular for t=0 we have:

    g(x)=01RNΓ(x,0;y,s)L(gφ)(y,s)dyds. (4.6)

    Moreover, it is easily seen that the function v defined by:

    v(x,t)=01RNΓ(x,t;y,s)L(gφ)(y,s)dyds

    is a solution of:

    Lv(x,t)=L(gφ)(x,t)χ(,0)(t). (4.7)

    Thanks to the uniqueness of the solution, from (4.7) and (4.6) we obtain

    ug(x,t)=v(x,t),xRN,t>0.

    Hence we can apply the estimates (2.2) and (2.3) to v (with τ=1) in order to obtain some estimates for ug. In particular we have:

    qi,j=12xixjugL(S0,T)+YugL(S0,T)c(L(gφ)L(RN)+UμL(gφ),RN(T+1)), (4.8)
    ω2xixjug,S0,T(r)+ωYug,S0,T(r)cML(gφ),ST(cr). (4.9)

    In order to conclude the proof we only need to bound the quatities on the right hand side of (4.8) and (4.9) in terms of g. Computing explicitly L(gφ) we obtain:

    L(gφ)(x,t)=qi,j=1aij(t)2xixjg(x)φ(t)+(Yg)(x)φ(t)g(x)φ(t).

    From these computations we easily infer the following estimates:

    L(gφ)L(RN+1)k(gL(RN)+qi,j=12xixjgL(RN)+YgL(RN)), (4.10)
    ωL(gφ),RN+1(r)k(ωg,RN(r)+qi,j=1ω2xixjg,RN(r)+ωYg,RN(r)). (4.11)

    where the constant k depend only on aijL(RN+1), φL(R) and φL(R). Thanks to (4.8)–(4.11) we obtain:

    qi,j=12xixjugL(S0,T)+YugL(S0,T)c(gL(RN)+qi,j=12xixjgL(RN)+YgL(RN)+Uμg,RN(T+1)+qi,j=1Uμ2xixjg,RN(T+1)+UμYg,RN(T+1)), (4.12)
    ω2xixjug,S0,T(r)+ωYug,S0,T(r)c(Mg,RN(cr)+qi,j=1M2xixjg,RN(cr)+MYg,RN(cr)). (4.13)

    Finally, combining (4.4), (4.5), (4.12) and (4.13) we deduce (1.9) and (1.10).

    Starting from the theory of [2,3,4] we were able to prove the well-posedness of a Cauchy problem for a degenerate Kolmogorov-Fokker-Planck operator under weak regularity assumptions on the coefficients and an the data. The main point was to prove the existence of a solution for the problem with null initial data since the existence of a solution to the homogeneous problem with nonnull initial data, the stability estimates and the uniqueness of the solution follows from known results. Since an explicit fundamental solution is known, in order to find a solution to the Cauchy problem we employed the Duhamel method. However, due to the low regularity of the coefficients, we first considered the case of smooth and compactly supported datum, then, by approximation, we have shown the existence of a solution for a compactly supported datum satisfying the minimal regularity assumptions and finally we weakened the assumptions on the support of the datum.

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

    This paper originates from the master thesis [1] done at Politecnico di Milano under the guidance of Prof. Marco Bramanti and Dr. Stefano Biagi to whom my gratitude goes. The mentioned thesis is focused on the same operator but is based on the Schauder theory hence after suitable modifications the Sections 3 and 4 are taken from Sections 2.2 and 2.3 of [1]. I wish to thank Prof. Marco Bramanti and Dr. Stefano Biagi, for the help and the many suggestions they gave me during the writing of this article.

    The author declares no conflict of interest.



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    [8] E. Lanconelli, S. Polidoro, On a class of hypoelliptic evolution operators, Rend. Sem. Mat.-Univ. Pol. Torino, 52 (1994), 29–63.
    [9] G. Lucertini, S. Pagliarani, A. Pascucci, Optimal regularity for degenerate Kolmogorov equations with rough coefficients, arXiv, 2022. https://doi.org/10.48550/arXiv.2204.14158
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