Abstract
This work deals with general linear conservative neutron transport semigroups without spectral gaps in \(L^{1}(\mathcal{T}^{n}\times \mathbb{R} ^{n})\) where \(\mathcal{T}^{n}\) is the \(n\)-dimensional torus. We study the mean ergodicity of such semigroups and their strong convergence to their ergodic projections as time goes to infinity. Systematic functional analytic results are given.
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1 Introduction
This paper is a continuation of a previous work devoted to conservative neutron transport equations on the torus with spectral gaps [35]. The lack of spectral gaps leads to two key open problems which are the main concern of this paper: the existence of an invariant density and the strong convergence of neutron transport semigroups to their ergodic projections as time goes to infinity. The role of positivity in nuclear reactor theory was emphasized very early by Garrett Birkhoff (see e.g. [10–13]) and, since then, has not ceased to be taken into account in the mathematical literature on neutron transport. It turns out that peripheral spectral theory, the heart of asymptotics of discrete or continuous semigroups, is well established for positive operators on Banach lattices (see e.g. [7, 39]).
We show here how positivity, combined to compactness arguments, allows to build a general theory of qualitative time asymptotics for \(L^{1}\)-conservative neutron transport equations without spectral gaps; we provide systematic functional analytic results. While our analysis is purely qualitative, a simpler situation on the torus with space homogeneous cross sections is dealt with in a paper devoted to the delicate problem of (algebraic) rates of convergence to equilibrium [24]. We mention that a quantitative version of the present paper relying on a different construction is given in a forthcoming work [26].
Note that beyond neutron transport theory, time asymptotics have been intensively analyzed the last two decades in different areas of kinetic theory. We cannot comment on a considerable literature which deals with so many kinetic models (different vector fields or scattering operators, different boundary conditions, \(L^{1}\)-conservative models or \(L^{2}\)-dissipative models, bounded or unbounded geometries etc.) with quantitative or just qualitative convergence results relying on different mathematical tools, mainly spectral, hypocoercivity or entropy methods. For information only, and without claiming to be complete, we refer e.g. to the following works which provide us with a sample of linear kinetic problems involved in time asymptotics [2, 5, 6, 8, 15–20, 23–25, 27–30, 32–38, 41, 42].
In [35], we characterized the existence of a spectral gap, i.e. the strict inequality
for a general class of conservative neutron transport semigroups \(\left ( W(t)\right ) _{t\geq 0}\) on the \(n\)-dimensional torus, where \(\omega \) and \(\omega _{ess}\) are respectively the type and the essential type of \(\left ( W(t)\right ) _{t\geq 0}\), (see the definition below). This characterization is based upon two ingredients: the computation of the type of collisionless (i.e. advection) kinetic semigroups and a general \(L^{1}\)-compactness theorem implying a stability of essential type of perturbed semigroups. The presence of a spectral gap provides us automatically with an invariant density from which we can derive, by standard functional analytic arguments (see e.g. [7, 39]), the exponential trend of such semigroups to the spectral projection associated to the zero eigenvalue of their generators.
Our aim here is to analyze this class of kinetic equations in the absence of spectral gap, i.e. when
The lack of spectral gap leads to two open problems which are the subject matter of this paper. Before explaining the nature of such problems and outlining our main results, we need to review quickly some results from [35]. Let \(n\in \mathbb{N} \) and let
be the \(n\)-dimensional torus. We will identify any function
to a \(\left [ 0,1\right ] ^{n}\)-periodic function on \(\mathbb{R}^{n}\).
We are concerned with time asymptotics of conservative neutron transport equations
on
where \(V\) is the support of a \(\sigma \)-finite measure \(\mu (dv)\) on \(\mathbb{R} ^{n}\) such that
even if this assumption is not necessary in all our statements (while a key compactness result needs a stronger assumption; see below). The conservativity assumption refers to the condition
Here \(L^{1}(\mathcal{T}^{n}\times V)\) is identified isometrically to the space of measurable and \(\left [ 0,1\right ] ^{n}\)-periodic (with respect to \(x\in \mathbb{R} ^{n}\)) functions
with finite norm
We refer to \(\sigma (.,.)\) as the collision frequency and assume (for simplicity) that
The partial integral operator
is called the scattering (or collision) operator; we refer to its kernel \(k(.,.,.)\) as the scattering kernel. We note that (3) implies that \(K\) is a bounded operator.
For each \(v\in V\), \(\sigma (.,v)\) is identified to a \(\left [ 0,1\right ] ^{n}\)-periodic function on \(\mathbb{R} ^{n}\). Similarly, for each \(v,v^{\prime }\in V,\ k(.,v^{\prime },v)\) is identified to a \(\left [ 0,1\right ] ^{n}\)-periodic function on \(\mathbb{R} ^{n}\). The “collisionless” equation on \(\mathcal{T}^{n}\times V\)
is solved explicitly by the method of characteristics by means of a weighted shift \(C_{0}\)-semigroup \(\left ( U(t)\right ) _{t\geq 0}\) acting as
We denote by \(T\) its generator. The type (or growth bound) of \(\left ( U(t)\right ) _{t\geq 0}\), i.e.
is equal to
(see [35] Theorem 1). In particular
if and only if there exist \(C_{1}>0\) and \(C_{2}>0\) such that
(see [35] Corollary 2; see also [8] for an earlier result in this direction).
The full dynamics (1) on \(L^{1}(\mathcal{T}^{n}\times V)\) is governed by a \(C_{0}\)-semigroup \(\left ( W(t)\right ) _{t\geq 0}\) generated by
We note that under (3)
so
for all \(\varphi \in D(A)\) and (by a density argument)
for all \(\varphi \in L^{1}(\mathcal{T}^{n}\times V)\). Thus \(\left ( W(t)\right ) _{t\geq 0}\) is a stochastic (or Markov) semigroup, i.e. \(W(t)\) is mass-preserving on the positive cone
in particular its type is equal to zero
This perturbed semigroup \(\left ( W(t)\right ) _{t\geq 0}\) is given by a Dyson-Phillips series
where
We recall that any \(C_{0}\)-semigroup \(\left ( Z(t)\right ) _{t\geq 0}\) in a Banach space \(X\) admits a type \(\omega (Z)\) such that
(\(r(Z(t))\) is the spectral radius of \(Z(t)\)) and an essential type \(\omega _{ess}(Z)\) such that
where
is the essential spectral radius of \(Z(t)\) and \(\sigma _{ess}(Z(t))\) is the essential spectrum of \(Z(t)\); in particular
We recall also that \(\left ( U(t)\right ) _{t\geq 0}\) and \(\left ( W(t)\right ) _{t\geq 0}\) have the same essential type provided that some \(U_{j}(t)\) is a compact operator for all \(t>0\), (see [31] Theorem 2.10); in this case, \(\omega _{ess}(W)\), the essential type of \(\left ( W(t)\right ) _{t\geq 0}\) is such that
In particular, if \(\omega (U)<0\) (or equivalently if (5) is satisfied) then
i.e. \(\left ( W(t)\right ) _{t\geq 0}\) exhibits a spectral gap and 0 is an isolated eigenvalue of \(T+K\) with finite algebraic multiplicity. If \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible then 0 is algebraically simple and is associated to a unique positive normalized eigenfunction \(u\), i.e. a unique invariant density. In this case, there exist \(\varepsilon >0\) and \(C>0\) such that for any density \(\varphi \)
Let us recall the so-called regular scattering operators used in [35]. Since a scattering operator is local in the space variable, we may regard it as a bounded mapping
acting on \(L^{1}(\mathcal{T}^{n}\times V)\) as
where we identify \(L^{1}(\mathcal{T}^{n}\times V)\) to \(L^{1}(\mathcal{T}^{n};\ L^{1}(V))\). In this case
The main feature of a regular scattering operator \(K\) is that the family of operators
(indexed by the space variable \(x\in \mathcal{T}^{n}\)) is collectively weakly compact, i.e.
For instance, a sufficient condition for \(K\) to be regular is the existence of \(p\in L_{+}^{1}(V)\) such that
Finally, we used a general class of measures \(\mu (dv)\) defined by the existence of \(\alpha >0\) such that for any bounded set \(S\subset V\) there exists \(c_{S}>0\) and
This assumption is stronger than (2) but is satisfied by the Lebesgue measure on \(\mathbb{R} ^{n}\) or on spheres (i.e. for multigroup models). We showed that if the scattering operator \(K\) is regular and if the measure \(\mu (dv)\) satisfies (9) then there exists an integer \(\widehat{j}\) depending on \(\alpha \) such that
(see [35] Theorem 13). Thus, if the scattering operator is regular and if the measure \(\mu (dv)\) satisfies (9) then the semigroups \(\left ( W(t)\right )_{t\geq 0}\) exhibits a spectral gap if and only if
The purpose of this paper is to deal with the critical case
We are thus faced with two key open questions:
-
(i)
Does \(\left ( W(t)\right ) _{t\geq 0}\) admit an invariant density or more generally is \(\left ( W(t)\right ) _{t\geq 0}\) mean ergodic?
-
(ii)
If so, does \(\left ( W(t)\right ) _{t\geq 0}\) converge strongly to its ergodic projection as \(t\rightarrow +\infty \)?
A systematic functional analytic treatment of these problems is provided. We deal mainly with the relevant case corresponding to non trivial scattering operators, i.e.
and will comment briefly on the case \(K=0\) in Sect. 10.
We point out that apart from the special case of kinetic equations obeying a detailed balance principle where the existence of an invariant density is obtained for free (see Remark 26), no existence result in kinetic theory is available up to now. We note also that our construction is based on many preliminary results of independent interest. As far as we know, most of our results are new and appear here for the first time. The author thanks the referees for useful remarks and suggestions.
1.1 The General Strategy for the Existence of an Invariant Density
The existence of an invariant density is the cornerstone of this work. To deal with this key question, our strategy consists in approximating the semigroup \(\left ( W(t)\right ) _{t\geq 0}\) by a sequence \(\left \{ \left ( W^{j}(t)\right ) _{t\geq 0}\right \} _{j}\) of stochastic semigroups with spectral gaps. To this end, we choose non trivial \(f\in L_{+}^{1}(V) \) and \(g\in L_{+}^{\infty }(V)\) with
where inf refers to the essential infimum. We will define in Sect. 2 a compact set \(\Pi \subset V\) (see (26)) such that \(\mu (\Pi ^{c})>0\) where \(\Pi ^{c}\) is the complement of \(\Pi \) in \(V\). We choose \(f\) such that
Let
and let
Note that
We consider the \(C_{0}\)-semigroup \(\left ( U^{j}(t)\right ) _{t\geq 0}\) of contractions on \(L^{1}(\mathcal{T}^{n}\times V)\)
and denote by \(T_{j}\) its generator. Let \(\left ( W^{j}(t)\right ) _{t\geq 0}\) be the perturbed stochastic semigroup generated by
where \(K_{j}\) is the scattering operator with kernel \(k_{j}(x,v,v^{\prime})\). Since
then the type \(\omega _{j}\) of \(\left \{ U^{j}(t);t\geq 0\right \} \) is negative
In particular 0 belongs to the resolvent set of \(T_{j}\)
We note that \(K_{j}\) is also a regular scattering operator. According to the theory given in [35], \(\left ( W^{j}(t)\right ) _{t\geq 0}\) is a conservative semigroup having a spectral gap so there exists a non trivial nonnegative eigenfunction \(\varphi _{j}\) of \(T_{j}+K_{j}\) relative to the isolated eigenvalue 0
or equivalently
A key result of the paper is that, under a suitable assumption on the scattering operator (see below), the normalized sequence \(\left \{ \varphi _{j}\right \} _{j}\) is compact and then a convergent subsequence provides us with an invariant density. This compactness property follows from a fundamental collective compactness theorem (see below).
We note that beyond kinetic equations (i.e. in the general setting of abstract perturbed substochastic semigroups in \(L^{1}\)-spaces), \(K\left ( \lambda -T\right ) ^{-1}\) (\(\lambda >0\)) is a contraction. Since \(\left ( 0,+\infty \right ) \ni \lambda \rightarrow \left ( \lambda -T \right ) ^{-1}\) is nonincreasing then a strong limit \(\lim _{\lambda \rightarrow 0_{+}}K\left ( \lambda -T\right ) ^{-1}\) exists we denote symbolically by \(K\left ( 0_{+}-T\right ) ^{-1}\) even if \(0\in \sigma (T)\). There exists a connection between the fact that 0 is an eigenvalue of \(A\) and the fact that 1 is an eigenvalue of \(K\left ( 0_{+}-T\right ) ^{-1}\) [36]; (see also [9] for more results in this direction). We follow here a different strategy which exploits fully the properties of kinetic equations.
1.2 The Results
Our main results are the existence of an invariant density and the strong convergence of \(\left ( W(t)\right ) _{t\geq 0}\) to its ergodic projection as \(t\rightarrow +\infty \) (see Theorem 19 and Theorem 24). However, to state them understandably, we need to explain first several facts. The lack of a spectral gap steems from a degeneracy of the collision frequency, i.e. when \(\sigma \) vanishes on suitable sets. In order to avoid additional technicalities when \(V\) is unbounded, we assume in this case that
Despite the restriction (16) when \(V\) is unbounded, we build a very rich mathematical theory for stochastic kinetic semigroups without spectral gaps.
Section 2 and Sect. 4 are devoted to the characterization of the lack of spectral gap and to various related technical results. The lack of spectral gap is due to the non emptiness of the set
where
We show that if
then \(\Xi \) consists of
and (if \(0\in V\)) of
(see Corollary 3).
Let \(\Pi \) be the projection of \(\Xi \) on \(V\) along \(\mathcal{T}^{n}\), i.e.
We show that if the \(C_{0}\)-semigroup \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible and has an invariant density then \(\left ( U(t)\right ) _{t\geq 0}\) must be strongly stable, i.e.
(see Theorem 11). Thus the strong stability of \(\left ( U(t)\right ) _{t\geq 0}\) appears as a prerequisit of our construction. It turns out that this strong stability is characterized by
(see Theorem 12). It follows that if (2) is satisfied, i.e. if the hyperplanes of \(\mathbb{R} ^{n}\) have zero \(\mu \)-measure, and if
then \(\left ( U(t)\right ) _{t\geq 0}\) is strongly stable (see Corollary 14). We show that if \(\left ( U(t)\right ) _{t\geq 0}\) is strongly stable then
(see Theorem 15).
We show that if \(K\neq 0\) then \(\Pi \) cannot be of full measure, i.e.
is always true where \(\Pi ^{c}\) is the complement of \(\Pi \) in \(V\), (see Proposition 27). We note that a priori the \(\mu \)-measure of the compact set \(\Pi \) need not be zero. However, for the sake of simplicity, we restrict ourselves to the case
Remark 1
If \(\mu (\Pi )>0\), we need to assume additionally that
In this case, \(\left ( W(t)\right ) _{t\geq 0}\) leaves invariant the closed subspace \(L^{1}(\mathcal{T}^{n}\times \Pi ^{c})\) of
and the construction of this paper can be done in \(L^{1}(\mathcal{T}^{n}\times \Pi ^{c})\) while the action of \(\left ( W(t)\right ) _{t\geq 0}\) on \(L^{1}(\mathcal{T}^{n}\times \Pi )\) reduces to a shift semigroup. We did not try to elaborate on this point here.
We show also the key result that for any closed set
the restriction \(\left ( U^{\Lambda }(t)\right ) _{t\geq 0}\) of the advection semigroup \(\left ( U(t)\right ) _{t\geq 0}\) to the closed subspace \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) (which is invariant under \(\left ( U(t)\right ) _{t\geq 0}\)) has a negative type, i.e.
or equivalently there exists \(t_{\Lambda }>0\) such that
(see Proposition 4). Thus, the unbounded function
(note that \(\Theta (.,.)=+\infty \) on \(\Xi \subset \mathcal{T}^{n} \times \Pi \)) is such that for any closed set \(\Lambda \subset \Pi ^{c}\)
i.e. \(\Theta (x,v)\) gets large near \(\mathcal{T}^{n}\times \Pi \) only.
In Sect. 3, we give a general sufficient criterion of irreducibility of \(\left ( W(t)\right ) _{t\geq 0}\), (see Proposition 7).
Our proof of the existence of an invariant density is based on the key assumption
which expresses, in a suitable way, that
The main statement of this paper is:
Main Theorem 1
Let the type of \(\left ( U(t)\right )_{t\geq 0}\) be equal to zero, i.e. (10). We assume that \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible and that (17) (19) are satisfied. Then \(\left (W(t)\right)_{t\geq 0}\) has an invariant density and converges strongly to its ergodic projection as \(t\rightarrow + \infty \).
This result follows from a series of preliminary results scattered in the different sections. In Sect. 5, we show that under (19) and (9) there exists \(N\in \mathbb{N} \) such that the sequence
is collectively compact in \(\mathcal{L}(L^{1}(\mathcal{T}^{n}\times V))\), (see Theorem 18) in the sense that the image by \(\left ( (0-T_{j})^{-1}K_{j}\ \right ) ^{N}\) of the unit ball of \(L^{1}(\mathcal{T}^{n}\times V)\) is included in a compact set independent of \(j\in \mathbb{N} \). This important theorem is based on a key technical result (see Lemma 17).
In Sect. 6, we show the existence of an invariant density under (19) and (9), (see Theorem 19). The proof follows from the above collective compactness theorem.
Section 7 is devoted to the analysis of the key assumption (19) when the degeneracy of the collision frequency “is not spatial” in the sense that
and \(\inf _{v\in V}\widehat{\sigma }(v)=0\). In this case, (19) holds provided that
(where \(\widehat{k}(v,v^{\prime }):=\sup _{x\in \mathcal{T}^{n}}k(x,v,v^{\prime })\)) and the convergence of this integral is uniform in \(v^{\prime }\in V\) (see Proposition 20).
In Sect. 8, we give two results for space homogeneous cross sections. Indeed, under an irreducibility condition, we show that the invariant density (if any) must be space homogeneous; we show also how to derive from the previous results the existence of an invariant density for space homogeneous equations i.e. \(\phi \in L_{+}^{1}(V)\) such that
(see Theorem 22). Section 9 is devoted to time asymptotics when \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible. If an invariant density exists (i.e. the kernel of the generator is not trivial), the one-dimensional ergodic projection is given by
In this case, it is well known that an irreducible substochastic semigroup having an invariant density is mean ergodic, i.e. the Cesaro convergence
holds (see e.g. [3] Chap. 4). In fact, we show here the stronger result
by means of a general functional analytic result, relying on a 0-2 law for \(C_{0}\)-semigroups, given in [36]; (see Theorem 24).
We note that if the detailed balance principle holds, i.e. there exists \(M\in L^{1}(V)\) such that \(M(v)>0\) a.e. and
(this may occur e.g. in nuclear reactor theory where \(M\) is typically a Maxwellian function, see e.g. [1, 44]) then an invariant density is given for free. Indeed, it is easy to see that
is an invariant density of \(\left ( W(t)\right ) _{t\geq 0}\) since (20) and (3) imply
In this case, under the assumption that \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible, \(\left ( W(t)\right ) _{t\geq 0}\) converges strongly (as \(t\rightarrow +\infty \)) to its ergodic projection without Assumption (19).
Finally, Sect. 10 is devoted to some comments related to \(K=0\). In particular, in this case \(\left ( W(t)\right ) _{t\geq 0}\) is nothing but the translation semigroup
Under (2) \(\left ( W(t)\right ) _{t\geq 0}\) is mean ergodic with infinite rank ergodic projection
but \(\left ( W(t)\right ) _{t\geq 0}\) does not converge strongly in \(L^{1}(\mathcal{T}^{n}\times V)\) as \(t\rightarrow +\infty \).
2 Characterization of Lack of Spectral Gap
Since \(\omega (U)<0\) if and only if there exist two constants \(C_{1}>0\) and \(C_{2}>0\) such that
then, at least formally, \(\omega (U)=0\) if and only if \(\sigma \) vanishes (almost everywhere) on some characteristic curve, i.e.
or on a point of the form \((\overline{x},0)\), i.e.
This can be shown rigorously if \(\sigma \) is “smooth” in a suitable sense. Indeed, we have the following results which improve some ones given in [35].
Proposition 2
We assume that \(V\) is either bounded or is unbounded and
-
(i)
If
$$ \sigma _{t}:\mathcal{T}^{n}\times V\ni (x,v):=\int _{0}^{t}\sigma (x+sv,v)ds\textit{ is lower semi continuous} $$(23)and if \(\omega (U)=0\) then there exists \((\overline{x},\overline{v})\in \mathcal{T}^{n}\times V\) such that \(\overline{v}\neq 0\) and
$$ \sigma (\overline{x}+s\overline{v},\overline{v})=0\ \ \ \textit{a.e. }s>0 $$(or there exists \(\overline{x}\in \mathcal{T}^{n}\) such that \(\sigma (\overline{x},0)=0\) if \(0\in V\)).
-
(ii)
If
$$ \sigma _{t}:\mathcal{T}^{n}\times V\ni (x,v):=\int _{0}^{t}\sigma (x+sv,v)ds \ \textit{is upper semi continuous} $$and if \(\omega (U)<0\) then there exist no \((\overline{x},\overline{v})\in \mathcal{T}^{n}\times V\) such that \(\overline{v}\neq 0\) and \(\sigma (\overline{x}+s\overline{v},\overline{v})= 0\) a.e. \(s>0\) (and there exist no \(\overline{x}\in \mathcal{T}^{n}\) such that \(\sigma (\overline{x},0)=0\) if \(0\in V\)).
Proof
(i) Suppose that \(\omega (U)=0\) or equivalently for any constant \(C>0\)
Then there exists a sequence \(\left ( (x_{k},v_{k})\right ) _{k}\subset \mathcal{T}^{n}\times V\) such that
It follows that any \(t>0\)
Note that \(\left \{ v_{k}\right \} _{k}\) is always bounded. Indeed, if \(V\) is unbounded and if a subsequence of \(\left \{ v_{k}\right \} _{k}\) tends to infinity then this last estimate is not compatible with (22). Hence there exists a subsequence \(\left ( (x_{\varphi (k)},v_{\varphi (k)})\right ) _{k}\) converging to some \((\overline{x},\overline{v})\). By passing to the limit in
and using the lower semicontinuity of \(\sigma _{t}\) we get
whence
vanishes almost everywhere.
(ii) Suppose there exists some \((\overline{x},\overline{v})\in \mathcal{T}^{n}\times V\) such that
vanishes almost everywhere. Then, for any \(t>0\) we have \(\sigma _{t}(\overline{x},\overline{v})=0\). Hence, by the upper semicontinuity of \(\sigma _{t}\), for any \(\varepsilon >0\) there exists a neighborhood \(\mathcal{V}(\overline{x},\overline{v})\) of \((\overline{x},\overline{v})\) on which \(\sigma _{t}(x,v)\leq \varepsilon \), i.e.
so
i.e.
This contradicts (21) so \(\omega (U)=0\). □
Corollary 3
If
(in particular if \(\sigma \) is continuous) then \(\omega (U)=0\) if and only if there exists \((\overline{x},\overline{v})\in \mathcal{T}^{n}\times V\) such that \(\overline{v}\neq 0\) and
or there exists \(\overline{x}\in \mathcal{T}^{n}\) such that \(\sigma (\overline{x},0)=0\) if \(0\in V\).
We introduce the set (of “curves”)
consisting of those \((x,v)\in \mathcal{T}^{n}\times V\) such that
Note that the set \(\Xi \) contains also “stationary points”
We define the set
We note that if \(K\neq 0\) then
(see Proposition 27). We note that under (23)
and
are closed sets so that the set \(\Xi \) is closed too since
This set is also bounded if we assume (22) when \(V\) is not bounded. For the sake of definiteness, we will assume in all the paper that (23) is satisfied as well as (22) when \(V\) is not bounded (even if such assumptions are not necessary in all our statements). Thus
It follows that
Since the lack of spectral gap for \(\left ( W(t)\right ) _{t\geq 0}\) is due to the vanishing of the collision frequency \(\sigma \) on the set \(\Xi \), it is essential to have as much information as possible on this set. Note that the compact set \(\Xi \subset \mathcal{T}^{n}\times V\) is the union of the characteristic curves on which the collision frequency vanishes so that a priori
where the inclusion may be proper.
Let \(V_{d}\) be the set of velocities \(v\) whose coordinates are rationally dependent and let
be the set of velocities \(v\) whose coordinates are rationally independent. The set \(\Xi \) may be decomposed into at most three disjoint parts
where
and
Since we assume in all the paper that the hyperplanes have zero \(\mu \)-measure then
Indeed
and
because any velocity \(\overline{v}\in V\) with rationally dependent coordinates belongs to some hyperplane
with \(\xi \in \mathbb{Q} ^{n}\) and therefore
since \(\mu (H_{\xi })=0\) and \(\mathbb{Q} ^{n}\) is countable. We end this section with a key observation.
Proposition 4
We have
We assume that (22) is satisfied and for all \(t>0\)
(e.g. \(\sigma \) is continuous on \(\mathcal{T}^{n}\times \Pi ^{c}\)). Then, for any closed set \(\Lambda \subset \Pi ^{c}\) the advection semigroup (4) leaves invariant the closed subspace \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) and the type of its restriction to \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) is negative, i.e.
Proof
Note that we identify \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) to the elements of \(L^{1}(\mathcal{T}^{n}\times V)\) vanishing a.e. on \(\mathcal{T}^{n}\times \Lambda ^{c}\) so the fact that \(\left ( U(t)\right ) _{t\geq 0}\) leaves invariant \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) is clear. We denote by \(\left ( U^{\Lambda }(t)\right ) _{t\geq 0}\) the restriction of \(\left ( U(t)\right ) _{t\geq 0}\) to \(L^{1}(\mathcal{T}^{n}\times \Lambda )\) whose type is given by
According to Proposition 2 (i), \(\omega (U^{\Lambda })=0\) would imply the existence of \((\overline{x},\overline{v})\in \mathcal{T}^{n}\times \Lambda \) such that
so \((\overline{x},\overline{v})\in \Xi \). On the other hand, (28) implies that \(\overline{v}\in \Pi \) which is a contradiction. □
Remark 5
Proposition 4 is an important ingredient of the proof of the key collective convergence result given in Lemma 17.
3 An Irreducibility Criterion for \(\left ( W(t)\right ) _{t\geq 0}\)
We start with:
Definition 6
We say that \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible if there is no non trivial closed subspace \(L^{1}(\Omega )\subset L^{1}(\mathcal{T}^{n}\times V)\) invariant under \(\left ( W(t)\right ) _{t\geq 0}\).
Note that \(L^{1}(\Omega )\) is identified to the elements of \(L^{1}(\mathcal{T}^{n}\times V)\) vanishing a.e. on \(\Omega ^{c}\) where \(\Omega ^{c}\) is the complement of \(\Omega \) in \(\mathcal{T}^{n}\times V\). We have the sufficient criterion:
Proposition 7
We assume that for any measurable set \(\Omega \subset \mathcal{T}^{n}\times V\) such that \(\Omega \) and \(\Omega ^{c}\) have positive \(dy\mu (dv)\)-measure we have
Then \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible.
Proof
According to ([39] Proposition 3.3, p. 307) it suffices to show that \(K\) is irreducible. Let us check that \(K\) is irreducible if and only if (30) holds for any measurable set \(\Omega \subset \mathcal{T}^{n}\times V\) such that \(\Omega \) and \(\Omega ^{c}\) have positive \(dy\mu (dv)\)-measure. If \(K\) is not irreducible then there exists a non trivial subspace \(L^{1}(\Omega )\subset L^{1}(\mathcal{T}^{n}\times V)\) invariant under \(K\). Let \(\varphi \in L^{1}(\Omega )\), i.e. \(\varphi \) vanishes a.e. on \(\Omega ^{c}\), then
Since \(K\varphi \in L^{1}(\Omega )\), i.e. \(K\varphi \) vanishes a.e. on \(\Omega ^{c}\), then
i.e.
or
By choosing \(\varphi >0\) a.e. on \(\Omega \) one sees that
which contradicts (30). Thus (30) implies that \(K\) is irreducible. Conversely, let there exists a measurable subset \(\Omega \subset \mathcal{T}^{n}\times V\) such that \(\Omega \) and \(\Omega ^{c}\) have positive \(dy\mu (dv)\)-measure and
or equivalently
This implies that for any \(\varphi \in L^{1}(\Omega )\)
vanishes a.e. on \(\Omega ^{c}\), i.e. \(K\varphi \in L^{1}(\Omega )\) and therefore \(K\) is not irreducible. □
Remark 8
In particular, \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible if \(k(x,v,v^{\prime })>0\) a.e.
We give now a simple case where \(\left ( W(t)\right ) _{t\geq 0}\) is not irreducible.
Proposition 9
Let there exist \(\Omega \subset V\) such that \(\mu (\Omega )>0\), \(\mu (\Omega ^{c})>0\) and
Then \(\left ( W(t)\right ) _{t\geq 0}\) is not irreducible.
Proof
For any \(\psi \in L^{1}(\mathcal{T}^{n}\times \Omega )\) (i.e. \(\psi \) vanishes on \(\mathcal{T}^{n}\times \Omega ^{c}\)) we have
so that the restriction of \(K\varphi \) to \(\mathcal{T}^{n}\times \Omega ^{c}\) vanishes since
Hence \(K\) leaves invariant the closed subspace \(L^{1}(\mathcal{T}^{n}\times \Omega )\). On the other hand \(L^{1}(\mathcal{T}^{n}\times \Omega )\) is trivially invariant under \(\left ( U(t)\right ) _{t\geq 0}\). It follows easily, e.g. from the Dyson-Phillips expansion (7) and (8), that \(L^{1}(\mathcal{T}^{n}\times \Omega )\) is invariant under \(\left ( W(t)\right ) _{t\geq 0}\). □
4 On Strong Stability of Advection Semigroups
We first recall some basic notions on mean ergodic semigroups we can find e.g. in [4] Chap. 4, p. 261. A \(C_{0}\)-semigroup of contractions \(\left ( Z(t)\right ) _{t\geq 0}\) with generator \(A\) on a Banach space \(X\) is said to be mean ergodic if for any \(x\in X\),
for the norm of \(X\). In this case, this limit is a projection (the so-called ergodic projection) \(P\) on \(Ker(A)\) along \(\overline{R(A)}\) where \(R(A)\) is the range of \(A\). In particular
Remark 10
A sufficient condition of mean ergodicity of a positive contraction \(C_{0}\)-semigroup \(\left ( Z(t)\right ) _{t\geq 0}\) on \(L^{1}(\nu )\)-space is the existence of some \(\varphi \in L^{1}(\nu )\) such that \(\varphi >0\) a.e. and \(Z(t)\varphi \leq \varphi \ (t\geq 0)\), (see e.g. [4] Proposition 4.3.14).
We observe first if \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible then the existence of an invariant density (or equivalently the ergodicity of \(\left ( W(t)\right ) _{t\geq 0}\)) implies a specific constraint on \(\left ( U(t)\right ) _{t\geq 0}\).
Theorem 11
Let \(K\neq 0\) and let \(\left ( W(t)\right ) _{t\geq 0}\) be irreducible. If \(\left ( W(t)\right ) _{t\geq 0}\) is ergodic then \(\left ( U(t)\right ) _{t\geq 0}\) is strongly stable, i.e.
Proof
Note that
so that the ergodicity of \(\left ( W(t)\right ) _{t\geq 0}\) implies the ergodicity of \(\left ( U(t)\right ) _{t\geq 0}\), (see [3] Thm. 1.1). Since \(K\neq 0\) then
If \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible then the kernel of \(T^{\prime }\) (the dual of \(T\)) must be trivial (see [3] Thm. 1.3). Since \(\left ( U(t)\right ) _{t\geq 0}\) is ergodic (with ergodic projection \(P\)) then for any \(\varphi \in L_{+}^{1}(\mathcal{T}^{n}\times V)\)
In particular
By the additivity of the norm on the positive cone \(L_{+}^{1}(\mathcal{T}^{n}\times V)\)
whence
Since
(\(\left ( U(t)\right ) _{t\geq 0}\) is a contraction semigroup) then
and therefore
We decompose any \(\varphi \in L^{1}(\mathcal{T}^{n}\times V)\) into positive and negative parts
so
i.e.
and
The fact that
implies
and then \(\zeta =0\) because the kernel of \(T^{\prime }\) is trivial. Finally, for any \(\varphi \in L^{1}(\mathcal{T}^{n}\times V)\)
□
We characterize now the strong stability of \(\left ( U(t)\right ) _{t\geq 0}\) in terms of properties of the collision frequency.
Theorem 12
\(\left ( U(t)\right ) _{t\geq 0}\) is strongly stable if and only if
Proof
Let \(\varphi \in L^{1}(\mathcal{T}^{n}\times V)\). Then, the monotone convergence theorem and
show that
Thus (31) is sufficient for the strong stability. Conversely, if
on a measurable set \(\Omega \subset \mathcal{T}^{n}\times V\) of positive measure then
for any non trivial \(\varphi \in L^{1}(\Omega )\). □
Remark 13
Another characterization of the strong stability of \(\left ( U(t)\right ) _{t\geq 0}\) is that the strong limit \(\lim _{\lambda \rightarrow 0_{+}}K\left ( \lambda -T\right ) ^{-1}\) is a stochastic operator, (see [43] Theorem 3.6).
A practical condition of strong stability is given by:
Corollary 14
Let the affine hyperplanes have zero \(\mu\)-measure. If
then (31) is satisfied.
Proof
We know that the set of velocities \(v\in V\) with rationally dependent coordinates is a \(\mu\)-null set. On the other hand, if \(v\in V\) has rationally independent coordinates then the ergodicity of the flow shows that
(see e.g. [35]). It follows that
This shows (31). □
We note that in full generality Assumption (31) implies a condition on the set of characteristic curves.
Theorem 15
Let (24) be satisfied. If \(\left ( U(t)\right ) _{t\geq 0}\) is strongly stable then
Proof
We note that
Thus, the strong stability of \(\left ( U(t)\right ) _{t\geq 0}\) implies that the set
has zero \(dx\mu (dv)\)-measure. This ends the proof. □
Remark 16
Note that in the case \(0\in V\), the strong stability of \(\left ( U(t)\right ) _{t\geq 0}\) provides no information on the \(dx\)-measure of the set of equilibrium points
unless \(\mu \left \{ 0\right \} >0\) which was excluded from the beginning.
5 A Collective Compactness Theorem
We need first a key collectively uniform convergence result. Let \(T_{j}\) and \(K_{j}\) be the approximate operators defined in Sect. 1.1. We recall that
Lemma 17
Let \(\Pi \) be the set defined by (26) and let
If
then
uniformly in \(j\in \mathbb{N} \).
Proof
Step 1: Let \(\varepsilon >0\) and \(P_{\varepsilon }\) be the restriction operator
Let us show first that for any \(\varepsilon >0\)
Since \(K_{j}\rightarrow K\) \((j\rightarrow \infty )\) in operator norm, it suffices to show that
To this end, we note first that
because \(P_{\varepsilon }\left ( \lambda -T\right ) ^{-1}\) is identified to \(\left ( \lambda -T^{\varepsilon }\right ) ^{-1}\) where \(T^{\varepsilon }\) is nothing but the transport operator on \(L^{1}(\mathcal{T}^{n}\times \Lambda_{\varepsilon })\) and we know by Proposition 4 that \(0\notin \sigma (T^{\varepsilon })\) and
Since \(\sigma _{j}(.)\geq \sigma (.)\) then the spectral bounds
of \(T_{j}^{\varepsilon }\) and \(T^{\varepsilon }\) are such that
so \(0\notin \sigma (T_{j}^{\varepsilon })\). Thus
and
hence
ends the proof of (34).
Step 2. Let us show that
uniformly in \(\lambda \geq 0\) and \(j\in \mathbb{N} \). We recall that
and \(f=0\) a.e. on a neighborhood of \(\Pi \). We write \(K_{j}=K+\widehat{K}_{j}\) where the kernel of \(\widehat{K}_{j}\) is given by \(\frac{1}{j}f(v)g(v^{\prime })\) i.e.
Consider first the part
because \(f\) vanishes in a neighborhood of \(\Pi \) in particular on \(\Lambda _{\varepsilon }^{c}\) for \(\varepsilon \) small enough. Consider now
This ends the proof. □
We are ready to show:
Theorem 18
Let (9) (33) be satisfied. Then there exists \(N\in \mathbb{N} \) such that the sequence of operators \(\left ( \left ( (0-T_{j})^{-1}K_{j}\right ) ^{N}\right ) _{j}\) is collectively compact in \(\mathcal{L}\left ( L^{1}(\mathcal{T}^{n}\times V)\right ) \).
Proof
This perturbed semigroup \(\left ( W_{j}(t)\right ) _{t\geq 0}\) with generator \(T_{j}+K_{j}\) is given by a Dyson-Phillips series
where
Since \(K_{j}\) is a regular scattering operator then there exists an integer \(\widehat{n}\) independent of \(j\) such that
(see [35] Theorem 13). It follows that for \(n\geq \widehat{n}+1 \)
is continuous in operator norm, (see [31] Corollary 2.2). Since the following integral
converges in operator norm then
The choice \(N=\widehat{n}+1\) shows that \(\left ( \left ( \lambda -T_{j}\right ) ^{-1}K_{j}\right ) ^{N}\) is a compact operator. By Lemma 17
exists in \(\mathcal{L}\left ( L^{1}(\mathcal{T}^{n}\times V)\right ) \) uniformly in \(j\) and consequently the set of operators
is collectively compact. A simple calculation shows that \(\left ( \left ( (0-T_{j})^{-1}K_{j}\right ) ^{N}\right ) _{j}\) is also collectively compact in \(\mathcal{L}\left ( L^{1}(\mathcal{T}^{n}\times V)\right ) \). □
6 Existence of an Invariant Density
The main theorem in this paper is:
Theorem 19
Let (9) (33) be satisfied. Then \(\left ( W(t)\right ) _{t\geq 0}\) has an invariant density.
Proof
To show that \(\left ( W(t)\right ) _{t\geq 0}\) admits an invariant density, as noted in the introduction, we introduce the approximate semigroup \(\left ( W^{j}(t)\right ) _{t\geq 0}\) with generator (15) corresponding to approximate scattering kernel (13) and approximate collision frequency (14). Since \(\left ( W^{j}(t)\right ) _{t\geq 0}\) is conservative semigroup and has a spectral gap then there exists a nonnegative eigenfunction \(\varphi _{j}\) of \(T_{j}+K_{j}\) relative to the isolated eigenvalue 0
or equivalently
since \(\omega (U^{j})<0\). We normalize \(\left \{ \varphi _{j}\right \} _{j}\) as
According to Theorem 18
i.e.
where \(B\) is the unit ball of \(L^{1}(\mathcal{T}^{n}\times V)\). It follows from (38) that
and (40) implies that \(\left ( \varphi _{j}\right ) _{j}\) is contained in a compact set and then has a subsequence converging in norm toward \(\varphi \) with norm one. For the simplicity of notations, we still denote it by \(\left ( \varphi _{j}\right ) _{j}\), so
On the other hand
and (14) show that
By a closedness argument \(\varphi \in D(T)\) and
so \(\varphi \) is an invariant density. □
7 A Class of Cross-Sections
This section is devoted to the analysis of the key assumption (33) when the degeneracy of the collision frequency “is not spatial” in the sense that
and
We assume for simplicity that
so that
Proposition 20
Let (41) (42) (43) be satisfied. We set \(\widehat{k(}v,v^{ \prime }):=\sup _{x\in \mathcal{T}^{n}}k(x,v,v^{\prime })\) and assume that
and the convergence of this integral is uniform in \(v^{\prime }\in V\). Then (33) is satisfied.
Proof
Under (41)
Hence condition (33) holds if
in particular if
This ends the proof. □
Remark 21
A typical illustration is the separable scattering kernel
where \(\alpha (.)\in L_{+}^{\infty }(T^{n})\) is bounded away from zero. The analysis of spatial degeneracy is more tricky and deserves further study.
8 On Space Homogeneous Cross Sections
In this section, we consider space homogeneous cross sections \(\sigma \) and \(k\) such that
Theorem 22
Let the cross sections be space homogeneous and let (9) (33) be satisfied. Then:
-
(i)
there exists a nontrivial \(\phi \in L_{+}^{1}(V)\) such that
$$ -\sigma (v)\phi (v)=\int _{V}k(v,v^{\prime })\phi (v^{\prime })\mu (dv^{ \prime }). $$(44) -
(ii)
If \(\left ( W(t)\right ) _{t\geq 0}\) is irreducible then the (unique) invariant density of \(\left ( W(t)\right ) _{t\geq 0}\) is space homogeneous.
Proof
(i) According to Theorem 19 there exists an invariant density \(\psi \) so
and consequently
satisfies (44).
(ii) Let \(\psi \) be the invariant density of \(\left ( W(t)\right ) _{t\geq 0}\) (given by Theorem 19). Note that
is also an invariant density of \(\left ( W(t)\right ) _{t\geq 0}\). Hence the irreducibility of \(\left ( W(t)\right ) _{t\geq 0}\) implies the uniqueness of the invariant density which must be space homogeneous. □
9 On Time Asymptotics
The object of this section is to show how to pass from Cesaro time asymptotics of \(\left ( W(t)\right ) _{t\geq 0}\) to strong time asymptotics. To this end, we recall a particular version of a known abstract result on \(L^{1}(\nu )\) spaces:
Theorem 23
[36] Theorem 4
Let \(\left ( U(t)\right ) _{t\geq 0}\) be a positive contraction \(C_{0}\)-semigroup on \(L^{1}(\nu )\) with generator \(T\) and let \(K\in \mathcal{L}_{+}(L^{1}(\nu ))\). Let \(\left ( W(t)\right ) _{t\geq 0}\) be the \(C_{0}\)-semigroup (generated by \(A=T+K\)) given by the Dyson-Phillips expansion
where \(U_{0}(t)=U(t)\) and \(U_{j}(t)\) is defined inductively by (8). We assume that \(\left ( W(t)\right ) _{t\geq 0}\) is a contraction \(C_{0}\)-semigroup, is irreducible with \(Ker(A)\neq \left \{ 0\right \} \) and denote by \(P\) its ergodic projection on \(Ker(A)\). If there exists some positive integer \(m\) such that
is continuous in operator norm, then
This result is based on a 0-2 law for \(C_{0}\)-semigroups by G. Greiner [22], (see also [39], p. 346). We are ready to show:
Theorem 24
Let (9) (33) be satisfied and let \(\left ( W(t)\right ) _{t\geq 0}\) be irreducible. Then \(\left ( W(t)\right ) _{t\geq 0}\) admits a unique invariant density \(\varphi \) and
for any \(\psi \in L^{1}(\mathcal{T}^{n}\times V)\).
Proof
According to Theorem 19, \(\left ( W(t)\right ) _{t\geq 0}\) admits a unique invariant density \(\varphi \). On the other hand, for \(j\) large enough, \(U_{j}(t)\) (for all \(t\geq 0\)) is a compact operator, (see [35] Theorem 13). It follows that
is continuous in operator norm (see [31] Corollary 2.2, p. 19 or [14]) and consequently so is
because the series converges in operator norm uniformly in \(t\) bounded. Finally, the strong convergence (45) follows from Theorem 23. □
Remark 25
We could prove Theorem 24 differently. Indeed, since for \(j\) large enough \(U_{j}(t)\) (for all \(t\geq 0\)) is a compact operator so is \(R_{j}(t)\). Hence \(R_{j}(t)\) is an integral operator (see [21], p. 508). It follows that \(\left ( W(t)\right ) _{t\geq 0}\) partially integral in the sense that \(W(t)\) dominates an integral operator (\(W(t)\geq R_{j}(t)\)). Finally, the conclusion follows from [40].
Remark 26
We noted in Sect. 1.2 that under the detailed balance condition (20), \(\left ( W(t)\right ) _{t\geq 0}\) admits (automatically) an invariant density \(\widehat{M}\). By arguing as in the proof of Theorem 24, we can show
under Assumption (9) only; Assumption (33) is no longer necessary.
10 Comments on Trivial Scattering Operators
We start with
Proposition 27
If \(K\neq 0\) then \(\mu (\Pi ^{c})>0\).
Proof
Arguing by contradiction, if \(\mu (\Pi ^{c})=0\), i.e. if \(\mu (\Pi )=\mu (V)\) then for almost all \(v\in V\) there exists a characteristic curve
on which \(\sigma (.,.)\) vanishes. Since
for any \(v\) with rationally independent coordinates then
i.e. \(\sigma (.,.)=0\). and then (3) implies that \(k(.,.,.)=0\) i.e. \(K=0\). □
We end this paper by some comments on the case
In this case \(\sigma (x,v)=0\) a.e. and then \(\left ( W(t)\right ) _{t\geq 0}\) is nothing but the translation semigroup
One sees that
According to Remark 10, \(\left ( W(t)\right ) _{t\geq 0}\) is mean ergodic (and admits infinitely many invariant densities, actually all the subspace \(L^{1}(V)\)). If we assume that the hyperplanes have zero \(\mu \)-measure then the ergodic projection
is given by
We note that for any measurable subset \(\Omega \subset V\) with positive \(\mu \)-measure, the subspace \(L^{1}(\mathcal{T}^{n}\times \Omega )\) is invariant under \(\left ( W(t)\right ) _{t\geq 0}\). Thus \(\left ( W(t)\right ) _{t\geq 0}\) is not irreducible. Finally, we observe that for any initial data \(\psi \) of the form
(with a non zero \(\varphi \in L^{1}(V)\) and a non zero multiindex \(k\in \mathbb{N} ^{n}\)),
does not converge in \(L^{1}(\mathcal{T}^{n}\times V)\) as \(t\rightarrow \infty \).
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Mokhtar-Kharroubi, M. Existence of Invariant Densities and Time Asymptotics of Conservative Linear Kinetic Equations on the Torus Without Spectral Gaps. Acta Appl Math 175, 8 (2021). https://doi.org/10.1007/s10440-021-00435-0
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DOI: https://doi.org/10.1007/s10440-021-00435-0