Harmonic Approximation of Difference Operators
Markus Klein, Elke Rosenberger

TL;DR
This paper studies the asymptotic behavior of eigenvalues and eigenfunctions of a class of difference operators with multi-well potentials as the discretization parameter approaches zero, showing convergence to harmonic oscillators.
Contribution
It provides a microlocal analysis demonstrating that low-lying eigenvalues of difference operators converge to those of harmonic oscillators at multiple wells as the discretization becomes finer.
Findings
Eigenvalues converge to harmonic oscillator eigenvalues at wells
Eigenfunctions localize near potential wells
Asymptotic behavior characterized by microlocal analysis
Abstract
For a general class of difference operators on , where is a multi-well potential and is a small parameter, we analyze the asymptotic behavior as of the (low-lying) eigenvalues and eigenfunctions. We show that the first eigenvalues of converge to the first eigenvalues of the direct sum of harmonic oscillators on located at the several wells. Our proof is microlocal.
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Harmonic approximation of difference operators
Markus Klein and Elke Rosenberger
Markus Klein
Universität Potsdam
Institut für Mathematik
Am Neuen Palais 10
14469 Potsdam
Elke Rosenberger
Universität Potsdam
Institut für Mathematik
Am Neuen Palais 10
14469 Potsdam
Abstract.
For a general class of difference operators on , where is a multi-well potential and is a small parameter, we analyze the asymptotic behavior as of the (low-lying) eigenvalues and eigenfunctions. We show that the first eigenvalues of converge to the first eigenvalues of the direct sum of harmonic oscillators on located at the several wells. Our proof is microlocal.
Key words and phrases:
difference operator, harmonic approximation, micorolocal theory, periodic symbols
1. Introduction
The central topic of this paper is the investigation of a rather general class of families of difference operators on the Hilbert space , as the small parameter tends to zero. The operator is given by
[TABLE]
where is a multiplication operator, which in leading order is given by .
We will show that the low lying spectrum of on is in the limit asymptotically given by the spectrum of an adapted harmonic oscillator on . We remark that the limit is analog to the semiclassical limit for the Schrödinger operator . The central result of this paper (the validity of the harmonic approximation) is the first basic step in any WKB-theory for the Schrödinger operator (see e.g. Simon [20], Helffer-Sjöstrand [12]). In our case, this basic step is considerably more difficult. The discrete kinetic operator is not a local operator (in particular, not a differential operator). Furthermore, and the approximating harmonic oscillator act on different spaces. We remark that this is in fact crucial: Letting act on would lead to infinite multiplicity of the point spectrum. In addition, the proofs for the Schrödinger operator in Simon ([20], [6]) and Helffer-Sjöstrand [12] use special identities for differential operators of second order. To overcome these difficulties, we use a microlocal approach. The basic theorems necessary for our analysis are proven in Appendix A.
This paper is based on the thesis Rosenberger [19]. It is the second in a series of papers (see Klein-Rosenberger [15]); the aim is to develop an analytic approach to the semiclassical eigenvalue problem and tunneling for which is comparable in detail and precision to the well known analysis for the Schrödinger operator (see Simon [20], [6] and Helffer-Sjöstrand [12]). Our motivation comes from stochastic problems (see Klein-Rosenberger [15], Bovier-Eckhoff-Gayrard-Klein [3], [4], Baake-Baake-Bovier-Klein [2]). A large class of discrete Markov chains analyzed in [4] with probabilistic techniques falls into the framework of difference operators treated in this article.
We assume
Hypothesis 1.1
- (a)
The coefficients in (1.1) are functions
[TABLE]
satisfying the following conditions:
- (i)
They have an expansion
[TABLE]
where and for uniformly with respect to and . Furthermore for all . 2. (ii)
* and for * 3. (iii)
* for * 4. (iv)
For any and there exists a such that for uniformly with respect to and
[TABLE] 5. (v)
* for all .* 2. (b)
- (i)
The potential energy is the restriction to of a function , which has an expansion
[TABLE]
where , for some and for any compact set there exists a constant such that . 2. (ii)
* is polynomially bounded and there exist constants such that for all and .* 3. (iii)
* and it takes the value 0 only at a finite number of points , where its Hessian*
[TABLE]
is positive definite (i.e. the absolute minima are non-degenerate). We call the minima of potential wells.
We set for
[TABLE]
and denote the function on , which is -periodic with respect to by as well. The expansion (1.4) of leads to the definition
[TABLE]
Hypothesis 1.1
- (c)
At the minima of , we assume that defined in (1.9) fulfills
[TABLE]
Remark 1.2
It follows from (the proof of) Klein-Rosenberger [15], Lemma 1.2, that under the assumptions given in Hypothesis 1.1:
- (a)
* and for all uniformly with respect to . Moreover and are bounded and .* 2. (b)
At , for fixed the function defined in (1.9) has an expansion
[TABLE]
where is positive definite and symmetric. By straightforward calculations one gets
[TABLE] 3. (c)
By Hypothesis 1.1 (a)(iii) and since the are real, the operator defined in (1.1) is symmetric. In the probabilistic context, which is our main motivation, the latter is a standard reversibility condition while the former ist automatic for a Markov chain. Moreover, is bounded (uniformly in ) by condition (a)(iv) and bounded from below by for some by condition (a)(iv),(iii) and (ii). 4. (d)
A combination of the expansion (1.4) and the reversibility condition (a)(iii) leads to the fact that the -periodic function is even. 5. (e)
Since is bounded, defined in (1.1) possesses a self adjoint realization on the maximal domain of . Abusing notation, we shall denote this realization also by and its domain by . The associated symbol is denoted by . Clearly, commutes with complex conjugation.
We will use the notation
[TABLE]
and set
[TABLE]
where by Remark 1.2 (d)
[TABLE]
The main result of this paper is the following theorem:
Theorem 1.3
*Let be an operator satisfying Hypothesis 1.1 and let , where is given in (1.7) and is defined in (1.10).
We denote by*
[TABLE]
the self adjoint operators on defined by Friedrich extension and set (which is self adjoint on ).
Then for any fixed and sufficiently small, has at least eigenvalues. Counting multiplicity, we denote for the -th eigenvalue of by and the -th eigenvalue of by (ordered by magnitude). Then, as ,
[TABLE]
We remark that (under additional assumptions) Theorem 1.3 considerably sharpens Theorem 1 in Baake-Baake-Bovier-Klein [2].
The strategy of the proof of Theorem 1.3 is to restrict the Hamilton operator to small -scaled neighborhoods of its critical points in and , i.e. to neighborhoods of in phase space. Then restricted to these regions, the difference operator can be compared with a corresponding differential operator acting on .
We follow in part the ideas of the proof of Theorem 11.1 in Cycon-Froese-Kirsch-Simon [6] on the quasi-classical eigenvalue limit of a Schrödinger operator. But in contrast to this proof, our difference operator depends on both position and momentum and acts on a different space than the harmonic oscillator. The first step of the proof consists in localizing the operator simultaneously with respect to and , which is done by use of a version of microlocal calculus adapted to the discrete setting as introduced in Definition 2.1. These localized operators still act on . The second step consists in comparing the localized operators on with the associated localized operators on , which are standard pseudo-differential operators. With these preparations, the remaining part of the proof follows closely the arguments in Simon [20].
The plan of the paper is as follows. We introduce in Section 2 some notations, define symbol-spaces on and associated operators and state some essential results concerning these symbols and operators. In Section 3 we state and prove lemmata, which are essential ingredients for the proof of Theorem 1.3. Proposition 3.1, Lemma 3.3 and Lemma 3.6 contain the main estimates on the error introduced by localizing the relevant operators on and . Lemma 3.7 estimates the difference between these operators. The proof of Theorem 1.3 is finally given in Section 4. Appendix A is concerned with pseudo-differential operators in the discrete setting. In particular, we collect some properties of symbols and prove the -continuity of pseudo-differential operators with symbols in (see Definition 2.1). In Section B we show an analog of the Theorem of Persson for some class of difference operators.
2. Notations and Preliminaries
For , we consider , the space of square summable functions on the -scaled lattice, with scalar product
[TABLE]
Denoting the -dimensional torus by , we identify functions in with periodic functions in . Then
[TABLE]
denotes the scalar product in . We denote the associated norms by and .
The discrete Fourier transform is defined by
[TABLE]
with inverse ,
[TABLE]
where x\cdot y:=\mbox{\left\langle x,,,y\right\rangle}:=\sum_{j=1}^{d}x_{j}y_{j} for and points in are identified with points in .. Then is an isometry, i.e.,
[TABLE]
On we denote by \mbox{\left\langle f,,,g\right\rangle_{L^{2}}}:=\int_{{\mathbb{R}}^{d}}\overline{f}(\xi)g(\xi)\,d\xi the standard scalar product and we introduce the -scaled Fourier transform
[TABLE]
where compared to the usual Fourier transform the roles of and are interchanged. We notice that for any
[TABLE]
We write for .
We introduce the symbol-spaces and depending on the small parameter following Dimassi-Sjöstrand [7]. A corresponding symbolic calculus is introduced in Appendix A.
Definition 2.1
- (a)
A function is called an order function, if there exist constants such that
[TABLE] 2. (b)
For , the space consists of functions on , such that there exists constants such that for all
[TABLE]
The best constants in (2.8) are denoted by and endow with a Fréchet-topology. 3. (c)
Let , then we write if for every .
With we associate a pseudo-differential operator formally given by
[TABLE]
We show in Appendix A, Lemma A.2 that is continuous on
[TABLE]
equipped with the Fréchet-topology associated to the family of seminorms . By standard arguments, is dense in .
For with , a version of the Calderon-Vaillancourt Theorem holds (Proposition A.6). More precisely, there exists a constant such that for any and any
[TABLE]
Defining the -product
[TABLE]
by
[TABLE]
Corollary A.5 tells us that this product has a bilinear continuous extension to symbol spaces:
[TABLE]
for all and all order functions , where . Furthermore, for , it has the expansion
[TABLE]
in for all (in the sense of Definition 2.1,(e) with ).
We recall that the -product reflects the composition of operators, i.e.
[TABLE]
Let denote the function defined in (1.8), then . A straightforward calculation gives and thus
[TABLE]
Remark 2.2
Any function , which is supported in , admits a unique periodic continuation to . Thus any such can be considered as a function on the torus . We shall denote this function on by .
Let be a cut-off function on such that for and . Then the truncated quadratic approximation of given by
[TABLE]
defines a function (with the notation of Remark 2.2). The associated bounded operator on the lattice (see (2.9)) is denoted by .
Moreover we define for a potential well of in the sense of Hypothesis 1.1
[TABLE]
To compare with an harmonic oscillator on , we associate to (considered as an element of in the sense of Definition A.1) the translation operator on
[TABLE]
(see (A.1)), and we define the associated Hamilton operator on as
[TABLE]
Setting t_{q}(x,\xi):=\mbox{\left\langle\xi,,,B(x)\xi\right\rangle}+\varepsilon t_{1}(x,0) on , we have
[TABLE]
For as above we set
[TABLE]
Remark 2.3
We denote by the -scaled lattice, shifted to the point . Then for any and . If is defined as the restriction map to the lattice , it follows that commutes with . Then and defines a natural realization of on .
By Hypothesis 1.1, at a potential well , for , the potential energy has the expansion
[TABLE]
Remark 2.4
The operators defined in (1.15) are harmonic oscillators with the additional additive constant . Denoting by for the eigenvalues of the matrix , the eigenvalues of the operator are given by
[TABLE]
The spectrum of is the union of the spectra for all .
The normalized eigenfunctions of the operators associated to an eigenvalue are given by
[TABLE]
where
[TABLE]
( , () denotes an orthonormal basis in of eigenvectors of ), and each is a one-dimensional Hermite polynomial
[TABLE]
with . We assume to be normalized in the sense that . The phase function in (2.19) is given by
[TABLE]
3. Localization estimates
The starting point of the proof lies in choosing a partition of unity. This permits us to treat separately the neighborhoods of the minima and the region outside of these neighborhoods.
By standard arguments, there exists such that
- (a)
, 2. (b)
if and if , 3. (c)
.
We define for functions which localize in -scaled neighborhoods of the minima , by
[TABLE]
For sufficiently small, for and thus by (c)
[TABLE]
Furthermore we set for
[TABLE]
Using this partition of unity, we obtain modulo for with the notation (using (1.6) and (2.17))
[TABLE]
where the last estimate follows from and as and from for . We shall now simultaneously localize around and , which gives the main contribution to the low-lying spectrum. To this end we define a partition of unity by
[TABLE]
and . To we associate (see Remark 2.2). Then satisfies . The functions can be considered as elements of with associated operator . As above we set
[TABLE]
Proposition 3.1
Let be a translation operator on the lattice as described in Hypothesis 1.1 with the symbol and let denote the quadratic approximation of , associated to the symbol defined in (2.12). Let and be the cut-off-functions defined in (3.2) and (3.5) respectively. Then
[TABLE]
Proof.
By Proposition A.6, we only need to show that for some , where . First we remark that for two symbols , where has compact support, and a function with , we have by Corollary A.5
[TABLE]
Now choose cut-off-functions and constructed as above from with for and for . By Lemma A.12 and (3.7) it suffices to show that , where
[TABLE]
We first determine the symbol class of . Let , then for and
[TABLE]
Writing , we use that by the definition of , Hypothesis 1.1,(a),(i) and Remark 1.2,(a) for each
[TABLE]
The scaling in the definition of the cut-off-functions yields , therefore by (3.9)
[TABLE]
By construction , thus inserting (3.10) in (3.8) shows
[TABLE]
and therefore . The cut-off-functions and are both elements of , thus by Corollary A.5 we get . The estimate of the norm of the associated operator in follows by use of Proposition A.6.
Remark 3.2
Using the symbolic calculus introduced in Dimassi-Sjöstrand [7], in particular Proposition 7.7, Theorem 7.9 and Theorem 7.11, it is possible to show by similar considerations as in the lattice case that for defined in (2.13) and (2.16) respectively, with the cut-off functions defined in (3.2) and (3.5), one has the norm estimate
[TABLE]
(3.6) suggests to define (see (2.17))
[TABLE]
as an approximating operator of and respectively on . By means of the unitary transformation , the operator is unitarily equivalent to
[TABLE]
where are defined as in Theorem 1.3. Furthermore, by scaling, is unitarily equivalent to . Thus the spectrum of and is given by . The eigenfunctions of and are
[TABLE]
We will show now that modulo terms of order one can decompose with respect to the partition of unity introduced above into a sum of Dirichlet operators. This is a generalization of the IMS-localization formula for Schrödinger operators described for example in Cycon-Froese-Kirsch-Simon [6].
Lemma 3.3
Let satisfy Hypothesis 1.1 and denote by the quadratic approximation of defined in (2.17).
Let and be given by (3.2) and (3.5) respectively. Then the following estimates hold in operator norm.
- (a)
[TABLE] 2. (b)
[TABLE]
Proof.
(a):
can be written as as
[TABLE]
therefore we have to estimate the double commutators on the right hand side of (3.15). Since and , , it follows at once from Lemma A.8 that , which leads to (a) by Proposition A.6.
(b):
The arguments are quite similar to (a), but we need to consider the expansions for the symbolic double commutator, since the quadratic potential is not bounded, but . Thus the general result on the symbol class of the double commutator given in Lemma A.8 does not allow to use Proposition A.6 directly. By Lemma A.8, the double commutator in the symbolic calculus with for can be written as
[TABLE]
Now we use that and and furthermore that the second derivative of the quadratic term is constant. Thus all the summands are bounded, of order and the -order in lowered by with each differentiation, i.e., they are elements of . By Lemma A.8, the remainder depends linearly on a finite number of derivatives with (which is bounded) and with . Thus it is an element of . We therefore get , yielding by Proposition A.6 the stated norm estimate for the associated operator.
We shall now restrict the eigenfunctions of introduced in (3.14) to the lattice . We denote these restrictions by and we shall use them as approximate eigenfunctions for .
Lemma 3.4
Let denote eigenfunctions of as defined in (3.14) and their restriction to . Then
[TABLE]
Proof.
We use to write
[TABLE]
where
[TABLE]
and
[TABLE]
It thus remains to show that and are of order . By the scaling of and since
[TABLE]
Thus, setting for some , we have by (3.18) and (3.19)
[TABLE]
where in the last step we used that by the definition of the Riemann Integral
[TABLE]
which is a constant independent of . The estimates for are analogous.
The functions defined in (3.14) are localized near the well for and decrease exponentially fast. We need the following localization estimates.
Lemma 3.5
For let , , and , denote the cut-off functions defined in (3.2), (3.1) and below (3.4) respectively. Let denote the eigenfunctions of the harmonic oscillator defined in (3.14) (or their restriction to the lattice). Then for
- (a)
There exists a constant such that
[TABLE] 2. (b)
For all
[TABLE]
Proof.
(a):
Estimating of by on its support gives
[TABLE]
Using and the exponential decay of , the right hand side can be estimated from above by
[TABLE]
for some and some polynomial , proving (a).
(b):
To prove this statement, we sum by parts. Setting and replacing the function on its support by , we get
[TABLE]
We now estimate . By the definition (2.4) of the inverse Fourier transform,
[TABLE]
To analyze and , we use summation by parts and the discrete Laplace operator
[TABLE]
The operator is symmetric in , i.e.,
[TABLE]
By (3.25) we have
[TABLE]
Combining (3.24), (3.27) and (3.26) for any leads to
[TABLE]
We shall estimate the first factor on the right hand side of (3.28) for . From the inequality for it follows that
[TABLE]
and therefore
[TABLE]
To find an estimate for the remaining series on the right hand side of (3.28), we use the differentiability of the functions . We set , then by the chain rule and the scaling of and
[TABLE]
Thus Taylor expansion gives
[TABLE]
Iterating (3.30) gives
[TABLE]
Inserting (3.31) and (3.29) into (3.28) gives
[TABLE]
Inserting (3.32) into (3.23) shows (b).
In the following lemma we use the above results to analyze the difference of matrix elements for , and and their localized approximations in the case .
Lemma 3.6
Let and be given as in Hypothesis 1.1, be given in (2.17) and in (2.16). Let , and , denote the cut-off functions defined in (3.5) and (3.2) respectively. Let denote the eigenfunctions of defined in (3.14) (or their restriction to the lattice). Then for
- (a)
[TABLE] 2. (b)
There exists a constant such that
[TABLE] 3. (c)
[TABLE] 4. (d)
[TABLE]
Proof.
(a):
By Lemma 3.3
[TABLE]
We consider the kinetic and potential term separately, starting with the potential term . By estimating on its support by and using , we get for some
[TABLE]
is by Hypothesis 1.1 polynomially bounded, thus the right hand side is bounded from above by
[TABLE]
for some and some polynomial . This yields for some
[TABLE]
The boundedness of together with Lemma 3.5 yields
[TABLE]
for some . Inserting (3.36) and (3.37) in (3) shows the stated estimate.
(b):
This is analogue to the proof of Lemma 3.5, since just changes the polynomial term in (3.22).
(c):
By Lemma 3.3,
[TABLE]
Since by (A.12) , we have by the isometry of
[TABLE]
where the second estimate follows from the boundedness of and the last from Lemma 3.5, (b).
(d):
We set , with symbol . Then, using (2.7),
[TABLE]
where we used that
[TABLE]
for some and some polynomial . Next observe that by (3.15)
[TABLE]
since and , using PDO-calculus on , in particular the Theorem of Calderon and Vaillancourt (see [7]). Furthermore
[TABLE]
by Lemma 3.5, (a). Combining
[TABLE]
with (3.40), (3.41) and (3.42) proves (d).
Since Theorem 1.3 compares the eigenvalues of a self adjoint unbounded operator on with the eigenvalues of the harmonic oscillator, which is an unbounded self adjoint operator on , we have to compare some matrix elements with respect to the scalar product with those with respect to . How this can be done is shown in the next lemma, giving an estimate for the difference of these terms.
Lemma 3.7
Let and be defined in (2.12) and (2.16) respectively and let be given by (2.17). Let denote normalized eigenfunctions of given in (3.12) (of the form (3.14)) and their restrictions to the lattice. Let , and be the cut-off functions defined in (3.2) and (3.5). Then for sufficiently small
- (a)
for any
[TABLE] 2. (b)
[TABLE]
Remark 3.8
The estimate in (b) is a rough Corollary of Lemma 3.5.
Proof.
(a):
Let and be defined in (2.12) and (2.16) respectively. Then we observe that on can be identified with the function on , since for sufficiently small. Setting
[TABLE]
we obtain by use of (2.5) that the left hand side of (a) is given by
[TABLE]
where
[TABLE]
and
[TABLE]
where the last equalitiy follows from the “Parseval” relation (2.7) for the -Fourier transform defined in (2.6). We claim that for any and for
[TABLE]
which together with (3.46) proves (a).
Using Cauchy-Schwarz in (3.45), we obtain by Lemma 3.5, (b), and the boundedness of for any
[TABLE]
where, setting ,
[TABLE]
with
[TABLE]
Thus we have , giving by (2.7)
[TABLE]
Using Lemma 3.5, (a), we obtain for any and sufficiently small
[TABLE]
In the domain of integration we have for and sufficiently small. This gives, applying the chain rule to the scaled function ,
[TABLE]
Thus
[TABLE]
Combining (3.54), (3.52) and (3.51) gives, taking small,
[TABLE]
To estimate , observe that for
[TABLE]
uniformly in and . Inserting this into (3.49) and setting
[TABLE]
gives by (3.21)
[TABLE]
From (3.57), we obtain
[TABLE]
Thus, taking small, we get for any
[TABLE]
Furthermore, since , we get using (3.43) and (2.5)
[TABLE]
Combining (3.59), (3.58), (3.55) and (3.48) proves (3.47) for . The estimate for is similar.
(b):
Using the identity and setting , the left hand side of (b) can analog to (3.44) be written as
[TABLE]
where
[TABLE]
and
[TABLE]
Then, similar to the proof of (a), it remains to estimate and . We claim that
[TABLE]
By the scaling of
[TABLE]
since is quadratic in . Combining (3.20) and (3.64) shows (3.63) for . The proof for is similar.
We still need one more estimate for the proof of Theorem 1.3. It concerns replacing the -dependent quadratic approximation of the kinetic energy by the operator fixed at the well .
Lemma 3.9
Let and be given by (2.15) and (2.16) respectively for . Let be the cut-off function defined in (3.2) and denote normalized eigenfunctions of given in (3.12), then
[TABLE]
Proof.
By the definition of the operators and
[TABLE]
As is scaled by ,
[TABLE]
Since in the support of , we have by Hypothesis 1.1,(a),(i) that and . Together with (3.65), this estimate proves the lemma by use of the Schwarz inequality.
4. Proof of Theorem 1.3
Following Simon [20], we prove equality in (1.16) by proving an upper and a lower estimate. For the sake of the reader, we give a complete proof.
4.1. Estimate from above
[TABLE]
At first we use the points (a) and (c) of Lemma 3.6, leading to the estimate
[TABLE]
By Proposition 3.1 and by (3.3) (quadratic approximation of localized at and of localized at ) we have
[TABLE]
where for the second step, the transition from (functions and scalar product in) to , we used Lemma 3.7,(a) and (b). Point (b) and (d) of Lemma 3.6 and (3.12) yield
[TABLE]
where the second equality follows from the fact that and are unitarily equivalent (see (3.13)). Since by definition , the estimates (4.4) and (4.1) can be combined to give
[TABLE]
where denotes the number of the eigenvalue corresponding to the pair . We shall show that (4.5) leads to (4.1) by use of the Min-Max-principle. Choose in the domain of and define
[TABLE]
and
[TABLE]
For we can choose , such that
[TABLE]
It follows from Lemma 3.4 that for sufficiently small the functions satisfy
[TABLE]
in particular they are linearly independent and has dimension . Then is at least one dimensional. Thus there exists a function with and it follows from (4.5), (4.6) and (4.9) that
[TABLE]
Since is arbitrary, we have by (4.8) and (4.10)
[TABLE]
By Theorem B.1, Hypothesis 1.1 ensures that uniformly in for sufficiently small. Since is by (4.11) of order , for small enough it follows from the Min-Max-principle that belongs to the discrete spectrum and coincides with .
4.2. Estimate from below
[TABLE]
For , let be such that and set , for choose (in particular ). Then we claim that there exists a constant such that
[TABLE]
for some symmetric operator with . This implies (4.12). To see this implication, let . From the Min-Max-formula it follows that
[TABLE]
On the other hand there exists a , since . For this the inequality (4.13) yields
[TABLE]
which together with (4.14) gives (4.12). It therefore suffices to show (4.13).
By Lemma 3.3, splits as
[TABLE]
where the estimate on the error term in the following estimates is understood with respect to operator norm. is supported in the region outside of the wells, thus for and . Since the kinetic term is positive modulo terms of order and the potential is of second order in or of order , we have for sufficiently small, and some constant
[TABLE]
In the neighborhoods of the wells, (3.3) allows to approximate the potential by the quadratic term, therefore (3.3) and (4.17) give
[TABLE]
In the first summand we introduce the partition of unity in momentum space, defined in (3.5), and get by Lemma 3.3
[TABLE]
By Proposition 3.1, modulo terms of order , it is possible to replace by near and . The function is supported in the exterior region with , thus we have by arguments similar to those leading to (4.17)
[TABLE]
Substituting (4.20) in (4.19), replacing by in the first summand of (4.19) and substituting the resulting equation in (4.18) yields
[TABLE]
By the isometry of the Fourier transform
[TABLE]
In the last step we used that for sufficiently small we can replace the scalar product in by the scalar product in , if we simultaneously replace by and by . This follows from the fact that the range of the integral is in both cases restricted to the support of . Moreover changing variables allows to replace by (see (3.13)) and and F_{\varepsilon}\mbox{\left\langle\xi,,,\xi\right\rangle}F_{\varepsilon}^{-1}=-\varepsilon^{2}\Delta.
We introduce the spectral decomposition of . Denote by the th eigenvalue of and by the number of eigenvalues of not exceeding . Thus for all and . By replacing all eigenvalues of by we get
[TABLE]
where denotes the projection on the eigenspace of . Inserting (4.23) into the right hand side of (4.22) and replacing by and by yields
[TABLE]
Thus by (4.24) together with (4.21) there exists a constant such that
[TABLE]
where
[TABLE]
Since and , the operator has rank at most . Conjugation does not increase the rank and moreover , thus we get . Introducing in the fourth summand, we combine this term with the first and third summand and rewrite the rhs of (4.25) as
[TABLE]
Again the first and third summand can be combined so that the cut-off functions in both spaces add up to . We thus get by (4.25) and (4.27), for some ,
[TABLE]
where is again an operator of rank at most . Thus (4.13) holds. Combined with (4.1), this completes the proof of Theorem 1.3.
Appendix A Pseudo-differential operators in the discrete setting
In the following, some properties of the symbols given in Definition 2.1 and of the associated operators are collected. For the sake of the reader, we recall the definitions of the -scaled symbol classes and of the associated pseudo-differential operators (see Dimassi-Sjöstrand [7] and Robert [18]).
Definition A.1
- (a)
A function is called an order function, if there exist constants and such that
[TABLE] 2. (b)
For , the space consists of functions on , such that there exists constants such that for all
[TABLE] 3. (c)
Let , then means that for every . 4. (d)
A pseudo-differential operator associated to a symbol is defined by
[TABLE]
We start this section showing that by use of the identification of functions on the torus with -periodic functions on , the discrete operator associated to the symbol can be understood as a special case of the operator associated to the symbol .
First we notice (see for example Hörmander [13]) that for any -periodic function the Fourier transform defined in (2.6) satisfies
[TABLE]
Thus for with for any and by (A.1)
[TABLE]
where, as in Remark 2.3, . If we denote by the restriction to the lattice , (A.3) implies
[TABLE]
Lemma A.2
Let , then, for fixed , defined in (2.9) is continuous , where the space with its natural Fréchet topology is defined in (2.10).
Proof.
We will deduce the continuity of on from the continuity of on , which is proven e.g. in Grigis-Sjöstrand [9]. To this end, we consider a cut-off function such that and for . We set and define
[TABLE]
Then and by (A.4). It remains to show that and are continuous, which is straight forward with and for some .
We define for
[TABLE]
The following lemma is an adapted and more detailed version of Dimassi-Sjöstrand [7], Proposition 7.6.
Lemma A.3
Let and be an order function. Then is continuous . If , then
[TABLE]
in . If we write , the remainder is an element of the symbol class and the Fréchet-seminorms of depend (linearly) only on finitely many with :
[TABLE]
for some and independent of .
Proof.
Since injects continuously into , by [7], Prop.7.6, maps continuously into . Thus, to prove continuity, it remains to show that is periodic with respect to for . Since is defined by , it suffices to prove on
[TABLE]
where . But, since by (A.5) is a convolution operator, it commutes with all translations, which shows (A.8).
Thus it remains to show that is in - for then it is in - and depends only on Fréchet-seminorms with . We sketch the proof of these statements, since the standard proofs of (A.6) for or some similar classes (see e.g. Dimassi-Sjöstrand [7], Grigis-Sjöstrand [9], Martinez [16]) do not directly lead to these more refined remainder estimates.
First one proves the statement for . Then the integral in (A.5) converges absolutely and
[TABLE]
Thus it is formally obvious that depends only on Fréchet-seminorms for . One needs integration by parts and standard arguments to show that and that (A.7) holds with constants independent of .
Now let and choose a cut-off function with on the ball with radius 1 and contained in the ball with radius 2. Set and for . One readily verifies that the family is uniformly bounded in . By standard arguments it follows that converges to in the topology of for (see e.g. Grigis-Sjöstrand [9]). Furthermore, is uniformly bounded in - using the dominated convergence theorem after integration by parts and the fact that for all symbols - and converges pointwise to some symbol . Again, converges to in the topology of . Using the continuity of , it follows that
[TABLE]
Thus , which completes the proof of Lemma A.3.
Remark A.4
The rougher standard argument in e.g. Grigis-Sjöstrand [9] and Martinez [16] splits with . By stationary phase, , but its Fréchet-seminorms depend on all Fréchet-seminorms of ! Of course, the relevant terms in the estimate for are precisely cancelled by corresponding terms in the estimate for . This cancellation, however, is not evident from the estimates stated [9] and [16].
The following corollary concerns the composition of symbols.
Corollary A.5
The map
[TABLE]
with
[TABLE]
has a bilinear continuous extension :
[TABLE]
for all and all order functions , where . If in addition ,
[TABLE]
(with respect to ). Writing
[TABLE]
the remainder is an element of the symbol class and it depends linearly on a finite number of derivatives of the single symbols and . Furthermore it depends only on derivatives of and with respect to and respectively which are at least of order .
Proof.
By the Leibnitz rule, the map
[TABLE]
is continuous, since each Fréchet-norm of the product depends only on a finite number of Fréchet-norms of and . The same is true for the restriction map. The main part follows from Lemma A.3 by doubling the dimension of the space.
It is shown in [9] that the -product of symbols reflects the composition of the associated operators. In particular for , with ,
[TABLE]
The following proposition is an adapted version of the Calderon-Vaillancourt-Theorem (see Calderon-Vaillancourt [5]) . The proof is inspired by the proof of the Calderon-Vaillancourt-Theorem given by Hwang [14].
Proposition A.6
Let with . Then there exists a constant such that, for the associated operator given by (2.9) the estimate
[TABLE]
holds for any and . can therefore be extended to a continuous operator: with . Moreover can be chosen depending only on a finite number of Fréchet-seminorms of the symbol .
Remark A.7
There is a dual approach to the operators , starting from pseudo-differential calculus on the torus (see e.g. Gérard-Nier [8]). We denote by the injection defined by periodic continuation, where is the Sobolev-space of order on the torus. Then we define the -quantization of a periodic symbol , i.e. for all , in some Hörmander class by
[TABLE]
where is induced from
[TABLE]
(cf. Robert [18] and Dimassi-Sjöstrand [7]). is well defined, since by the periodicity of , the operator commutes with all translations . Essentially, this is the approach in Gérard-Nier [8]. One now observes that (A.2) may be rewritten as
[TABLE]
where is the adjoint of the restriction map . Furthermore, a straightforward calculation gives
[TABLE]
Thus, for , the symbol is periodic in the sense mentioned before (A.14). Moreover, taking adjoints in (A.4) gives on
[TABLE]
for all , since for . By Lemma A.3, for in this class, if . Combining (A.14), (A.15), (A.16) and (A.17) gives for
[TABLE]
since is injective. Since is unitary, -boundedness of is equivalent to -boundedness of .
Under the additional assumption that
[TABLE]
-boundedness of follows from the standard Calderon-Vaillancourt-Theorem for in and integration by parts (see Gérard-Nier [8] for a simple proof in the case , ; the proof works for any ).
Proof.
Since , we can restrict the proof to the case . It suffices to show that for all with compact support the estimate
[TABLE]
holds, where depends only on a finite number of Fréchet-seminorms . We assume that is compact. The general case then follows by standard techniques (approximating by a compactly supported sequence with strongly). We have
[TABLE]
By the assumption on , the iterated integrals (and sums) in (A.20) can be understood as integrals on the product space (thus Fubini‘s Theorem holds). Let be a cut-off-function with at zero, then we split the right hand side of (A.20) in two summands by introducing and . It then suffices to show that the part multiplied by , which we denote by , is an element of and the part multiplied with , denoted by , is bounded by a constant independent of .
To analyze , we use the operators
[TABLE]
where is a scaled version of the discrete Laplacian defined in (3.25). Then and leave invariant, and we have by the symmetry of and (using Fubini)
[TABLE]
where
[TABLE]
and and denote polynomials with . With the notation
[TABLE]
we have
[TABLE]
Thus by the Schwarz-inequality
[TABLE]
By the isometry of
[TABLE]
with , where the last estimate follows from (3.21) for big enough. For , we have by the isometry of
[TABLE]
Using for any smooth function with bounded derivative and for , we have for
[TABLE]
Since for large enough
[TABLE]
we get by inserting (A.28) into (A.27)
[TABLE]
To analyze , we use that by Taylor expansion
[TABLE]
By iteration, we have for
[TABLE]
where depends only on Fréchet-seminorms of up to order . Inserting (A.26), (A.29) and (A.30) in (A.25) yields for any
[TABLE]
Thus .
To get an estimate for the modulus of , which denotes the integral over the support of , we use given in (A.21) to get by integration by parts and similar arguments
[TABLE]
Setting, for and as above,
[TABLE]
we have, with as in (A.23),
[TABLE]
By the isometry of and the arguments leading to (A.29), we have
[TABLE]
where the estimate in the last line follows from the scaling of . Analog to (A.25) we get by (A), (A.26) and (A.30) for
[TABLE]
and therefore we finally get (A.19).
For and let denote the commutator in symbolic calculus. Then by (A.12)
[TABLE]
The following lemma, which gives the resulting symbol class of double commutators, is an application of Corollary A.5 and A.12.
Lemma A.8
Let and let , where does not depend on and does not depend on . Then for with and , for and for any :
- (a)
* and it has the expansion*
[TABLE] 2. (b)
* and it has the expansion*
[TABLE]
where and are elements of the symbol class and depend linearly on a finite number of Fréchet-seminorms of the single symbols. Furthermore they depend only on the derivatives of , which are at least of order and of the product of derivatives of and respectively, which are of order and , such that .
Proof.
(a):
The double commutator is given by
[TABLE]
By Lemma A.5, these terms are for given by
[TABLE]
where . The terms with and cancel in (A.35) Furthermore all terms with cancel. Thus the Leibnitz formula gives the expansion
[TABLE]
where the second sum runs over with and . The statement on the symbol class follows at once from this expansion, since each summand is at least of order and by use of the Leibnitz rule.
(b):
As above the double commutator consists of the terms
[TABLE]
and the summands have for the expansions
[TABLE]
where . Therefore, as discussed in (a), (A.36) gives with
[TABLE]
with , and . The statement on the symbol class follows from this expansion as discussed in (a).
The additional properties of and respectively follow immediately from the properties of remainder in Corollary A.5.
Appendix B Persson’s Theorem in the discrete setting
In this section we will prove a theorem on the infimum of the essential spectrum of acting in , which is similar to Persson’s Theorem for Schrödinger operators. The proof follows the proof of Persson’s Theorem in the Schrödinger setting given in Helffer [11] and Agmon [1] respectively.
Theorem B.1
Let satisfy Hypothesis 1.1, denote by the essential spectrum of and define
[TABLE]
where denote the space of real-valued functions on with compact, i.e. finite, support in . Then
[TABLE]
The proof of Theorem B.1 is divided in two Lemmata and the main part.
Lemma B.2
For and let denote the ball around with radius and
[TABLE]
Then for all there exists a radius such that for all and
[TABLE]
Proof of Lemma B.2.
Let be real valued with for and and define
[TABLE]
Then and therefore by the definition of
[TABLE]
Since for and thus , we get the estimate
[TABLE]
To analyze the scalar product we use that is self adjoint and are real valued, yielding
[TABLE]
Since it follows that
[TABLE]
and since commutes with , we therefore get
[TABLE]
To analyze the double commutator, we use the symbolic calculus introduced in Section A. By Lemma A.8, the symbol associated to the operator is given by
[TABLE]
where depends of a finite number of derivatives of , which are at least of order . By the scaling of , it follows that for suitable. Since all terms in the finite sum in (B.5) and the remainder depend on a product of two (at least first order) derivatives of , any Fréchet semi-norm of the symbol of the double commutator is of order . By Proposition A.6, the same statement follows for the operator-norm of the associated operator, thus there is a constant such that
[TABLE]
By the Cauchy-Schwarz inequality, we get by inserting (B.3) and (B.6) in (B.4)
[TABLE]
We remark that by setting
[TABLE]
and
[TABLE]
Thus integration of the left hand side of (B.7) with respect to yields by (B.8)
[TABLE]
If we integrate the right hand side of (B.7) with respect to and use (B.9), we get
[TABLE]
The Integration of both sides of (B.7) with respect to and division by gives by (B.10) and (B.11)
[TABLE]
By choosing for the radius , the statement of Lemma B.2 follows for all by (B.12).
The family describes the lowest eigenvalue of the Dirichlet problem with respect to the ball . The next lemma relates this family with .
Lemma B.3
Let and defined in (B.2) and (B.1) respectively, then
[TABLE]
Proof of Lemma B.3.
We split the proof in two parts showing the two fundamental inequalities.
Step 1: Estimate from above
[TABLE]
Let compact and fixed. Then for large enough and thus
[TABLE]
This inequality is satisfied for all large enough and the left hand side is independent of , thus
[TABLE]
The left hand side of this inequality is independent of and the right hand side understood as a function in is monotonically decreasing and bounded from below, thus the limit is well defined and
[TABLE]
Now the right hand side is independent of the choice of , thus we can take the supremum over all compact sets and by the definition of , this shows (B.14).
Step 2: Estimate from below
[TABLE]
By the definition of , it follows that for all and all there exists an such that for all
[TABLE]
It follows immediately that for all
[TABLE]
By Lemma B.2 we know that for all and there exists such that for all
[TABLE]
Inserting (B.17) in (B.16) it follows that for all there exists such that for all there exists such that for all
[TABLE]
By the definition of it follows directly that
[TABLE]
The equation (B.17) holds for all , thus we can take on the left hand side the infimum over all these functions, which together with (B.19) yields
[TABLE]
The left hand side is independent of and since the relation holds for all , it is possible to take the limit , which yields for all
[TABLE]
Thus in the limit the estimate (B.15) follows.
Proof of Theorem B.1.
We discuss the cases and separately.
Case 1: :
As in the preceding proof, we conclude the equality by showing that both inequalities hold.
Step 1: Estimate from below
[TABLE]
As a function of , the term is monotonically decreasing, thus it follows by Lemma B.3 that for fixed
[TABLE]
and thus for all there exists such that for all with
[TABLE]
On the other hand denoting by the spectrum of , it is clear by the definition of and the Min-Max-principle that
[TABLE]
Since is bounded from below, it follows by (B.22) and (B.23) that there exists a constant such that for all
[TABLE]
We choose a function such that for and everywhere. Then for it follows by Lemma B.2, (B.22) and (B.24) that for
[TABLE]
Thus
[TABLE]
where the first estimate follows directly by the definition of the spectra. The perturbation is compactly supported, thus each is mapped by to a lattice function with compact support, i.e. which is non-zero only at finitely many lattice points. Thus is a finite rank operator and in particular compact. Using Weyl’s theorem (see e.g. Reed-Simon [17]), it follows that
[TABLE]
and since (B.25) holds for all the estimate (B.21) is shown.
Step 2: Estimate from above
[TABLE]
Fix and denote by the spectral projection to the eigenspace of energies smaller or equal to . Since lies below the essential spectrum and is semi-bounded from below, it follows that has finite rank. Thus there exists an orthonormal system of eigenfunctions such that
[TABLE]
and for all there exists an such that
[TABLE]
Therefore (by the Cauchy-Schwarz inequality) for all
[TABLE]
By the definition of and since there exists a constant such that , we have
[TABLE]
Therefore
[TABLE]
and by (B.27)
[TABLE]
The left hand side is independent of , thus for we get
[TABLE]
for any and thus in the limit the estimate (B.26) follows and thus Theorem B.1 is proven.
Case 2: :
By Lemma B.3 it follows at once that , because is monotonically decreasing with respect to . Thus for all there exists a such that for all with the estimate holds. On the other hand by (B.23) and the semi-boundedness of it follows that there exists a constant such that
[TABLE]
We can choose a function such that for and everywhere. Then
[TABLE]
and thus for all there exists a function such that
[TABLE]
As in the case we have and therefore for all and thus .
Acknowledgements. The authors thank B. Helffer for many valuable discussions and remarks on the subject of this paper. M.K. thanks F. Nier for bringing Gérard-Nier [8] to his attention.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
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- 2[2] E.Baake, M.Baake, A.Bovier, M.Klein: An asymptotic maximum principle for essentially linear evolution models , J. Math. Biol. 50 no.1, p. 83-114. 2005
- 3[3] A. Bovier, M. Eckhoff, V. Gayrard, M. Klein: Metastability in stochastic dynamics of disordered mean-field models , Probab. Theory Relat. Fields 119, p. 99-161, 2001
- 4[4] A. Bovier, M. Eckhoff, V. Gayrard, M. Klein: Metastability and low lying spectra in reversible Markov chains , Comm. Math. Phys. 228, p. 219-255, (2002)
- 5[5] A. P. Calderon, R. Vaillancourt: On the Boundedness of Pseudo-Differential Operators , J.Math.Soc. Japan 23,2, p. 374-378, 1971
- 6[6] H. L. Cycon, R. G. Froese, W. Kirsch, B. Simon: Schrödinger Operators with Application to Quantum Mechanics and Global Geometry , Springer, 1987
- 7[7] M. Dimassi, J. Sjöstrand: Spectral Asymptotics in the Semi- Classical Limit , London Mathematical Society Lecture Note Series 268, Cambridge University Press, 1999
- 8[8] C. Gérard, F. Nier: Scattering theory for the perturbations of periodic Schrödinger operators J. Math. Kyoto Univ. 38 (1998), no. 4, 595–634.
