Generalized eigenfunctions for quantum walks via path counting approach
Abstract.
We consider the time-independent scattering theory for time evolution operators of one-dimensional two-state quantum walks. The scattering matrix associated with the position-dependent quantum walk naturally appears in the asymptotic behavior at spatial infinity of generalized eigenfunctions. The asymptotic behavior of generalized eigenfunctions is a consequence of an explicit expression of the Green function associated with the free quantum walk. When the position-dependent quantum walk is a finite rank perturbation of the free quantum walk, we derive a kind of combinatorial constructions of the scattering matrix by counting paths of quantum walkers. We also mention some remarks on the tunneling effect.
Key words and phrases:
quantum walk, scattering matrix, tunneling effect2010 Mathematics Subject Classification:
Primary 81U20, Secondary 47A401. Introduction
Discrete time quantum walks (QWs for short) have been investigated in both finite and infinite systems. For finite systems, the effectiveness and universality of quantum walks in the quantum search algorithms have been studied (see [2], [4], [20] and its references therein). For infinite systems, there are several mathematical works obtaining limiting behaviors different from those of classical random walks (see [12]). Recently, spectral and scattering theory for QWs have been intensively studied. For example, see [5], [6], [17], [15], [16], [18], [19], [21], [22], [23].
In this paper, we consider one-dimensional position-dependent QWs in view of the scattering theory. In our previous works [18] and [19], the method of our study was based on the scattering theory of quantum mechanics like Schrödinger equations. For general information of this research area, the monograph by Yafaev [24] is available and its reference is also worthwhile. In order to construct a generalized eigenfunction of the time evolution operator of QWs, we use the time-independent scattering theory of quantum mechanics. We also adopt another approach in the latter half of this paper. Namely, we introduce a combinatorial construction of the scattering matrix associated with perturbations of finite rank. A primitive form of this method can be seen in [7]. In our construction, we relate the generalized eigenfunction with the time evolution of the QW, and we can compute the scattering matrix by counting paths of quantum walkers. For Schrödinger operators with finite rank perturbations, the representation of the scattering matrix has been derived by [14].
Let us introduce our model of discrete time QWs. In the following, , and denote the set of integers, the set of real numbers and the set of complex numbers, respectively. We focus on two-state QWs on . Let be a -valued sequence on . In the following, we denote the column vector by for -valued sequences and on . Here means the transpose of the row vector . First of all, we define the homogeneous QW. We define the operator by
where the matrices and are given by
for , , and . We have . The operator is unitary on . Note that we can write for the shift operator
In Sections 3 and 4, we consider the free QW defined by . This is a special case of homogeneous QWs such that is the identity matrix.
The position-dependent QW defined by the perturbed operator is given by the operator of multiplication by the matrix for every . Thus the operator is also unitary in . The time evolutions of the homogeneous QW and the position-dependent QW are given by
for an initial state . Note that these time evolution preserve the norm of the initial state in .
In this paper, we assume that the following assumptions hold :
(A-1) There exist constants such that
where is the maximum norm for 2 by 2 matrices.
(A-2) For all , is not anti-diagonal.
In Section 4, the assumption (A-1) will be replaced by “ is an operator of finite rank”.
In this paper, we consider the time-independent scattering theory for and . In particular, we focus on the scattering matrix associated with the wave operators
Existence and completeness of for and have already been proven by Suzuki [22]. Note that the assumption (A-1) is the well-known short-range condition which guarantees the existence and the asymptotic completeness of the wave operators.
Theorem 1.1 (Suzuki [22]).
The wave operators exist and are complete i.e. the ranges of coincide with the absolutely continuous subspace of for . Precisely, for any , there exist such that as . The wave operators are unitary on and we have .
The assumption (A-2) guarantees the penetrability of barriers given by . In fact, if is anti-diagonal at a point , a quantum walker is reflected at .
The scattering operator is defined by
Its Fourier transform is decomposed by the scattering matrix :
where is the interval defined in Lemma 2.1 (see also [21] or [18]). The scattering matrix (S-matrix for short) naturally appears in the generalized eigenfunction for . One of the purposes of this paper is to derive the asymptotic behavior as of the generalized eigenfunction in . The S-matrix can be represented by the distorted Fourier transformation associated with and . The distorted Fourier transformation is constructed as the spectral decomposition of unitary operators.
We also mention stationary measures of QWs as a related topic. Generalized eigenfunctions of give stationary measures for . Note that this is a special kind of stationary measures. For the topic of stationary measures, see e.g. Konno [12], Konno-Takei [13], Komatsu-Konno [10], Kawai et al. [9].
The plan of this paper is as follows. In Section 2, we consider the Green function of the homogeneous QW. Green functions have been derived in the momentum space by [18]. In this paper, we derive an explicit formula of Green functions on . In Section 3, we construct the generalized eigenfunction for in . The optimal functional space in which there exist generalized eigenfunctions is characterized by Agmon-Hörmander’s - spaces ([1]). By using the formula of the Green function, we obtain the asymptotic behavior at infinity of generalized eigenfunctions. In Section 4, instead of general theory of the time-independent scattering theory, we introduce a combinatorial construction of the S-matrix when is an operator of finite rank. The scattering matrix is computed by a finite rank submatrix induced from the operator . We also mention the resonant-tunneling effect (see also [17]) here. Finally, we prove that incident waves always pass through penetrable barriers. Some remarks on complex contour integrals are gathered in Appendix A.
1.1. Notation
The notation in this paper is as follows. denotes the flat torus. Similarly, the complex flat torus is denoted by . We often use the identifications or under -periodicity. appears in Appendix A. For a vector , denotes the norm in . For two vectors , we denote by the inner product in . For a -valued sequence , we define the mapping by the Fourier transformation
The Fourier coefficients of on is given by
Then is a unitary transformation from to . Here and are equipped with its inner products and norms
For Banach spaces and , denotes the space of bounded linear operators from to .
2. Green function
2.1. Resolvent for the homogeneous QW
The spectral theory for and is studied in [21], [18], [19], [16]. Here let us list some basic results.
Let
It follows that is the operator of multiplication on by the unitary matrix
For any , we have
By using , we can evaluate the continuous spectrum of . Moreover, Weyl’s singular sequence method shows the essential spectrum of . For a unitary operator , let denote the spectrum of . We denote by , the essential spectrum and the discrete spectrum of . By using the spectral decomposition of , we can also define the absolutely continuous spectrum , the point spectrum , and the singular continuous spectrum . See [21], [18], or [19] for more details of definitions. Note that the absence of singular continuous spectrum was first proved by Asch et al. [3].
Lemma 2.1.
Following assertions hold.
-
(1)
Let where
Then we have .
-
(2)
We have and .
-
(3)
Let where
Then there is no eigenvalue of in .
-
(4)
For , the zeros of are degenerate i.e. if . For , the zeros of are non-degenerate i.e. if .
Let us turn to the resolvent for . The operator is the operator of multiplication on by the matrix
(2.1) |
In [18], we have proven the limiting absorption principle of as follows. Agmon-Hörmander’s - spaces ([1]) are often used in the context of the limiting absorption principle. The functional spaces and of -valued sequences on are defined by the norms
for , , , and
Note that the inclusion relation
holds.
Lemma 2.2.
Following assertions hold.
-
(1)
For and , there exist weak- limits in the sense
-
(2)
for satisfy for a constant which is independent of if varies over a compact interval in .
-
(3)
The mappings are continuous for .
2.2. Green function
In [18], we also derived the radiation condition which guarantees the uniqueness of the solution to the equation
in for . However, our result was proven in the momentum space i.e. -space. In the following, we consider this equation in the physical space i.e. -space.
For , we consider the equation
(2.2) |
for . Since , the resolvent exists in . We seek the solution to the equation (2.2) of the form
(2.3) |
where the kernel is the matrix
The following lemma is a consequence of the representation (2.3).
Lemma 2.3.
Let and for where is the Kronecker delta. The solutions and to the equations
(2.4) |
are given by
(2.5) |
Now let us compute an explicit expression of by using Lemma 2.5. In view of (2.4), we have
Due to (2.1), we have
(2.6) | |||
(2.7) |
and
(2.8) | |||
(2.9) |
We compute the integrals (2.6)-(2.9) by using the result in Appendix A. In fact, we have
(2.10) | |||
(2.11) |
and
(2.12) | |||
(2.13) |
where denotes the integral (A.1). In view of Lemma A.5, we can derive the formula of .
Lemma 2.4.
The formula of is not so simple. In the following, we consider the case where is the free QW for the sake of simplicity. In this case, we have , , . We can take for and for . Taking for and , we have
More precisely, we obtain the following explicit expression of .
Lemma 2.5.
Suppose . Let for and for . The corresponding diagonal kernel is given by
(2.18) | |||
(2.19) |
for .
Remark. Maeda et al. [16] have given an essentially equivalent expression of the Green function by using a computation of the transfer matrix associated with QWs (see Proposition 3.6 and Lemma 4.9 in [16]). Compared to our construction by the Fourier transforms, their argument gives more clearly a discrete and unitary analogue of the scattering theory for the Strum-Liouville differential equation. On the other hand, our method can be extended to multi-dimensional QWs.
3. Generalized eigenfunction
3.1. Spectral representation for Free QW
In the following, we assume . In [18], we derived a characterization of the generalized eigenfunction
(3.1) |
in . In order to apply this theory, we recall the framework of the spectral representation for .
Now we introduce the function for . We have and . The matrix has the spectral decomposition
where
Note that for and for . Letting
we introduce the operator where
In order to characterize the range of , we introduce the vector space as follows. Let be the space of -valued functions on with its inner product
The eigenvectors of with respect to eigenvalues , are given by
We introduce the vector space
and we define
For , we can take such that is formally represented by where . Then we have for , and we can characterize the generalized eigenfunctions of in by using the adjoint operator as follows.
Lemma 3.1.
Let . Then we have .
Proof. See Theorem 3.11 in [18]. ∎
In fact, for the free QW is given by
(3.4) |
Here we adopt the identification
The operator appears in the asymptotic behavior of at . Here we define the equivalence relation as for by
Lemma 3.2.
Let . We have
(3.5) | |||
(3.6) |
for , and
(3.7) | |||
(3.8) |
for .
3.2. Position-dependent QW
For the position-dependent QW , we define for . The limiting absorption principle for holds as follows.
Lemma 3.3.
Following assertions hold.
-
(1)
For and , there exist weak- limits in the sense
-
(2)
for satisfy for a constant which is independent of if varies over a compact interval in .
-
(3)
The mappings are continuous for .
Proof. See Theorem 4.3 in [18]. ∎
In view of the well-known resolvent equation
Lemma 3.4.
Let us define the distorted Fourier transformation by
(3.9) |
Taking a sequence , we have
(3.10) | |||
(3.11) |
for , and
(3.12) | |||
(3.13) |
for .
Remark. When is a sufficiently small perturbation, the perturbed Green function exists. The perturbed Green function is the kernel function of . For our purpose in this paper, it is sufficient to use the resolvent equation and the distorted Fourier transformation. The radiation condition for the equation can be determined by the asymptotic behavior of as . We study the asymptotic behavior of the Green function and its application to the radiation condition for a multi-dimensional QW in the forthcoming paper [11].
The adjoint operator of the distorted Fourier transformation characterizes the generalized eigenfunction of .
Lemma 3.5.
Let . Then we have .
Proof. See Theorem 5.6 in [18]. ∎
The generalized eigenfunction derives the scattered wave as follows. In view of the equality
we have
The third term on the right-hand side is negligible at infinity due to the assumption (A-1).
The S-matrix for is given by
(3.14) |
and unitary on . For the proof, see Theorem 5.3 in [18]. Due to the definition of and the formula (3.4), we put
for . Then we have , and it follows that each is a unitary matrix for . In the following, we denote the S-matrix by
Now the asymptotic behavior of comes from Lemma 3.4 as follows. The S-matrix naturally appears in the asymptotic behavior at infinity.
Lemma 3.6.
Let . We have
(3.17) | |||
(3.20) |
for .
In order to determine , it is sufficient to consider the cases , , and , . Namely, we have
(3.23) | |||
(3.26) |
for , , and
(3.29) | |||
(3.32) |
for , .
In the following, we drop the suffix in every component of with respect to for the sake of simplicity of the notation. and denote and for , respectively. The S-matrix for is simply denoted by
4. Combinatorial construction of scattering matrix
4.1. Finite rank perturbation
In the following, we assume that the position-dependent QW is a finite rank perturbation of the free QW . We put for a positive integer , and
(4.1) |
Due to the assumption (A-2), we have () for every . Recall the rule of notation which has been introduced at the end of previous section. Since is an operator of finite rank, the asymptotic behaviors (3.23)-(3.26) and (3.29)-(3.32) become exactly
(4.2) |
for , , and
(4.3) |
for , .
In order to introduce a combinatorial construction of the S-matrix, let us relate the generalized eigenfunction of and the dynamics of the QW. Let be defined by for and . The operator is defined by
Here the operator is the adjoint operator of . Note that is the identity on , and is the projection onto the subspace . Now we define the submatrix of by . Precisely, identifying a vector with , we have
where
for .
Lemma 4.1.
Eigenvalues of lie in .
Proof. Let be an eigenvector associated with the eigenvalue of . Then we have
(4.4) |
Now we suppose . Then the equality in (4.4) holds. Due to the definition of and , this implies on so that . This means that is an eigenfunction of associated with the eigenvalue with a finite support. By the assumption of , there is no eigenfunction of with a finite support. This is a contradiction. We obtain . ∎
Under the setting of this paper, we can prove the convergence of the series by using the Jordan canonical form of the matrix . Let , , be eigenvalues of with algebraic multiplicities , . There exists a regular matrix such that
where is the Jordan block associated with the eigenvalue .
Lemma 4.2.
The Neumann series converges.
Proof. This lemma is a consequence of the Jordan canonical form of and Lemma 4.1. ∎
Remark. When depends on the position , it is difficult to know the eigenvalues of in detail. We can show the following facts.
-
•
has as an eigenvalue. The dimension of the corresponding eigenspace is or higher.
-
•
The dimension of the eigenspace associated with a non-zero eigenvalue of is .
The following fact is a special case of Theorem 3.1 in [8]. We derive a shortcut of the proof under our settings.
Proposition 4.3.
Let be given by
for , and for any constants . We define for every positive integer by . Then there exists the limit
and satisfies
(4.5) |
In particular, we have for and .
Proof. The initial state represents the flow incoming from infinity. The incoming flow is split into two parts at and by the time evolution. One is reflected and another one is transmitted. Once the flow comes out of , it goes to infinity. In view of this dynamics, we decompose as
The first term on the right-hand side is the state in at time . The second term and the third term on the right-hand side are the outgoing flow and the incoming flow, respectively.
We put . Then we have
(4.6) |
Here we have used the relation . This recurrence relation implies
In view of Lemmas 4.1 and 4.2, the limit
exists. This implies
(4.7) |
Let us turn to the outgoing flow. We can see
where the source is defined by for , . For sufficiently large , the value of at a point is given by where for and for . The limit is determined by the limits
where , and for or for . Thus we obtain
(4.8) |
Finally, we prove the equation (4.5). Note that
From this decomposition, we have
(4.9) |
due to (4.7) and . On the other hand, we have
(4.10) |
Here we have used the relation . Plugging (4.9) and (4.10), we obtain the equation (4.5). ∎
Let us put and . Then the generalized eigenfunction satisfies the behavior (4.2). The values and determine and , respectively. In the following, denotes the -component of a matrix .
Theorem 4.4.
For , we have
It follows from . On the other hand, we have
Then we have . This equality implies the formula of .

Next we compute . Note that
We have and
It follows from this equality that . Thus we obtain the formula of .
Taking and and repeating the similar argument, we also have formulas of and . ∎
4.2. Resonant-tunneling effect for double barrier model
Let us consider the “double-barrier” model : is given by
for and where for . In this case, we can see the explicit formula of for .
Proposition 4.5.
For , we have
for .
Note that we can compute the generalized eigenfunction which satisfies (4.2) or (4.3). Proposition 4.5 can be proven directly.
Now we consider the resonant-tunneling effect as an analogue of the one dimensional Schrödinger equation. Resonant-tunneling effect means that an incident wave passes through a barrier without loss of its energy. In view of the scattering theory, this phenomenon can be derived by .
Lemma 4.6.
If for some , there exist parameters , , and , , , such that
(4.11) |
for . if and only if .
Proof. Suppose . We have . In view of , we have . It follows from the unitarity of that , , and . We obtain (4.11). Since is unitary, the equivalence of and is a consequence. ∎
The resonant-tunneling effect for the QW is derived as follows.
Theorem 4.7.
Proof. We prove for the case . In view of the formula (4.11), implies
Then we have . We have proven the theorem. ∎
As a direct consequence of Theorem 4.7, we see that an inverse scattering problem can be solved. Namely, we can determine by the number of such that for .
Corollary 4.8.
Suppose that the matrix is given by (4.11) for , and . If there exist number of such that , we have .
4.3. Incident wave always passes through a barrier
As has been seen in the previous subsection, may vanish for some . At the end of this paper, let us show that does not vanish for all under the assumption (A-2).
Theorem 4.9.
Suppose that is given by (4.1). The transmission coefficient does not vanish for all .
Proof. Suppose for some . In view of (4.2), we have for . Since is a generalized eigenfunction of , we have
It follows
(4.12) |
for any . Note that the inverse matrix on the right-hand side exists due to the assumption (A-2). Since for , we have for any by using the equation (4.12). This is a contradiction. ∎
If the assumption (A-2) does not hold, the incident wave is reflected at a point. This is a trivial case where there exist complete reflection phenomena of quantum walkers. For example, we take
where . Then a quantum walker is reflected at and . Moreover, there exists an eigenfunction of such that (see [19]). The matrix gives a model of non-penetrable barrier at and . The assumption (A-2) guarantees the penetrability condition of barriers given by .
Acknowledgement. The authors greatly appreciate a valuable comment by Dr. Kenta Higuchi. In particular, his comment is helpful for the correction of Lemma 4.2. H. Morioka is supported by the JSPS Grant-in-aid for young scientists (B) No. 16K17630 and the JSPS Grant-in-aid for young scientists No. 20K14327. E. Segawa is supported by the JSPS Grant-in-Aid for Scientific Research (C) No. 19K03616 and Research Origin for Dressed Photon.
Appendix A Complex contour integration
Here we compute the integration
(A.1) |
by using the residue theorem. In order to use the complex contour integral, we extend the integrand to the complex variable
The integrand has simple poles at where
(A.2) |
Moreover, we have
We assume . In order to compute , we consider the complex contour integral
where with
for sufficiently large . Due to the residue theorem, we have
In view of the periodicity of the integrand, we can see
We also have
for a constant . This implies
as for . Now we obtain
(A.3) |
Let us turn to the complex contour integral
for with
for sufficiently large . By the similar way for the case , we can see
(A.4) |
Plugging (A.3) and (A.4), we obtain the following fact for . For the case , the proof is similar.
Lemma A.1.
For and , we have
(A.5) |
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