Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL...

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INVERSE SCATTERING ON GRAPHEN - VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University of Tsukuba, Professor Emeritus Tosio Kato Centennial Conference September 8, 2017, Tokyo University

Transcript of Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL...

Page 1: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

INVERSESCATTERING ON

GRAPHEN- VERTEX MODEL

AND EDGE MODEL

Hiroshi Isozaki

University of Tsukuba, Professor Emeritus

Tosio Kato CentennialConference

September 8, 2017, TokyoUniversity

Page 2: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Joint work with

Kazunori Ando Ehime University

Hisashi Morioka Doshisha University

Evgeny Korotyaev St. Petersburg

State University

プレゼンター
プレゼンテーションのノート
Working together for 10 or 20 years
Page 3: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Based on the works

• Spectral properties of Schroedinger operators on perturbed lattices,

K. Ando, H. Isozaki and H. Morioka,

Ann. Henri Poincare, 17 (2016), 2103-2171

• Inverse scattering for Schroedinger operators on perturbed lattices,

K. Ando, H. Isozaki and H. Morioka, in preparation

• The work in progress,

K. Ando, H. Isozaki, E. Korotyaev and H. Morioka,

Page 4: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Graphen as a material

プレゼンター
プレゼンテーションのノート
The graphen is now a very common material in our life. It is a sheet of carbon. Mathematically, it is often represented by a hexagonal lattice.
Page 5: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato
プレゼンター
プレゼンテーションのノート
These are the papers of a team of engineering department of Tsukuba University
Page 6: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato
プレゼンター
プレゼンテーションのノート
It is an array of carbon atoms. Computing the current, they conclude that there is a hole inside the lattice.
Page 7: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato
プレゼンター
プレゼンテーションのノート
Another experiment. One atom of carbon is replaced by that of nitrogen. I will talk about two simple mathematical models describing the wave motion on the periodic lattice. But, I am sure that the real physics is much more complicated.
Page 8: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The plan of the talk

Vertex Laplacian and

edge Laplacian

Helmholtz equations

Inverse scattering

プレゼンター
プレゼンテーションのノート
There are two models to study the scattering on the graphen, observing either the vertices or the edges.
Page 9: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato
プレゼンター
プレゼンテーションのノート
You find two lattices in this figure. One is made of black dots, the other white dots. This multiple lattice structure is a feature of periodic system.
Page 10: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

KAGOME LATTICE

プレゼンター
プレゼンテーションのノート
Kagome means a basket in Japanese. It consists of 3 lattices.
Page 11: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

GRAPHITE

プレゼンター
プレゼンテーションのノート
Graphite is composed of several sheets of graphen.
Page 12: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

DIAMOND LATTICE

プレゼンター
プレゼンテーションのノート
The diamond lattice is a 3-dimensional analogue of hexagonal lattice. You also have a higher dimensional analogue.
Page 13: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

A possible extension

• Asymptotically cylindrical domain = carbon nanotube

Page 14: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Multiple Lattice Structure

• Basic lattice

• Vertex set

プレゼンター
プレゼンテーションのノート
In the 2-dimensional plane, take a basis v_1 and v_2, and consider two lattices in R^2 having p_1 and p_2 as origins. This defines a vertex set of hexagonal lattice.
Page 15: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Wave functions and Laplacians on the vertex model• The wave function has two components

each of which corresponds to respective lattices.

• The Laplacian takes the mean

over nearest neighbors

プレゼンター
プレゼンテーションのノート
You consider two l^2-functions, each living on black dots and edge dots, respectively. This is the set of wave functions on the vertex set. The Laplacian is then defined as a mean of nearest neighboring vertices. Mathematically, it is a shift operator for functions on l^2.
Page 16: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Scattering in the continuous model

• For the case of continuous model, the free Schroedinger equation is

• Passing to the Fourier transform, it becomes

• We consider the solution living on the sphere

• Which has the asymptotic expansion

プレゼンター
プレゼンテーションのノート
It is a sum of two spherical waves, one is incoming the other is outgoing.
Page 17: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Incoming and outgoing states

• It also holds for the perturbed equation :

• The operator is the S-matrix.

• Remember that the sphere is the characteristic surface of the Laplacian.

プレゼンター
プレゼンテーションのノート
Suppose V(x) decays sufficiently rapidly at infinity. Then, the same phenomena occur for the perturbed equation. The mapping from incoming wave to outgoing wave is Heisenberg’s S-matrix. The asymptotic data \varphi_in and \varphi_out are living on S^2, which is the characteristic surface of the Laplacian.
Page 18: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Fermi surface (Characteristic surface)• The free Schroedinger equation on the hexagonal lattice is

• Passing to the Fourier series, it becomes

• So, the solution lives on the submanifold in the 2-dim. torus

プレゼンター
プレゼンテーションのノート
By the Fourier series, the Laplacian on the lattice is transformed to a 2\times 2 matrix H_0(x), whose entries are trigonometric polynomials.
Page 19: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Scattering on the lattice

• The physical solution is written as

• This holds also asymptotically (in the sense of singularities) for the perturbed lattice.

• The operator is the S-matrix.

プレゼンター
プレゼンテーションのノート
So, for the case of Lattice Schroedinger operators, the asymptotic data varphi_in and \varphi_out live on the Characteristic surface of the Lattice vertex Laplacian. We call it the Fermi surface.
Page 20: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Radiation on the lattice

• The outgoing radiation and incoming radiation are distinguished by their spatial behavior at infinity.

• For the lattice, this does not work well, since the Fermi surface is complicated and we have difficulties in applying the stationary phase method to the integral on it.

• We pass to the Fourier series and observe the singularities of wave functions on the torus.

Page 21: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

What is the perturbed lattice?

Given a hexagonal lattice, perturb its finite part by

adding a scalar potential, or (and)

replacing a finite part by a general graph.

Page 22: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Edge model (metric graph)

• Hexagonal lattice with vertex set and edge set . Each edge

is oriented and identified with

• The Laplacian is defined to be

assuming the Kirchhoff condition

プレゼンター
プレゼンテーションのノート
In another model, we take into account of the effect of edges. Usually, it is called the metric graph. We prefer to cal it edge model.
Page 23: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Kirchhoff condition

• For each , denote its end points by

• is continuous on

• For each , , and at each vertex

Page 24: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Assumptions on the edge Laplacian

• is real-valued, and

• except for a finite number of edges

• On each edge

Page 25: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Relation between vertex Laplacian and edge Laplacian

Page 26: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Trick• On each edge, the solution of the Schroedinger equation

is written as

• The coefficients are determined by the Kirchhoff condition

Page 27: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Kirchhoff condition = Vertex equation• The Kirchhoff condition is rewritten as

Which is the Schroedinger equation on the vertex set.

The symmetric assumption of the potential is used here.

Page 28: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato
Page 29: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Rellich type theorem ーContinuous case• Define the Besov type space by

Page 30: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Fourier Analysis on the lattice

• Define the Besov type space by

• Passing to the torus by the Fourier series, we have

Page 31: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Sometimes, it is more convenient to pass to the Fourier transform• Multiply a cut off function (a partition of unity), and pass to the Fourier

transform

Page 32: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Rellich type theorem on the lattice

• Suppose satisfies the Helmholtz equation near infinity of the lattice

• Extending to be zero in the finite part, and passing to the Fourier series

where is a trigonometric polynomial

Page 33: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Rellich type theorem

• The HilbertNullStellenSatz from Algebraic Geometry (in its simplest form) is used in the proof.

• This theorem implies the non-existence of embedded eigenvalues.

• It also plays an important role in the inverse problem.

• The same theorem also holds for the edge model.

Page 34: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The tools we are using

• Sometimes, the discrete model is harder than the continuous model. Because, we do not have so many tools available in the former.

We are using

• Real Fourier analysis (Ps. D. OP.’s)

• Complex analysis (Simplest cases in the theory of several complex variables and algebraic geometry)

Page 35: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Forward problem ---- stationary scattering theory

Resolvent estimates --- Limiting

absorption principle

Spectral representation S-matrix Helmholtz equation

Page 36: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Forward problem

• Limiting absorption principle

• Spectral representation

• S-matrix

Page 37: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Expansion in the sense of singularities

• Instead of observing the spatial behavior of the resolvent at infinity, we observe its singularities by passing it on the torus by using the Fourier series.

• Then, the most singular part of the resolvent has the form

which gives us the spectral representation and the S-matrix.

Page 38: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Helmholtz equation and S-matrix

• has eigenvalues , and eigenprojections

Page 39: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The same theorem holds for the edge model

Page 40: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

It is hard to tell the details of the formulas

• Sorry. I can only give the flavor

Page 41: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Interior boundary value problem

• Neumann derivative

• DN map

Page 42: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The whole space problem and the interior problem

• Divide the lattice into two parts : exterior domain and interior domain

• Then, the Schroedinger equation on the whole space is divided into

the exterior problem + the interior problem + the integral equation on the boundary

Page 43: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

S-matrix at a fixed energy determines the D-N map

Page 44: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The same is true for the edge model

• The S-matrix for the whole space problem determines the D-N map for the interior boundary value problem and vice versa.

• Moreover, the S-matrix for the edge model is computed from that of the vertex model.

Page 45: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The inverse scattering problem is reduced to the inverse boundary value problem• In the case of the planar graph, the inverse problem from the D-N map has is

solved by

Colin de Verdiere (1994, 1996)

Curtis-Morrow (1994)

Page 46: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Similarity between the inverse problemsfor the continuous case and discrete case

• In 2-dim, the metric is determined by the D-N map up to a diffeomorphism leaving the boundary invariant

• The same is considered to be true (and is proved for the analytic case) for higher dimensions.

• The planar graph is determined from the diffeomorphism up to elementary transformations.

Page 47: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

ELEMENTARY TRANSFORMATIONS

Page 48: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

So, in general, local perturbations in a periodic graph is determined, as a planar graph up to elementary transformations, from the S-matrix of all energies.

• This is true for a wider class of periodic graph.

• It determines the “toplogy” and the “conductivity” of the planar graph.

• However, it does not determine the location of defects.

Page 49: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Conitnuous case-exponentially growingsolutions to the SchroEdinger equation

• So, it is exponentially growing in a half-space and exponentially decaying in the opposite half-space

• Faddeev (1966), Calderon (1980), Sylvester-Uhlmann (1987)

Page 50: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Discrete analogue of the exponentially growing solution

• It is non-zero above , and zero below

Page 51: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Potential is computed from the S-matrix.

• Adopting this solution as a boundary data, one can compute the potential by using the solution of the interior Dirichlet problem.

• Recall that the S-matrix and the D-N map are mutually related:

Page 52: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Reconstruction of the potential

Page 53: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

This idea can be also used to detect the defects of the lattice

• Consider the solution for the free equation which vanishes below the line .

• If is very high, it satisfies the Schroedinger equation on the lattice with defects.

• Let the line move downward. Then the solution touches the defect, and has a different behavior.

• It will be observed by the D-N map.

Page 54: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Proving for the defects of the lattice

Page 55: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

The same idea works well for the edge model

Page 56: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Reduction to 1-dimensional inverse spectral problem• By observing the waves on the lattice, one can determine the coefficients of the

vertex Laplacian.

• They are the values at the end point of solutions to the equation

• They give the Dirichlet eigenvalues.

Page 57: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Borg’s classical result (1946)

• The symmetric potential is determined by the Dirichlet eigenvalues.

Page 58: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Problems onthe tree

The inverse problem on the tree is hard to solve when it contains a loop.

The edge model has loops, however, our method works well.

I t is because we are using the special structure of the periodic lattice, in particular, the analogue of exponentially growing solution for the continuous model.

Page 59: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

NON-ZERO BACK GROUND POTENTIALS

Page 60: Inverse scattering on graphenshu/Lecture-Slides/Isozaki...INVERSE SCATTERING ON GRAPHEN-VERTEX MODEL AND EDGE MODEL Hiroshi Isozaki University ofTsukuba, Professor Emeritus Tosio Kato

Thank you for your attention!