Vibration modes of 3n-gaskets and other fractals
|
|
- Debra Rodgers
- 6 years ago
- Views:
Transcription
1 Vibration modes of n-gaskets and other fractals N Bajorin, T Chen, A Dagan, C Emmons, M Hussein, M Khalil, P Mody, B Steinhurst, A Teplyaev teplyaev@mathuconnedu Department of Mathematics, University of Connecticut, Storrs CT 0669 USA Abstract We study eigenvalues and eigenfunctions (vibration modes) on the class of self-similar symmetric finitely ramified fractals which includes n-gaskets We consider such examples as the Sierpinski gasket, a non-pcf analog of the Sierpinski gasket, the level- Sierpinski gasket, a fractal -tree, the hexagasket, and one dimensional fractals We develop a theoretical matrix analysis, including analysis of singularities, which allows us to compute eigenvalues, eigenfunctions and their multiplicities exactly We support our theoretical analysis by symbolic and numerical computations AMS classification scheme numbers: 8A80, C, B, 60J, 9C99 PACS numbers: 00Sa, 00Bb, 00Ga, 060Lj, 070Hm Introduction In this paper we study eigenvalues and eigenfunctions (vibration modes) on the class of self-similar fully symmetric finitely ramified fractals Such studies originated in [0, ], where it was observed that on the Sierpiński there are highly localized eigenfunctions corresponding to eigenvalues of very high multiplicity Later the spectrum of the Laplacian on the Sierpiński gasket was studied in detail in [], and an example of the modified Koch curve was studied in [, ] The main purpose of our paper is to develop a theoretical matrix analysis, including analysis of singularities, which allows the computation of eigenvalues, eigenfunctions and their multiplicities for a large class of more complicated fractals Our analysis, in particular, allows the computation of the spectral zeta function on fractals (see [8, 9]) and the limiting distribution of eigenvalues (ie integrated density of states) The latter is a pure point measure, except in the examples which are based on the one dimensional interval This support has a representation supp(κ) = J R D, where J R is the Julia set of a rational function, which we compute, and D is a possibly empty set of isolated points (if D is infinite, it accumulates to J R ) Also, our analysis allows the computation of eigenvalues and eigenfunctions by a highly accurate hierarchical iterative procedure, which does not involve large matrix calculations and is illustrated in Figures, and see
2 Vibration modes of n-gaskets and other fractals Figure A basic Neumann eigenfunction on the Sierpiński gasket, three dimensional views There is a large body of physics and mathematics literature devoted to analysis on fractals A small sample of it, containing many references, is [,,, ] and [,,, 6,,, 6, 7, 8, 0] In particular, tools for the numerical analysis of the Sierpiński gasket were developed in [7, 6], and fractal antenae were considered in [,, 7, 9] Our study is closely related to the analysis of self-similar graphs [7, 8, 9,, 6,, and references therein], quantum graphs [0,, and references therein], selfsimilar groups [, 7, 8, 9, 8,, and references therein], and the relation between electrical circuits and Markov chains [6, 0,, and references therein] This paper is organized as follows In Section we give the definition of the finitely ramified fractals with full symmetry, on which the graphs which we consider are based In Section we introduce spectral self-similarity, Schur complement and a Drichlet-to- Neumann map, and show how the resolvent of the Laplacian can be computed by an iterative procedure In Section we analyze the singularities of our map and obtain general formulas for eigenvalues and their multiplicites We also obtain formulas for corresponding eigenprojectors In the subsequent sections we use our general method to analyze the following examples: the Sierpiński gasket (Section ), a non-pcf analog of the Sierpiński gasket (Section 6), the level- Sierpiński gasket (Section 7), a fractal -tree (Section 8), the hexagasket (Section 9), the unit interval as a self-similar set
3 Vibration modes of n-gaskets and other fractals Figure A basic Neumann eigenfunction on the level- Sierpiński gasket, three dimensional views (Section 0), and the diamond fractal (Section ) Finitely ramified fractals with full symmetry A compact connected metric space F is called a finitely ramified self-similar set if there are injective contraction maps ψ,,ψ m : F F such that m F = ψ i (F) i=
4 Vibration modes of n-gaskets and other fractals Figure A Neumann eigenfunction on the level- Sierpiński gasket, three dimensional views and for any n and for any two distinct words w,w W n = {,,m} n we have F w F w = V w V w, where F w = ψ w (F) and V w = ψ w (V 0 ) It is assumed that V 0 is a finite set of at least two points, which often is called the boundary of F Here for a finite word w = w w n W n we denote We define V n = ψ w = ψ w ψ wn m ψ i (V n ) = i= w W n V w and call this set the vertices of level or depth n There is a natural infinite self-similar sequence of fractal finite graphs G n with vertex set V n defined as follows For each n 0 and w W n we define G w as a complete graph with vertices V w Then, by definition, G n = w W n G w Note that G n has no loops, but is allowed to have multiple edges, depending on the structure of the fractal F, as in Section 6 The degree of a vertex x in graph G n is denoted by deg n (x) The degrees of vertices are uniformly bounded in all our examples except the non-pcf analog of the Sierpiński gasket in Section 6
5 Vibration modes of n-gaskets and other fractals The main object of our study are eigenvalues and eigenfunctions on the probabilistic graph Laplacians n on G n, which are defined by n f(x) = f(x) deg n (x) (x,y) E(G n) f(y) where E(G n ) denotes the set of edges of the graph G n For convenience we denote the matrix of n by M n in the standard basis of functions on V n Our main geometric assumption is that for any permutation σ : V 0 V 0 there is an isometry g σ : F F that maps any x V 0 into σ(x) and preserves the self-similar structure of F This means that there is a map g σ : W W such that ψ i g σ = g σ ψ gσ(i) for all i W The group of isometries g σ is denoted by G It is well know that the eigenvalues and eigenfunctions of n describe vibration modes of so called cable systems modeled on the graph G n They are also can be considered as discrete approximations to eigenvalues and eigenfunctions of a continuous self-similar Laplacian µ on F This continuous self-adjoint Laplacian is the generator of a self-similar diffusion process on F which can be defined in the standard way in terms of a self-similar resistance (Dirichlet) form on F, that is for any f in a suitably defined domain Dom µ of the Neumann Laplacian we have E(f,f) = f µ fdµ where µ is the standard suitably normalized self-similar (Hausdorff, Bernoulli) measure on F A G-invariant resistance form E on F is self-similar with energy renormalization factor ρ if for any f Dom(E) we have E(f,f) = ρ F m E(f i,f i ) i= Here we use the notation f w = f ψ w for any w W n Such resistance forms in the case of pcf fractals were studied in detail in [] The finitely ramified case can be studied in a similar way because of the general results in [] In particular, existence and uniqueness, up to a scalar multiplier, of the local regular self-similar G-invariant resistance form E is shown in [0] Moreover, one can show that where the usual graph energy is E n (f,f) = E = lim n ρ n E n (x,y) E(G n) ( f(x) f(y) ) and that (ρm) n n f(x) n µf(x)
6 Vibration modes of n-gaskets and other fractals 6 for any function f for which µ f C(F) and any x V = n 0 V 0 In addition, one has a relation ρm = d dz R(0) > where R(z) is the rational function that appears in the spectral decimation process, and is one of the most important objects in our study The standard and almost trivial example of the self-similar energy and Laplacian in a finitely ramified situation is the case of F = [0,] In this case we can take m = with ψ (x) = x and ψ (x) = x+, the self-similar measure µ is the usual Lebesgue measure, µ f = f and E(f,f) = 0 (f (x)) dx = 0 ff dx = F f µ f dµ for any f Dom( µ ) = {f : f L [0,],f (0) = f () = 0} Then we of course have ρ = and n n f(x) = f(x) f(x ) f(x + n ) n n f (x) n for any f C [0,] The cases F = [0,] with m = and m = are discussed in Section 0 Although in general the fractal F is an abstract metric space, in our examples F R and the metric on F is the restriction of the usual Euclidean metric in R Moreover, the isometries g σ are restrictions of isometries of R that maps F into itself and preserves the self-similar structure of F We do not require that contractions ψ i are similitudes (see Section 6) One can easily construct more involved and higher dimensional examples for which our methods apply Spectral self-similarity, Schur complement and Drichlet-to-Neumann map If we have a matrix M given in a block form [ A B M = C D ] () then its Schur complement is A BD C () In our work one of the most important objects is the Schur complement of the matrix M z which is defined by S(z) = A z B(D z) C () Note that we use a convention that M z denotes M zi where I is the identity matrix of the same size as M Similarly, A z and D z denote the matrices A and D minus z times the identity matrix of the appropriate size Our interest in S(z) can be explained as follows As the initial step in our calculations, we would like to relate the eigenvalues and eigenvectors of the larger Laplacian matrix M = M and the eigenvalues and eigenvectors of a smaller Laplacian
7 Vibration modes of n-gaskets and other fractals 7 matrix M 0 In our setup, the blocks A and D in () correspond to outer (boundary) and interior vertices respectively Suppose v is an eigenvector of M which is partitioned into its boundary part v 0 and interior part v Then eigenvalue equation can be written as [ A B C D or as two equations Mv = zv ] [ v0 v ] [ v0 = z v Av 0 + Bv = zv 0 Cv 0 + Dv = zv From the second equation we obtain v = (D z) Cv 0, provided z / σ(d), which implies S(z)v 0 = 0 (6) If v 0 is also an eigenvector of M 0 with an eigenvalue z 0, then we would like to relate (6) with (M 0 z 0 )v 0 = 0 (7) According to [7, 6], we can write z 0 = R(z) if we solve what is our main equation ( ) S(z) = φ(z) M 0 R(z), (8) where φ(z) and R(z) are scalar (meaning not matrix-valued) rational functions Proposition For a given fully symmetric self-similar structure on a finitely ramified fractal F there is a unique rational function φ(z) and R(z) that solve equation (8) Proof Clearly S(z) is a matrix valued rational function By our main symmetry assumption in the previous section, for any z the matrix S(z) is a linear combination of the identity matrix and M 0, which implies the proposition Remark From the calculations above one can see that S(λ) is the so called Drichlet-to-Neumann map for the Laplacian In our examples M 0 is a matrix that has on the diagonal and diagonal Therefore we have that and φ(z) = (N 0 )S, (z) R(z) = S,(z) φ(z) ] N 0 Here N 0 is the number of boundary vertices, which is the number of points in V 0 From the calculations above we have the following theorem () () off the
8 Vibration modes of n-gaskets and other fractals 8 Theorem Suppose that z is not an eigenvalue of D, and not a zero of φ Then z is an eigenvalue of M with an eigenvector [ ] v if and only if R(z) is an eigenvalue of v0 M 0 with an eigenvector v 0, and v = v where v = (D z) Cv 0 This implies, in particular, that there is an one-to-one map from the eigenspace of M 0 corresponding to R(z) onto the eigenspace of M corresponding to z where v 0 v = T(z)v 0 T(z) = I 0 (D z) C Naturally, the map v 0 v is called the eigenfunction extension map, and T(z) is called the eigenfunction extension matrix The theorem above suggest the following definition of the so called exceptional set E(M 0,M) = σ(d) {z : φ(z) = 0} Once we have computed the functions R(z) and φ(z) using the smaller matrices M 0 and M = M, we can compute the spectrum of much larger matrices M n by induction using the following results We use notation [ ] An B M n = n for the block decomposition of M n corresponding to the representation C n D n where V n = V n \V n V n = V n V n Theorem For all n > 0 we have a relation P n (M n z) P n = φ(z) (M n R(z)), where P n is defined as the restriction operator from V n to V n We often identify P n with the orthogonal projection from l (V n ) onto the subspace of functions with support in V n Suppose that z n / E(M 0,M) Then z n is an eigenvalue of M n with an eigenvector v n if and only if z n = R(z n ) [ ] vn is an eigenvalue of M n with an eigenvector v n, and v n = where v n = (D n z n ) C n v n In such a situation v n is called the continuation of the eigenfunction v n from V n to V n \V n v n
9 Vibration modes of n-gaskets and other fractals 9 One can obtain information about the extension of eigenfunctions and eigenprojectors from V n to V n by the following theorem Theorem Let P n,zn be the eigenprojector of M n corresponding to an eigenvalue z n / E(M 0,M), and P n,zn be the eigenprojector of M n corresponding to eigenvalue z n = R(z n ) Then where P n,zn = φ(z n ) d dz R(z n) T n(z n )P n,zn (P n B n (D n z n ) P n) (9) T n (z) = (P n (D n z) C n ) and P n is defined as the restriction operator from V n to V n \V n We often identify P n with the orthogonal projection from l (V n ) onto the subspace of functions that vanish on V n In this case P n = I n P n Proof First we will prove the key formula for the proof of these theorems This formula is not related to spectral similarity and is a known fact Essentially, it shows how to find the inverse of a matrix given in a two-by-two block form To simplify notation we assume that n = and M = M Suppose that matrices D x and A x B(D x) C are invertible Then M x is invertible and (M x) = (D x) + + (P 0 (D x) C)(A x B(D x) C) (P 0 B(D x) ) (0) It is enough to prove this formula for x = 0, ie to prove M = D + (P 0 D C)(A BD C) (P 0 BD ) () provided that D and A BD C are invertible We have MD = (P + P 0 )MD P = P + P 0 MD P and Thus P 0 M(P 0 D C) = MP 0 P MP 0 P 0 MD C = P 0 (A BD C) M(D P + (P 0 D C)(A BD C) (P 0 BD P )) = = P + P 0 MD P + P 0 (P 0 BD P ) = P + P 0 = I That is what () says To obtain the proof Theorem, note that (0) implies (M x) = (D x) P + + (P 0 (D x) C)(φ(x)M 0 φ (x)) (P 0 B(D x) P ), () where φ (z) = φ(z)r(z) The statements of Theorem follow if we use the standard spectral representation M = zp z z σ(m) and pass to the limit as x z in this formula
10 Vibration modes of n-gaskets and other fractals 0 Remark For n = these theorems are also true for the adjacency matrix graph Laplacian For n > it is important that we consider probabilistic graph Laplacian, or a multiple of it For instance, [9, 6] and related works usually consider the Laplacian, n, multiplied by Analysis of the exceptional values It is not enough to restrict ourself to values of z outside of the exceptional set E(M 0,M) In fact, this set is very interesting because it often contains eigenvalues of high multiplicity, which in turn often correspond to localized eigenfunctions We first formulate a proposition that gives the multiplicities of such eigenvalues, and is used extensively to analyze examples in the rest of the paper Then we prove a theorem which implies the proposition We write mult n (z) for the multiplicity of z as an eigenvalue of M n By definition, mult n (z) = 0 if z is not an eigenvalue Notation dim n is used for the dimension of l (V n ) which is the same as the number of points in V n Proposition (i) If z / E(M 0,M), then mult n (z) = mult n (R(z)), () and every corresponding eigenfunction at depth n is an extension of an eigenfunction at depth n (ii) If z / σ(d), φ(z) = 0 and R(z) has a removable singularity at z, then mult n (z) = dim n, () and every corresponding eigenfunction at depth n is localized (iii) If z σ(d), both φ(z) and φ (z) have poles at z, R(z) has a removable singularity at z, and d dzr(z) 0, then mult n (z) = m n mult D (z) dim n +mult n (R(z)), () and every corresponding eigenfunction at depth n vanishes on V n (iv) If z σ(d), but φ(z) and φ (z) do not have poles at z, and φ(z) 0, then mult n (z) = m n mult D (z) + mult n (R(z)) (6) In this case m n mult D (z) linearly independent eigenfunctions are localized, and mult n (R(z)) more linearly independent eigenfunctions are extensions of corresponding eigenfunction at depth n (v) If z σ(d), but φ(z) and φ (z) do not have poles at z, and φ(z) = 0, then mult n (z) = m n mult D (z) + mult n (R(z)) + dim n (7) provided R(z) has a removable singularity at z In this case there are m n mult D (z)+dim n localized and mult n (R(z)) non-localized corresponding eigenfunctions at depth n
11 Vibration modes of n-gaskets and other fractals (vi) If z σ(d), both φ(z) and φ (z) have poles at z, R(z) has a removable singularity at z, and d dzr(z) = 0, then mult n (z) = mult n (R(z)), (8) provided there are no corresponding eigenfunctions at depth n that vanish on V n In general we have mult n (z) = m n mult D (z) dim n +mult n (R(z)) (9) (vii) If z / σ(d), φ(z) = 0 and R(z) has a pole z, then mult n (z) = 0 and z is not an eigenvalue (viii) If z σ(d), but φ(z) and φ (z) do not have poles at z, φ(z) = 0, and R(z) has a pole z, then mult n (z) = m n mult D (z) (0) and every corresponding eigenfunction at depth n vanishes on V n In the next theorem we establish the relation between eigenprojectors of spectrally similar operators Namely, we show how one can find the eigenprojector P n,z of M n corresponding to an eigenvalue z, if the eigenprojector P n,r(z) of M n corresponding to eigenvalue R(z) is known We state this theorem for n = and M = M, and the analogous relation holds for any n As before, we define φ (z) = φ(z)r(z) Theorem (i) In the case of Proposition (i), P z = φ(z) d dz R(z)(P 0 (D z) C)P 0,R(z) (P 0 B(D z) ) () (ii) In the case of Proposition (ii), P z = (P 0 (D z) C)(ψ 0 (z)m 0 ψ (z)) (P 0 B(D z) ) () where ψ 0 (x) = φ(x)/(z x) and ψ (x) = φ (x)/(z x) This implies, in particular, that there is an one-to-one map v 0 v = v 0 (D z) Cv 0 from l (V 0 ) onto the eigenspace of M corresponding to z (iii) In the case of Proposition (iii), the poles of φ(z) and φ are simple and so R(z) has a removable singularity at z, P z P D,z = P z and P 0 P z = 0, which means that the corresponding eigenfunctions of M vanish on V 0 Moreover, rankp D,z rankp z = rank(ψ 0 (z)m 0 ψ (z)i 0 ) = corankp 0,R(z) where ψ 0 (x) = φ(x)(z x) and ψ (x) = φ (x)(z x) In addition, the following relations hold P z = P D,z + ψ 0 (z) P D,zC(M 0 R(z)) (I 0 P 0,R(z) )BP D,z () and P D,z CP 0,R(z) = 0 Note that I 0 P 0,R(z) is the projector from l (V 0 ) onto the space, where (D z) is a well defined bounded operator
12 Vibration modes of n-gaskets and other fractals (iv) In the case of Proposition (iv), P z = P D,z + φ(z) d dz R(z)(P 0 (D z) C)P 0,R(z) (P 0 B(D z) ) () and the projector P D,z is orthogonal to the second term in the right hand side of this formula In particular, P z P D,z = P D,z (v) In the case of Proposition (v), P z is the sum of the right hand sides in () and () (vi) In the case of Proposition (vi), provided there are no corresponding eigenfunction at depth n that vanish on V n, we have P z = ψ(z) d dz R(z) (P 0 (D z) C)P 0,R(z) (P 0 B(D z) ) () In general, this formula is combined with (vii) In the case of Proposition (vii) we formally have P z = 0 (viii) In the case of Proposition (viii) we have P z = P D,z Proof Item (i) is the same as Theorem ; it is inserted here also for the sake of completeness To prove item (ii), we pass to the limit as x z in the formula, which can be re-written as (M x) = (D x) + + z x (P 0 (D x) C)(ψ 0 (x)m 0 ψ (x)) (P 0 B(D x) ) (6) Then the statements to be proved follow if we pass to the limit as x z in this formula To prove item (iii), we again pass to the limit as x z in formula () We see that P 0 P z 0 if and only if lim (x x z z) (ψ 0 (x)m 0 ψ (x)i 0 ) 0, d that is only possible if dz R(z) = 0 Therefore P 0P z = 0 in our case Relation () follows from () Note that ψ 0 (z)m 0 ψ (z)i 0 = P 0 MP D,z MP 0 if z σ(d) Hence rank(ψ 0 (z)m 0 ψ (z)i 0 ) = rank(p D,z P z ) In addition, we have that ψ 0 (z)m 0 ψ (z)i 0 is nonpositive Also we see that P 0 (M z) P 0 is a bounded operator on l (V 0 ) and so we have P 0 (M z) P 0 = lim(z x)(ψ 0 (x)m 0 ψ (x)i 0 ) Hence P 0 (M z) P 0 = 0 if x z and only if R(z) has a pole at z or R(z) ρ(m 0 ) If R(z) has a removable singularity at z then ψ 0 (z) d dz R(z)P 0(M z) P 0 = P 0 R(z) To prove item (iv), note that the relation P z P D,z = P D,z easily follows from the fact that φ and φ do not have poles Then, if we restrict everything to the orthogonal complement of the image of P D,z, we can apply item (i) of this theorem Item (v) follows from items (ii) and (iv) The proof of item (vi) is a combination of the proofs of items (i) and (iii) Items (vii) and (viii) easily follow from ()
13 Vibration modes of n-gaskets and other fractals Sierpiński gasket Spectral analysis on the Sierpiński gasket originates from physics papers [0, ] and is well known [7,, 6, 7] In this section we show how one can study it using our methods Note that recently Sierpiński lattices appeared as the Schreier graphs of so called Hanoi towers groups [9, 8, ] x x Figure The Sierpiński gasket and its V network Figure shows the depth one approximation to the Sierpiński gasket The depth Laplacian matrix M = M, which is obtained from the above figure, is M = The eigenfunction extension map is (D z) C = From these we have that and +(7 z)z ( +z) +z( 7+z) ( +z) +z( 7+z) φ(z) = x 6 x ( +z) +z( 7+z) +(7 z)z ( +z) +z( 7+z) z z + z R(z) = ( z)z The eigenvalues of M written with multiplicities are { σ(m) =,,,, },0 x x ( +z) +z( 7+z) ( +z) +z( 7+z) +(7 z)z and the corresponding eigenvectors are {-, -, 0, 0, 0, }, {-, 0, -, 0,, 0}, {0, -, -,, 0, 0}, {, 0, -, -, 0, }, {, -, 0, -,, 0}, {,,,,, } The eigenvalues of D written with multiplicities are { σ(d) =,, } and the corresponding eigenvectors are {-, 0, }, {-,, 0}, {,, } The equation ϕ = 0 has as its solution { } so the exceptional set is { E(M 0,M) =,, }
14 Vibration modes of n-gaskets and other fractals Figure The graph of R(z) for the Sierpiński gasket We can find the multiplicities of these exceptional values by using Proposition For the value, which is a pole of φ(z) and in σ(d), we use Proposition (iii) to find the multiplicities: mult ( ) = + = 0, mult ( ) = =, mult ( ) = 8 + =, For the value, which is also a pole of φ(z) and in σ(d), we again use Proposition (iii) to find the multiplicities: mult ( ) = + = 0, mult ( ) = 6 + = 0, mult ( ) = = 0, For the value, since / σ(d) and φ(z) = 0, we use Proposition (ii) to find the multiplicities Here the multiplicity of in the nth depth is equal to the dimension at depth n mult ( ) =, mult ( ) = 6, mult ( ) =, Table shows the ancestor-offspring structure of the eigenvalues of the Sierpiński gasket The symbol * indicates branches and ξ (z) = 6z 8 ξ (z) = + 6z 8
15 Vibration modes of n-gaskets and other fractals of the inverse function R (z) computed at the ancestor value z By Proposition (i) the ancestor and the offspring have the same multiplicity The empty columns represent exceptional values If they are eigenvalues of the appropriate M n, then the multiplicity is shown in the right hand part of the same row z σ(m 0 ) 0 mult 0 (z) z σ(m ) 0 mult (z) z σ(m ) 0 ξ ( ) ξ ( ) mult (z) 6 z σ(m ) 0 mult (z) 6 Table Ancestor-offspring structure of the eigenvalues on the Sierpiński gasket By induction one can obtain the following proposition, which is known in the case of the Sierpiński gasket (see [, 6, 7]) Notation R n A is used for the preimage of a set A under the n-th composition power of the function R Proposition (i) σ(m 0 ) = {0, } (ii) For any n 0 and for any n we have In particular, for n σ(m n ) n m=0 n σ(m n ) = { } ( n σ(m n ) = {0, } ( (iii) For any n 0, dim n = n+ + (iv) For any n 0, mult n (0) = m=0 (v) For any n 0, mult n ( ) = n + R m {0, } m=0 R m {0, } ) ) ( n R m { } m=0 R m { } )
16 Vibration modes of n-gaskets and other fractals 6 (vi) If z R k { } then mult n(z) = n k + for n, 0 k n (vii) If z R k { } then mult n(z) = n k for n, 0 k n Corollary The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms ) ( { } ( ) R m { } R m { } m=0 m=0 Moreover, κ ( { }) =, and if z R m {, } κ({z}) = m For the Sierpiński gasket we also demonstrate how one can compute the eigenprojectors for the two most interesting eigenvalues, z = and z = For the former case we use Theorem (ii) We compute ψ 0 ( ) = and ψ ( ) = and so P n+, (P = n ( ) )( ) D n Cn ( ( ) ) M n + P n B n Dn (7) For the case z = we use Theorem (iii) with R( ) = 0 and ψ 0( ) = and so P n+, = P D n, + P D n, C nm n B n P Dn, (8) Note that one can show that the term I n P n,0 is the projector to the orthogonal complement to constants and so can be omitted in this case Note also that P Dn, has a simple block structure with blocks and that D n has a block structure with blocks The matrices of C n and B n also have similarly simple block structure with block equivalent, depending on the labeling of vertices, to except for boundary vertices The computation of the eigenprojectors using Theorem (i) plays an important role in [7]
17 Vibration modes of n-gaskets and other fractals 7 6 A non-pcf analog of the Sierpiński gasket Several non-pcf analogs of the Sierpiński gasket were introduced in [0] Here we analyze the simplest one of them This fractal can be constructed as a self-affine fractal in R using 6 affine contractions, as shown in [0] It is finitely ramified but not pcf in the sense of Kigami Figure 6 shows the V network for this fractal x x x x 6 x 7 x x Figure 6 The non-pcf analog of the Sierpiński gasket and its V network The matrix of the depth- Laplacian M = M is M = and the eigenfunction extension map is (D z) C = +6z +6z 6 8z+z ( z+z ) ( z+z ) +6z +6z ( z+z ) 6 8z+z ( z+z ) +6z +6z ( z+z ) ( z+z ) 6 8z+z +6z +6z +6z Moreover, we compute that and φ(z) = z 7z + 8z z(z )(z ) R(z) = z The eigenvalues of D, written with multiplicites, are { σ(d) =,,, } with corresponding eigenvectors {-, -, -, }, {-, 0,, 0}, {-,, 0, 0}, {,,, } One can also compute { σ(m) =,,,,, },0
18 Vibration modes of n-gaskets and other fractals Figure 7 The graph of R(z) for the non-pcf analog of the Sierpiński gasket with the corresponding eigenvectors {-, -, -, 0, 0, 0, }, {-, -, -,,,, 0}, {-, 0,, -, 0,, 0}, {-,, 0, -,, 0, 0}, {, 0, -, -, 0,, 0}, {, -, 0, -,, 0, 0}, {,,,,,, } It is easy to see that φ(z) = 0 has one solution { E(M 0,M) = {,,, } Thus, the exceptional set is } z σ(m 0 ) 0 mult 0 (z) z σ(m ) 0 mult (z) z σ(m ) 0 mult (z) 6 7 Table Ancestor-offspring structure of the eigenvalues on the non-pcf analog of the Sierpiński gasket To begin the analysis of the exceptional values, note that is a pole of R(z) and therefore is not an eigenvalue by Proposition (vii) We are interested in the values of R(z) in the other exceptional points, which are R() = R( ) = 0 and R( ) = It is easy to see that and are poles of φ(z) and so we can use Proposition (iii)
19 Vibration modes of n-gaskets and other fractals 9 to compute the multiplicities We obtain and mult () = + = 0, mult ( ) = + = 0, mult () = 7 + = 6, mult ( ) = = Since is not a pole of φ(z), we can use Proposition (iv) to compute the multiplicities mult ( ) = + = and mult ( ) = 6 + = 7 The ancestor-offspring structure of the eigenvalues on the non-pcf analog of the Sierpiński gasketis shown in Table The symbol * indicates branches of the inverse function R (z) computed at the ancestor value The multiplicity of the ancestor is the same as that of the offspring by Proposition (i) The empty columns correspond to the exceptional values If they are eigenvalues of the appropriate M n, then the multiplicity is shown in the right hand part of the same row Theorem 6 (i) For any n 0 we have that σ( n ) n m=0 R m({0, }) and σ( ) = {0,,, } (ii) For n we have that n σ( n ) = {0, } ( m=0 ) ( n R m {, } + 6n (iii) For any n 0 we have dim n = (iv) For any n 0 we have mult n (0) = (v) For any n we have mult n ( ) = 6n + m=0 R m {,} ) (vi) For any n and z R n {, } we have that mult n(z) = (vii) For any 0 m n and z R m {, } we have that mult n (z) = mult n m ( ) = 6n m + (viii) For any 0 m n and z R m { } we have mult n( ) = 6n m 6 (ix) For any 0 m n and z R m {} we have mult n () = 6n m 6 Proof For this fractal we have σ( 0 ) = {0, } with mult 0( ) = and, for the purposes of Proposition, m = 6 Item (i) is obtained above in this section Item (ii) follows from the subsequent items Item (iii) is straightforward by induction Item (iv) follows from Proposition (i) because 0 is a fixed point of R(z)
20 Vibration modes of n-gaskets and other fractals 0 Item (v) easily follows from Proposition (iv) Items (vi) and (vii) follows from the items above Items (viii) and (ix) follows from Proposition (iii) because mult n ( ) = 6n mult n () = 6 n + 6n + 6n + 6 n + = 6n 6, + = 6n 6 Corollary 6 The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms where κ ( { }) = and m=0 R m {,}, κ({z}) = 6 m if z R m {, }; κ({z}) = 6 m if z R m { }; κ({z}) = 6 m if z R m {} 7 Level- Sierpiński gasket The level- Sierpiński gasket is shown in Figure 8 It had been used as an example in several works [, 0, 6, and references therein] In particular, the spectrum is computed in the recent paper [9] independently of our work The matrix for the depth- Laplacian M = M is M =
21 Vibration modes of n-gaskets and other fractals and the eigenfunction extension map (D z) C is +09z z +8z ( 6z+z )( z+6z ) +09z z +8z ( 6z+z )( z+6z ) +z ( +z z +6z ) 9+7z ( 6z+z )( z+6z ) 9+7z ( 6z+z )( z+6z ) +z ( +z z +6z ) 9+7z ( 6z+z )( z+6z ) +z ( +z z +6z ) +09z z +8z ( 6z+z )( z+6z ) +09z z +8z ( 6z+z )( z+6z ) +z ( +z z +6z ) 9+7z ( 6z+z )( z+6z ) +z ( +z z +6z ) 9+7z ( 6z+z )( z+6z ) 9+7z ( 6z+z )( z+6z ) +z ( +z z +6z ) +09z z +8z ( 6z+z )( z+6z ) +09z z +8z ( 6z+z )( z+6z ) 8z+z 8z+z 8z+z Moreover, we compute that and φ(z) = R(z) = (z )(6z 7) (z )(z )( 6z + z ) 6z(z )(z )(z ) 6z 7 x x x 7 x x 0 Figure 8 The level- Sierpiński gasketand its V network x x 9 x 6 x 8 x Figure 9 The graph of R(z) for the level- Sierpiński gasket The eigenvalues of D, written with multiplicities are { σ(d) =, ( + ),,,,, ( } )
22 Vibration modes of n-gaskets and other fractals One can also compute { σ(m) =,,,, ( + ), ( + ),, ( ), ( } ),0 We find that φ(z) = 0 has two solutions { 7 6 }, { } Thus, the exceptional set is { E(M 0,M) =, ( + ),,, ( ), 7 } 6 z σ(m 0 ) 0 mult 0 (z) z σ(m ) 0 ± ± mult (z) z σ(m ) 0 ± ± mult (z) 6 Table Ancestor-offspring structure of the eigenvalues on the level- Sierpiński gasket To begin the analysis of the exceptional values, note that find the poles of R(z) and see if it is an exceptional value It is easy to see that,, ( ) and (+ ) are poles of φ(z) and so we can use Proposition (iii) to compute the multiplicities We obtain mult ( ) = + = 0, mult ( ) = 0 + =, mult ( ) = + = 0, mult ( ) = 0 + =, mult ( ± ) = + = 0, mult ( ± ) = = 0 Note that R( ) = R( ) = 0 and R(± ) = Also, is not a pole of φ(z) but φ( ) = 0 and therefore we use Proposition (v) to compute the multiplicities We obtain mult ( ) = =, mult ( ) = = 6
23 Vibration modes of n-gaskets and other fractals The ancestor-offspring structure of the eigenvalues on the level- Sierpiński gasket is shown in Table The multiplicity of the ancestor is the same as that of the offspring by Proposition (i) The empty columns correspond to the exceptional values If they are eigenvalues of the appropriate M n, then the multiplicity is shown in the right hand part of the same row Theorem 7 (i) For any n 0 we have that σ( n ) n m=0 R m({0, }) and σ( ) = {, ( ± ),, } (ii) For n 0 we have that σ( n ) = (R n (0)) ( R (n ) ( (iii) For n 0 we have dim n = + 7 (6n ) ± (iv) For n 0 we have that mult n (0) = mult n () = )) { } (v) For n and for z R k (), 0 k we have that mult n (z) = (vi) For n 0 we have that mult n ( ) = 6n + 8 (vii) For n and 0 k n we have for z R k {, } that mult n (z) = (6n k ) Note as a special case k = 0 which gives the multiplicities of and (viii) For n with 0 k n we have that for z R k ( ± ) mult n (z) = mult n k ( ) = 6n k + 8 (ix) For any n with 0 k n we have that for z R k ( ± ) mult n (z) = 0 Proof For this fractal we have σ( 0 ) = {0, } with mult 0( ) = and, for the purposes of Proposition, m = 6 Item (i) is obtained above in this section Item (ii) follows from the subsequent items Item (iii) is straightforward by induction Item (iv) follows from Proposition (i) because 0 is a fixed point of R(z) and because R() = 0 Item (v) easily follows from Proposition (i) and Item (iv) Item (vi) follows from the previous items and Proposition (v) Item (vii) follows from Proposition (iii) Item (viii) follows from Proposition (i) Item (ix) follows from Proposition (iii), and as a consequence none of these values appear in the spectrum
24 Vibration modes of n-gaskets and other fractals Corollary 7 The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms { } ( m=0 R m {,, ± } ) Moreover, κ ( { }) = 7 and κ({z}) = 7 6 m if z R m {, }; κ({z}) = 7 6 m if z R m {± } 8 A fractal -tree The fractal tree is a fractal that is approximated by triangles as shown in Figure 0, but in the limit is a topological tree It appeared as the limit set of the Gupta-Sidki group, see [, 8, and references therein] x 6 x x 7 x x x x x 9 x 8 Figure 0 The fractal -tree and its V network The depth- Laplacian matrix M = M is M =
25 Vibration modes of n-gaskets and other fractals and the eigenfunction extension map (D z) C is +z( 7+z) 9 8z(6+z( 9+z)) ( +z) ( +z)(+z( +z)) ( +z) ( +z)(+z( +z)) 7+8( z)z ( +z)(+z( +z)) 9 8z(6+z( 9+z)) 9 8z(6+z( 9+z)) From here, we compute that ( +z) ( +z)(+z( +z)) +z( 7+z) 9 8z(6+z( 9+z)) ( +z) ( +z)(+z( +z)) 9 8z(6+z( 9+z)) 7+8( z)z ( +z)(+z( +z)) 9 8z(6+z( 9+z)) ( +z) ( +z)(+z( +z)) ( +z) ( +z)(+z( +z)) +z( 7+z) 9 8z(6+z( 9+z)) 9 8z(6+z( 9+z)) 9 8z(6+z( 9+z)) 7+8( z)z ( +z)(+z( +z)) and φ(z) = z 9 8z + 7z z R(z) = z(z )(z ) Figure The graph of R(z) for the fractal tree The eigenvalues of D written with multiplicities are { σ(d) =,, ( + ),,, ( ) } and the corresponding eigenvectors are {, 0,,, 0, }, {,, 0,,, 0}, {,,,,,}, {,0,,,0,}, {,,0,,,0}, and { +, +, +,,,} Computing the eigenvalues of M with multiplicities gives { σ(m) =,,,,,,, },0 and the corresponding eigenvectors are {0, 0,, 0, 0, 0, 0, 0, }, {0,, 0, 0, 0, 0, 0,, 0}, {, 0, 0, 0, 0, 0,, 0, 0}, {, 0,,, 0,, 0, 0, 0}, {,, 0,,, 0, 0,
26 Vibration modes of n-gaskets and other fractals 6 0, 0}, {,,,,,,,, }, {, 0,,, 0,,, 0, }, {,, 0,,, 0,,, 0}, {,,,,,,,, } The only solution of φ(z) = 0 is As such, the exceptional set is { E(M 0,M) =,, ( + ), ( } ) For analysis of exceptional values, one can find R(z) at each exceptional point by R (0) = {0, } {, and R ( ) =, ( ), ( + } ) Using Proposition, one can determine the multiplicities of the exceptional values For the value, which is a zero of φ(z), we use Proposition (v) to find the multiplicities mult ( ) = 0 () =, mult ( ) = () = 7 For the value, which is a pole of φ(z), we use Proposition (iii) to find the multiplicities mult ( ) = 0 () + = 0, mult ( ) = () 9 + = 0 For the values ( + ) and ( ), which are poles of φ(z), we use Proposition (iii) to find the multiplicities mult ( ( ± )) = 0 () + = 0, mult ( ( ± )) = () 9 + = 0 z σ(m 0 ) 0 mult 0 (z) z σ(m ) 0 ± mult (z) z σ(m ) 0 ± mult (z) 7 Table Ancestor-offspring structure of the eigenvalues of the fractal tree The ancestor-offspring structure of the eigenvalues of the Fractal Tree is shown in Table As before, the symbol * indicates branches of the inverse function R (z) computed at the ancestor value The multiplicity of the ancestor equals that of the offspring by Proposition (i) The exceptional values are represented by the empty columns If they are eigenvalues of the appropriate M n, then the multiplicity is shown in the right hand part of the same row
27 Vibration modes of n-gaskets and other fractals 7 Theorem 8 (i) For any n 0 we have that σ( n ) n m=0 R m({0, }) { } and σ( ) = {, ( ± ), } (ii) For n we have that σ( n ) = And for n = we have σ( ) = {0,,, } (iii) For n 0 we have dim n = + ( n ) { 0, } ( n { } ) R k, k=0 (iv) For n 0 we have mult n (0) = mult n () = (v) For n with 0 k n we have that if z R k () then mult n (z) = mult n k () = (vi) For n 0 we have that mult n ( ) = n + (vii) For n with 0 k n we have for z R k ( ) that mult n (z) = mult n k ( ) = mult n k ( ) = n k + (viii) For n we have mult n ( ) = 0 (ix) For n with 0 k n we have that if z R k ( ± ) then mult n (z) = 0 Proof For this fractal we have σ( 0 ) = {0, } with mult 0( ) = and, for the purposes of Proposition, m = 6 Item (i) is obtained above in this section Item (ii) follows from the subsequent items Item (iii) is straightforward by induction Item (iv) follows from Proposition (i) because 0 is a fixed point of R(z) and because R() = 0 Item (v) easily follows from Proposition (i) and Item (iv) Item (vi) follows from the previous items and Proposition (v) Item (vii) follows from Proposition (i) Items (viii) and (ix) follow from Proposition (iii), and as a consequence none of these values appear in the spectrum Corollary 8 The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms { } ( { R m } ) m=0 Moreover, κ ( { }) =, and κ({z}) = m if z R m { }
28 Vibration modes of n-gaskets and other fractals 8 Figure The hexagasket and its V network x x x 0 x 8 x x 7 x x x x 9 x x 6 9 Hexagasket The hexagasket, or the hexakun, is a fractal which in different situations [, 6,, 6, 0,,, and references therein] is called a polygasket, a 6-gasket, or a (,, )-gasket The depth- approximation to it is shown in Figure The matrix of the depth- Laplacian M = M is M = and the eigenfunction extension map (D z) C is +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +(7 z)z ( 6z+z )(7+8z( +z)) +z ( 6z+z )(7+8z( +z)) +z(+z( 9+z)) ( 6z+z )(7+8z( +z)) +( z)z +( z)z ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) +( z)z +( z)z ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) +( z)z +( z)z ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) ( 6z+z )(7+8z( +z)) Moreover, we compute that φ(z) = + (z )z (z + 6z ) (7 + 8z(z ))
29 Vibration modes of n-gaskets and other fractals 9 and R(z) = z(z )(7 z + 6z ) z Figure The graph of R(z) for the hexagasket The eigenvalues of D, written with multiplicities, are { σ(d) =,,, ( ± ), ( ± ), ( ± ) } One can also compute σ(m) = {,,,,,,,,,, },0 with the corresponding eigenvectors {0,, 0, 0, 0, 0,, 0, 0, 0, 0, }, {, 0, 0, 0,, 0, 0, 0, 0, 0,, 0}, {, 0, 0,, 0, 0, 0, 0, 0,, 0, 0}, {, 0,,, 0, 0, 0, 0,, 0, 0, 0}, {0,,, 0, 0, 0,,, 0, 0, 0, 0}, {,, 0, 0,,, 0, 0, 0, 0, 0, 0}, {,,, 0, 0, 0, 0, 0, 0,,, }, {,, 0, 0,,, 0,,,, 0, }, {0,,,,, 0,,, 0,,, 0}, {,, 0,,,,,,,, 0, }, {0,,,,,,,,,,, 0}, {,,,,,,,,,,, } Thus, the exceptional It is easy to see that φ(z) = 0 has two solution and set is { E(M 0,M) =, ( ± ), ( ± ), To begin the analysis of the exceptional values, note that is the pole of R(z) and therefore is not an eigenvalue by Proposition (vii) It is easy to see that ( ± ( ) ) and ± are the four poles of φ(z) and so we can use Proposition (iii) to compute the multiplicities We obtain mult ( ( ± )) = = 0, mult ( ( ± )) = 6 + =, mult ( ( ± )) = = 0, mult ( ( ± )) = = 0 }
30 Vibration modes of n-gaskets and other fractals 0 z σ(m 0 ) 0 mult 0 (z) z σ(m ) 0 ± ± mult (z) 6 z σ(m ) 0 ± ± ± mult (z) Table Ancestor-offspring structure of the eigenvalues on the hexagasket The exceptional value is in the spectrum σ(d), not a pole of φ(z) and φ( ) = 0 For this reason we can use Proposition (v) to compute the multiplicities mult ( ) = = 6, mult ( ) = = 0 As in the other sections, the multiplicities of all eigenvalues at depths 0, and are shown in Table Theorem 9 (i) σ(m 0 ) = {0, { } (ii) We have that σ(m ) = 0,,,, } and for n we have { σ(m n ) = 0, } ( n { R m,, } ) ( { n ± }) R m m=0 m=0 (iii) For any n 0 we have dim n = n (iv) For any n 0, mult n (0) = and mult n ( ) = 6 + 6n (v) For any n and 0 k < n we have that if x R k () then mult n (z) = (vi) For any n and 0 k < n we have that if z R k {, } then mult n (z) = 6 + 6n k (vii) For any n and 0 k < n we have that if z R k ( ± ) then mult n (z) = 6n k (viii) For n 0 we have mult n ( ± ) = 0
31 Vibration modes of n-gaskets and other fractals Proof For this fractal we have σ( 0 ) = {0, } with mult 0( ) = and, for the purposes of Proposition, m = 6 Item (i) is obtained above in this section Item (ii) follows from the subsequent items Item (iii) is straightforward by induction Item (iv) follows from Proposition (i) because 0 is a fixed point of R(z), and from Proposition (v) Items (v) and (vi) follow from Proposition (i) Items (vii) and (viii) follow from Proposition (iii) Corollary 9 The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms { } ( { R m,, ± }) Moreover, κ ( { }) = 9, and m=0 κ({z}) = 9 6 m if z R m {, }; κ({z}) = 9 6 m if z R m { ± } 0 One dimensional interval as a self-similar set In this section we show how our results allow us to recover classically known information about the spectrum of the discrete Laplacians that approximate the usual one dimensional continuous Laplacian The unit interval [0,] can be represented as a self-similar set in various ways Here we consider three cases: when it subdivided into two, three or four subintervals of equal length In our notation this means that m is,, or The depth- networks for these cases are shown in Figure The first two cases were also discussed in [9] Note that in each case the function R(z) is the same as the Chebyshev polynomial of degree m for the interval [0,], which is the smallest interval that contains the spectrum of the matrices M n It is shown in [9], in particular, that the iterations of these polynomials are related in a natural way with the Riemann zeta function x x x x x x x x x x x x Figure V networks for the interval in cases m =,, respectively Case m = The matrix of the depth- Laplacian M = M is 0 M = 0
32 Vibration modes of n-gaskets and other fractals and the eigenfunction extension map is ( (D z) C = (z ) (z ) ) Moreover, we compute that and φ(z) = ( z) R(z) = z( z) The only eigenvalue of D is σ(d) = {} One can also compute σ(m) = {,,0} with the corresponding eigenvectors{{-, -, }, {-,, 0}, {,, }} It is easy to see that φ(z) 0 Thus, the exceptional set is E(M 0,M) = {} To begin the analysis of the exceptional value, note that R(z) does not have any poles We are interested in the value of R(z) at the exceptional point, which is R() = It is easy to see that is a pole of φ(z), R(z) has a removable singularity at z, and d dzr(z) = 0 So for all n we can use Proposition (vi) to compute its multiplicity mult n () = Figure The graph of R(z) for F = [0, ] with m =, m = and m = respectively Case m = The matrix of the depth- Laplacian M = M is 0 0 M = and the eigenfunction extension map is Moreover, we compute that (D z) C = ( (z ) 8z+z 8z z (z ) 8z z 8z+z φ(z) = ( ) z )( z )
33 Vibration modes of n-gaskets and other fractals and R(z) = z( z) The eigenvalues of D, written with multiplicities, are { σ(d) =, } with corresponding eigenvectors{{-, }, {, }} One can also compute σ(m) = {,, },0 with the corresponding eigenvectors{{, -, -, }, {-, -,, }, {-,, -, }, {,,, }} It is easy to see that φ(z) 0 Thus, the exceptional set is { E(M 0,M) =, } Again, note that R(z) does not have any poles We are interested in the values of R(z) in the exceptional points, which are R( ) = 0, R( ) = Since d dzr(z) = 0 in these points, we can use Proposition (vi) to obtain for all n mult n ( ) = mult n( ) = Case m = The matrix of the depth- Laplacian M = M is M = and the eigenfunction extension map is We compute that and (D z) C = 8z+z ( +z 6z +z ) 8z+z φ(z) = ( +z 6z +z ) 0z + z 8z R(z) = 8z(z )( z) ( +z 6z +z ) 8z+z 8z+z ( +z 6z +z ) The eigenvalues of D, written with multiplicities, are { ( σ(d) = + ),, ( ) }
34 Vibration modes of n-gaskets and other fractals with corresponding eigenvectors {{, } {,, {,0,},, }}, One can also compute σ(m) = {, ( + ),, ( ) },0 It is easy to see that φ(z) 0 Thus, the exceptional set is { ( E(M 0,M) = + ) (,, )} To begin the analysis of the exceptional values, note that R(z) does not have any poles We are interested in the values of R(z) at the exceptional points, which are R( ( + )) =, R() = 0, R( ( )) = d Once again, dzr(z) = 0 at these points, and by Proposition (vi) we have for all n Diamond fractal mult n ( ( + )) = mult n () = mult n ( ( )) = The diamond fractal is shown in figure 6 The diamond self-similar hierarchical lattice appeared as an example in several physics works, such as [] Recently the critical percolation on the diamond fractal was analyzed in [] x x x x Figure 6 The diamond fractal and its V network We can use the results obtained for the unit interval [0,] in Section 0, case m =, to develop the spectral decimation method for the diamond fractal The matrix of the depth- Laplacian M = M is M =
35 Vibration modes of n-gaskets and other fractals and the eigenfunction extension map is now the square matrix with the same entries ( ) (D z) C = (z ) while the functions and φ(z) = ( z) R(z) = z( z) are the same as for the unit interval, σ(d) = {,} has multiplicity two, and σ(m) = {,,,0} with the corresponding eigenvectors {-, -,, }, {-,, 0,0}, { 0,0,-, }, {,,,} The exceptional set is E(M 0,M) = {} Theorem (i) For any n 0 we have that σ( n ) = n m=0 R m ({0,}) (ii) For any n 0 we have dim n = + ( n ) (iii) For any n 0 we have mult n (0) = mult n () = (iv) For any n and 0 k n we have mult n (z) = n k + if z R k () Proof Item (i) follows from (iii) and (iv) Item (ii) is obtained by induction Item (iii) follows from Proposition (i), and the fact that R(0) = R() = 0 For the analysis of the only exceptional value z =, note that it is a pole of φ(z), R() =, R(z) has a removable singularity at, and d dzr() = 0 Therefore by Proposition (vi) we have for all n This implies Item (iv) mult n () = n n + + = n + Corollary The normalized limiting distribution of eigenvalues (the integrated density of states) is a pure point measure κ with the the set of atoms and κ ({z}) = m if z R m {} Acknowledgments m=0 R m {} The last author is very grateful to Rostislav Grigorchuk, Volodymyr Nekrashevych, Peter Kuchment and Robert Strichartz for many useful remarks and suggestions This research is supported in part by the NSF grant DMS-006
36 Vibration modes of n-gaskets and other fractals 6 References [] B Adams, SA Smith, R Strichartz and A Teplyaev, The spectrum of the Laplacian on the pentagasket Fractals in Graz 00, Trends Math, Birkhäuser (00) [] S Alexander, Some properties of the spectrum of the Sierpiński gasket in a magnetic field Phys Rev B 9 (98), 0 08 [] M T Barlow and B M Hambly, Transition density estimates for Brownian motion on scale irregular Sierpinski gaskets Ann Inst H Poincaré Probab Statist, (997), 7 [] L Bartholdi, R Grigorchuk, V Nekrashevych, From fractal groups to fractal sets Fractals in Graz 00, 8, Trends Math, Birkh auser, 00 [] J Béllissard, Renormalization group analysis and quasicrystals, Ideas and methods in quantum and statistical physics (Oslo, 988), 8 8 Cambridge Univ Press, Cambridge, 99 [6] B Boyle, D Ferrone, N Rifkin, K Savage and A Teplyaev, Electrical Resistance of N-gasket Fractal Networks, to appear in the Pacific Journal of Mathematics [7] K Dalrymple, R S Strichartz and J P Vinson, Fractal differential equations on the Sierpinski gasket J Fourier Anal Appl, (999), 0 8 [8] G Derfel, P Grabner and F Vogl, The zeta function of the Laplacian on certain fractals, to appear in Trans Amer Math Soc [9] S Drenning and R Strichartz, Spectral Decimation on Hamblys Homogeneous Hierarchical Gaskets, preprint [0] P Doyle and JL Snell, Random walks and electric networks Carus Mathematical Monographs,, MAA, 98 [] EB Dynkin and AA Yushkevich, Markov processes: Theorems and problems Translated from the Russian Plenum Press, New York 969 [] K Falconer, Fractal geometry Mathematical foundations and applications John Wiley & Sons, Hoboken, NJ, 00 [] M Fukushima and T Shima, On a spectral analysis for the Sierpiński gasket Potential Analysis (99), - [] Y Gefen, A Aharony and B B Mandelbrot, Phase transitions on fractals I Quasilinear lattices II Sierpiński gaskets III Infinitely ramified lattices J Phys A 6 (98), 67 78; 7 (98), and [] B Hambly and T Kumagai, preprint [6] M Gibbons, A Raj and R S Strichartz, The finite element method on the Sierpinski gasket Constr Approx 7 (00), 6 88 [7] R Grigorchuk and V Nekrashevych, Self-similar groups, algebras and Schur complements preprint arxiv:math/06 [8] R Grigorchuk, Z Sunic and D Savchuk, The Spectral Problem, Substitutions and Iterated Monodromy London Mathematical Society Lecture Note Series, 9 (007) 6-9 [9] R Grigorchuk and Z Sunic, Asymptotic aspects of Schreier graphs and Hanoi Towers groups Comptes Rendus Mathématique, Académie des Sciences Paris, (006), -0 [0] B M Hambly, On the asymptotics of the eigenvalue counting function for random recursive Sierpinski gaskets Probab Theory Related Fields, 7 (000), 7 [] R G Hohlfeld and N Cohen, Self Similarity and the Geometric Requirements for Frequency Independence in Antennae Fractals 7 (999), 79 8 [] J Kigami, Effective resistances for harmonic structures on pcf self-similar sets Math Proc Cambridge Philos Soc (99), 9 0 [] J Kigami, Analysis on fractals Cambridge Tracts in Mathematics, Cambridge University Press, 00 [] J Kigami, Harmonic analysis for resistance forms J Functional Analysis 0 (00), 99 [] J Kigami and M L Lapidus, Weyl s problem for the spectral distribution of Laplacians on pcf self-similar fractals Comm Math Phys 8 (99), 9 [6] S Kozlov, Harmonization and homogenization on fractals Comm Math Phys (99), 9 7 [7] B Krön, Green functions on self-similar graphs and bounds for the spectrum of the Laplacian Ann Inst Fourier (Grenoble) (00), [8] B Krön, Growth of self-similar graphs J Graph Theory (00), 9 [9] B Krön and E Teufl, Asymptotics of the transition probabilities of the simple random walk on self-similar graph, Trans Amer Math Soc, 6 (00) 9 [0] P Kuchment, Quantum graphs II Some spectral properties of quantum and combinatorial graphs J Phys A 8 (00), [] P Kuchment and O Post, On the spectra of carbon nano-structures preprint arxiv:math-
Vibration Spectra of Finitely Ramified, Symmetric Fractals
Vibration Spectra of Finitely Ramified, Symmetric Fractals N Bajorin, T Chen, A Dagan, C Emmons, M Hussein, M Khalil, P Mody, B Steinhurst, A Teplyaev December, 007 Contact: teplyaev@mathuconnedu Department
More informationExistence of a Meromorphic Extension of Spectral Zeta Functions on Fractals
Existence of a Meromorphic Extension of Spectral Zeta Functions on Fractals Benjamin A. Steinhurst Department of Mathematics, Cornell University, Ithaca, NY 14853-4201 http://www.math.cornell.edu/~steinhurst/
More informationDisconnected Julia sets and gaps in the spectrum of Laplacians on symmetric finitely ramified fractals
Disconnected Julia sets and gaps in the spectrum of Laplacians on symmetric finitely ramified fractals Kathryn E. Hare, Benjamin A. Steinhurst, Alexander Teplyaev, and Denglin Zhou Abstract. It is known
More informationThe spectral decimation of the Laplacian on the Sierpinski gasket
The spectral decimation of the Laplacian on the Sierpinski gasket Nishu Lal University of California, Riverside Fullerton College February 22, 2011 1 Construction of the Laplacian on the Sierpinski gasket
More informationLAPLACIANS ON THE BASILICA JULIA SET. Luke G. Rogers. Alexander Teplyaev
Manuscript submitted to AIMS Journals Volume X, Number 0X, XX 200X Website: http://aimsciences.org pp. X XX LAPLACIANS ON THE BASILICA JULIA SET Luke G. Rogers Department of Mathematics, University of
More informationLaplacians on Self-Similar Fractals and Their Spectral Zeta Functions: Complex Dynamics and Renormalization
Laplacians on Self-Similar Fractals and Their Spectral Zeta Functions: Complex Dynamics and Renormalization Michel L. Lapidus University of California, Riverside lapidus@math.ucr.edu Joint work with Nishu
More informationSpectral decimation & its applications to spectral analysis on infinite fractal lattices
Spectral decimation & its applications to spectral analysis on infinite fractal lattices Joe P. Chen Department of Mathematics Colgate University QMath13: Mathematical Results in Quantum Physics Special
More informationGreen s function and eigenfunctions on random Sierpinski gaskets
Green s function and eigenfunctions on random Sierpinski gaskets Daniel Fontaine, Daniel J. Kelleher, and Alexander Teplyaev 2000 Mathematics Subject Classification. Primary: 81Q35; Secondary 28A80, 31C25,
More informationGRADIENTS OF LAPLACIAN EIGENFUNCTIONS ON THE SIERPINSKI GASKET
PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY Volume, Number, Pages S 2-999XX- GRADIENTS OF LAPLACIAN EIGENFUNCTIONS ON THE SIERPINSKI GASKET JESSICA L. DEGRADO, LUKE G. ROGERS, AND ROBERT S. STRICHARTZ
More informationKASSO A. OKOUDJOU, LUKE G. ROGERS, AND ROBERT S. STRICHARTZ
SZEGÖ LIMIT THEOREMS ON THE SIERPIŃSKI GASKET KASSO A. OKOUDJOU, LUKE G. ROGERS, AND ROBERT S. STRICHARTZ Abstract. We use the existence of localized eigenfunctions of the Laplacian on the Sierpińsi gaset
More informationSpectral Properties of the Hata Tree
Spectral Properties of the Hata Tree Antoni Brzoska University of Connecticut March 20, 2016 Antoni Brzoska Spectral Properties of the Hata Tree March 20, 2016 1 / 26 Table of Contents 1 A Dynamical System
More informationDiamond Fractal. March 19, University of Connecticut REU Magnetic Spectral Decimation on the. Diamond Fractal
University of Connecticut REU 2015 March 19, 2016 Motivation In quantum physics, energy levels of a particle are the spectrum (in our case eigenvalues) of an operator. Our work gives the spectrum of a
More informationCounting Spanning Trees on Fractal Graphs
Jason Anema Cornell University 4th Cornell Conference on Analysis, Probability, and Mathematical Physics on Fractals September 13, 2011 Spanning Trees Definition A Spanning Tree T = (V T, E T ) of a finite,
More informationSelf-similar fractals as boundaries of networks
Self-similar fractals as boundaries of networks Erin P. J. Pearse ep@ou.edu University of Oklahoma 4th Cornell Conference on Analysis, Probability, and Mathematical Physics on Fractals AMS Eastern Sectional
More informationDiffusions and spectral analysis on fractals: an overview
Diffusions and spectral analysis on fractals: an overview Alexander Teplyaev University of Connecticut Winterschool Siegmundsburg, March 2010 Asymptotic aspects of Schreier graphs and Hanoi Towers
More informationMagnetic Spectral Decimation on the. Diamond Fractal. Aubrey Coffey, Madeline Hansalik, Stephen Loew. Diamond Fractal.
July 28, 2015 Outline Outline Motivation Laplacians Spectral Decimation Magnetic Laplacian Gauge Transforms and Dynamic Magnetic Field Results Motivation Understanding the spectrum allows us to analyze
More informationWEAK UNCERTAINTY PRINCIPLE FOR FRACTALS, GRAPHS AND METRIC MEASURE SPACES
WEAK UNCERTAINTY PRINCIPLE FOR FRACTALS, GRAPHS AND METRIC MEASURE SPACES KASSO A. OKOUDJOU, LAURENT SALOFF-COSTE, AND ALEXANDER TEPLYAEV Abstract. We develop a new approach to formulate and prove the
More informationNonarchimedean Cantor set and string
J fixed point theory appl Online First c 2008 Birkhäuser Verlag Basel/Switzerland DOI 101007/s11784-008-0062-9 Journal of Fixed Point Theory and Applications Nonarchimedean Cantor set and string Michel
More informationHarmonic Functions and the Spectrum of the Laplacian on the Sierpinski Carpet
Harmonic Functions and the Spectrum of the Laplacian on the Sierpinski Carpet Matthew Begué, Tristan Kalloniatis, & Robert Strichartz October 4, 2011 Norbert Wiener Center Seminar Construction of the Sierpinski
More informationAn Introduction to Self Similar Structures
An Introduction to Self Similar Structures Christopher Hayes University of Connecticut April 6th, 2018 Christopher Hayes (University of Connecticut) An Introduction to Self Similar Structures April 6th,
More informationSelf-similar fractals as boundaries of networks
Self-similar fractals as boundaries of networks Erin P. J. Pearse ep@ou.edu University of Oklahoma 4th Cornell Conference on Analysis, Probability, and Mathematical Physics on Fractals AMS Eastern Sectional
More informationDiffusions and spectral analysis on fractals: an overview
Diffusions and spectral analysis on fractals: an overview Alexander Teplyaev University of Connecticut Mathematics - XXI century. PDMI 70th anniversary. September 14, 2010 Plan: Introduction and initial
More informationUniqueness of Laplacian and Brownian motion on Sierpinski carpets
Uniqueness of Laplacian and Brownian motion on Sierpinski carpets Alexander Teplyaev University of Connecticut An Isaac Newton Institute Workshop Analysis on Graphs and its Applications Follow-up Meeting
More informationFunction spaces and stochastic processes on fractals I. Takashi Kumagai. (RIMS, Kyoto University, Japan)
Function spaces and stochastic processes on fractals I Takashi Kumagai (RIMS, Kyoto University, Japan) http://www.kurims.kyoto-u.ac.jp/~kumagai/ International workshop on Fractal Analysis September 11-17,
More informationSpectral Properties of the Hata Tree
University of Connecticut DigitalCommons@UConn Doctoral Dissertations University of Connecticut Graduate School 4-26-2017 Spectral Properties of the Hata Tree Antoni Brzoska University of Connecticut,
More informationSelf similar Energy Forms on the Sierpinski Gasket with Twists
Potential Anal (2007) 27:45 60 DOI 10.1007/s11118-007-9047-3 Self similar Energy Forms on the Sierpinski Gasket with Twists Mihai Cucuringu Robert S. Strichartz Received: 11 May 2006 / Accepted: 30 January
More informationON SPECTRAL CANTOR MEASURES. 1. Introduction
ON SPECTRAL CANTOR MEASURES IZABELLA LABA AND YANG WANG Abstract. A probability measure in R d is called a spectral measure if it has an orthonormal basis consisting of exponentials. In this paper we study
More informationPERCOLATION ON THE NON-P.C.F. SIERPIŃSKI GASKET AND HEXACARPET
PERCOLATION ON THE NON-P.C.F. SIERPIŃSKI GASKET AND HEXACARPET DEREK LOUGEE Abstract. We investigate bond percolation on the non-p.c.f. Sierpiński gasket and the hexacarpet. With the use of the diamond
More informationOuter Approximation of the Spectrum of a Fractal Laplacian arxiv: v2 [math.ap] 10 Oct 2009
Outer Approximation of the Spectrum of a Fractal Laplacian arxiv:0904.3757v2 [math.ap] 10 Oct 2009 Tyrus Berry Steven M. Heilman Robert S. Strichartz 1 October 27, 2018 Abstract We present a new method
More informationCOUNTING SPANNING TREES ON FRACTAL GRAPHS
COUNTING SPANNING TREES ON FRACTAL GRAPHS A Dissertation Presented to the Faculty of the Graduate School of Cornell University in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy
More informationBOUNDARY VALUE PROBLEMS ON A HALF SIERPINSKI GASKET
BOUNDARY VALUE PROBLEMS ON A HALF SIERPINSKI GASKET WEILIN LI AND ROBERT S. STRICHARTZ Abstract. We study boundary value problems for the Laplacian on a domain Ω consisting of the left half of the Sierpinski
More informationLAPLACIANS COMPACT METRIC SPACES. Sponsoring. Jean BELLISSARD a. Collaboration:
LAPLACIANS on Sponsoring COMPACT METRIC SPACES Jean BELLISSARD a Georgia Institute of Technology, Atlanta School of Mathematics & School of Physics Collaboration: I. PALMER (Georgia Tech, Atlanta) a e-mail:
More informationThe Decimation Method for Laplacians on Fractals: Spectra and Complex Dynamics
The Decimation Method for Laplacians on Fractals: Spectra and Complex Dynamics Nishu LAL and Michel L. LAPIDUS Institut des Hautes Études Scientifiques 35, route de Chartres 91440 Bures-sur-Yvette (France)
More informationEnergy on fractals and related questions: about the use of differential 1-forms on the Sierpinski Gasket and other fractals
Energy on fractals and related questions: about the use of differential 1-forms on the Sierpinski Gasket and other fractals Part 2 A.Teplyaev University of Connecticut Rome, April May 2015 Main works to
More informationContents. Preface for the Instructor. Preface for the Student. xvii. Acknowledgments. 1 Vector Spaces 1 1.A R n and C n 2
Contents Preface for the Instructor xi Preface for the Student xv Acknowledgments xvii 1 Vector Spaces 1 1.A R n and C n 2 Complex Numbers 2 Lists 5 F n 6 Digression on Fields 10 Exercises 1.A 11 1.B Definition
More informationMath Linear Algebra II. 1. Inner Products and Norms
Math 342 - Linear Algebra II Notes 1. Inner Products and Norms One knows from a basic introduction to vectors in R n Math 254 at OSU) that the length of a vector x = x 1 x 2... x n ) T R n, denoted x,
More informationSpectral Decimation for Families of Laplacians on the Sierpinski Gasket
Spectral Decimation for Families of Laplacians on the Sierpinski Gasket Seraphina Lee November, 7 Seraphina Lee Spectral Decimation November, 7 / 53 Outline Definitions: Sierpinski gasket, self-similarity,
More informationRIEMANNIAN GEOMETRY COMPACT METRIC SPACES. Jean BELLISSARD 1. Collaboration:
RIEMANNIAN GEOMETRY of COMPACT METRIC SPACES Jean BELLISSARD 1 Georgia Institute of Technology, Atlanta School of Mathematics & School of Physics Collaboration: I. PALMER (Georgia Tech, Atlanta) 1 e-mail:
More informationFrom self-similar groups to intrinsic metrics on fractals
From self-similar groups to intrinsic metrics on fractals *D. J. Kelleher 1 1 Department of Mathematics University of Connecticut Cornell Analysis Seminar Fall 2013 Post-Critically finite fractals In the
More informationOn a Topological Problem of Strange Attractors. Ibrahim Kirat and Ayhan Yurdaer
On a Topological Problem of Strange Attractors Ibrahim Kirat and Ayhan Yurdaer Department of Mathematics, Istanbul Technical University, 34469,Maslak-Istanbul, Turkey E-mail: ibkst@yahoo.com and yurdaerayhan@itu.edu.tr
More informationV -variable fractals and superfractals
V -variable fractals and superfractals Michael Barnsley, John E Hutchinson and Örjan Stenflo Department of Mathematics, Australian National University, Canberra, ACT. 0200, Australia Department of Mathematics,
More informationGradients on Fractals
Journal of Functional Analysis 174, 128154 (2000) doi:10.1006jfan.2000.3581, available online at http:www.idealibrary.com on Gradients on Fractals Alexander Teplyaev 1 Department of Mathematics, McMaster
More informationChapter 3 Transformations
Chapter 3 Transformations An Introduction to Optimization Spring, 2014 Wei-Ta Chu 1 Linear Transformations A function is called a linear transformation if 1. for every and 2. for every If we fix the bases
More informationFractal Strings and Multifractal Zeta Functions
Fractal Strings and Multifractal Zeta Functions Michel L. Lapidus, Jacques Lévy-Véhel and John A. Rock August 4, 2006 Abstract. We define a one-parameter family of geometric zeta functions for a Borel
More informationLet X be a topological space. We want it to look locally like C. So we make the following definition.
February 17, 2010 1 Riemann surfaces 1.1 Definitions and examples Let X be a topological space. We want it to look locally like C. So we make the following definition. Definition 1. A complex chart on
More informationDOMAINS OF DIRICHLET FORMS AND EFFECTIVE RESISTANCE ESTIMATES ON P.C.F. FRACTALS. 1. Introduction
DOMAINS OF DIRICHLET FORMS AND EFFECTIVE RESISTANCE ESTIMATES ON P.C.F. FRACTALS JIAXIN HU 1 AND XINGSHENG WANG Abstract. In this paper we consider post-critically finite self-similar fractals with regular
More informationPowers of the Laplacian on PCF Fractals
Based on joint work with Luke Rogers and Robert S. Strichartz AMS Fall Meeting, Riverside November 8, 2009 PCF Fractals Definitions Let {F 1, F 2,..., F N } be an iterated function system of contractive
More information08a. Operators on Hilbert spaces. 1. Boundedness, continuity, operator norms
(February 24, 2017) 08a. Operators on Hilbert spaces Paul Garrett garrett@math.umn.edu http://www.math.umn.edu/ garrett/ [This document is http://www.math.umn.edu/ garrett/m/real/notes 2016-17/08a-ops
More informationSpectral asymptotics for stable trees and the critical random graph
Spectral asymptotics for stable trees and the critical random graph EPSRC SYMPOSIUM WORKSHOP DISORDERED MEDIA UNIVERSITY OF WARWICK, 5-9 SEPTEMBER 2011 David Croydon (University of Warwick) Based on joint
More informationSome Planar Isospectral Domains. Peter Buser, John Conway, Peter Doyle, and Klaus-Dieter Semmler. 1 Introduction
IMRN International Mathematics Research Notices 1994, No. 9 Some Planar Isospectral Domains Peter Buser, John Conway, Peter Doyle, and Klaus-Dieter Semmler 1 Introduction In 1965, Mark Kac [6] asked, Can
More informationRandom weak limits of self-similar Schreier graphs. Tatiana Nagnibeda
Random weak limits of self-similar Schreier graphs Tatiana Nagnibeda University of Geneva Swiss National Science Foundation Goa, India, August 12, 2010 A problem about invariant measures Suppose G is a
More informationarxiv: v2 [math.fa] 27 Sep 2016
Decomposition of Integral Self-Affine Multi-Tiles Xiaoye Fu and Jean-Pierre Gabardo arxiv:43.335v2 [math.fa] 27 Sep 26 Abstract. In this paper we propose a method to decompose an integral self-affine Z
More informationFORMULAE FOR ZETA FUNCTIONS FOR INFINITE GRAPHS. Mark Pollicott University of Warwick
FORMULAE FOR ZETA FUNCTIONS FOR INFINITE GRAPHS Mark Pollicott University of Warwick 0. Introduction Given a connected finite d-regular graph G (for d 3) one can associate the Ihara zeta function G (z),
More information1 Invariant subspaces
MATH 2040 Linear Algebra II Lecture Notes by Martin Li Lecture 8 Eigenvalues, eigenvectors and invariant subspaces 1 In previous lectures we have studied linear maps T : V W from a vector space V to another
More informationLecture Notes 6: Dynamic Equations Part C: Linear Difference Equation Systems
University of Warwick, EC9A0 Maths for Economists Peter J. Hammond 1 of 45 Lecture Notes 6: Dynamic Equations Part C: Linear Difference Equation Systems Peter J. Hammond latest revision 2017 September
More informationLee Yang zeros and the Ising model on the Sierpinski gasket
J. Phys. A: Math. Gen. 32 (999) 57 527. Printed in the UK PII: S35-447(99)2539- Lee Yang zeros and the Ising model on the Sierpinski gasket Raffaella Burioni, Davide Cassi and Luca Donetti Istituto Nazionale
More informationEach is equal to CP 1 minus one point, which is the origin of the other: (C =) U 1 = CP 1 the line λ (1, 0) U 0
Algebraic Curves/Fall 2015 Aaron Bertram 1. Introduction. What is a complex curve? (Geometry) It s a Riemann surface, that is, a compact oriented twodimensional real manifold Σ with a complex structure.
More informationUndecidable properties of self-affine sets and multi-tape automata
Undecidable properties of self-affine sets and multi-tape automata Timo Jolivet 1,2 and Jarkko Kari 1 1 Department of Mathematics, University of Turku, Finland 2 LIAFA, Université Paris Diderot, France
More information1 Last time: least-squares problems
MATH Linear algebra (Fall 07) Lecture Last time: least-squares problems Definition. If A is an m n matrix and b R m, then a least-squares solution to the linear system Ax = b is a vector x R n such that
More informationFrame Diagonalization of Matrices
Frame Diagonalization of Matrices Fumiko Futamura Mathematics and Computer Science Department Southwestern University 00 E University Ave Georgetown, Texas 78626 U.S.A. Phone: + (52) 863-98 Fax: + (52)
More informationSpanning trees on the Sierpinski gasket
Spanning trees on the Sierpinski gasket Shu-Chiuan Chang (1997-2002) Department of Physics National Cheng Kung University Tainan 70101, Taiwan and Physics Division National Center for Theoretical Science
More information5th Cornell Conference on Analysis, Probability, and Mathematical Physics on Fractals June 11-15, 2014
5th Cornell Conference on Analysis, Probability, and Mathematical Physics on Fractals June 11-15, 2014 Speakers include: Eric Akkermans (Technion), Christoph Bandt (Greifswald), Jean Bellissard (GaTech),
More informationLOCALIZED EIGENFUNCTIONS OF THE LAPLACIAN ON p.c.f. SELF-SIMILAR SETS
LOCALIZED EIGENFUNCTIONS OF THE LAPLACIAN ON pcf SELF-SIMILAR SETS MARTIN T BARLOW AND JUN KIGAMI ABSTRACT In this paper we consider the form of the eigenvalue counting function ρ for Laplacians on pcf
More informationTo appear in Monatsh. Math. WHEN IS THE UNION OF TWO UNIT INTERVALS A SELF-SIMILAR SET SATISFYING THE OPEN SET CONDITION? 1.
To appear in Monatsh. Math. WHEN IS THE UNION OF TWO UNIT INTERVALS A SELF-SIMILAR SET SATISFYING THE OPEN SET CONDITION? DE-JUN FENG, SU HUA, AND YUAN JI Abstract. Let U λ be the union of two unit intervals
More informationContinuous Time Quantum Walk on finite dimensions. Shanshan Li Joint work with Stefan Boettcher Emory University QMath13, 10/11/2016
Continuous Time Quantum Walk on finite dimensions Shanshan Li Joint work with Stefan Boettcher Emory University QMath3, 0//206 Grover Algorithm: Unstructured Search! #$%&' Oracle $()*%$ f(x) f (x) = (
More informationHeat kernel asymptotics on the usual and harmonic Sierpinski gaskets. Cornell Prob. Summer School 2010 July 22, 2010
Heat kernel asymptotics on the usual and harmonic Sierpinski gaskets Naotaka Kajino (Kyoto University) http://www-an.acs.i.kyoto-u.ac.jp/~kajino.n/ Cornell Prob. Summer School 2010 July 22, 2010 For some
More informationFRACTAFOLDS BASED ON THE SIERPINSKI GASKET AND THEIR SPECTRA
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 355, Number 10, Pages 4019 4043 S 0002-9947(03)03171-4 Article electronically published on June 18, 2003 FRACTAFOLDS BASED ON THE SIERPINSKI GASKET
More informationAPPENDIX A. Background Mathematics. A.1 Linear Algebra. Vector algebra. Let x denote the n-dimensional column vector with components x 1 x 2.
APPENDIX A Background Mathematics A. Linear Algebra A.. Vector algebra Let x denote the n-dimensional column vector with components 0 x x 2 B C @. A x n Definition 6 (scalar product). The scalar product
More informationarxiv: v2 [math.sp] 3 Sep 2015
Symmetries of the Feinberg-Zee Random Hopping Matrix Raffael Hagger November 6, 7 arxiv:4937v [mathsp] 3 Sep 5 Abstract We study the symmetries of the spectrum of the Feinberg-Zee Random Hopping Matrix
More informationLecturer: Naoki Saito Scribe: Ashley Evans/Allen Xue. May 31, Graph Laplacians and Derivatives
MAT 280: Laplacian Eigenfunctions: Theory, Applications, and Computations Lecture 19: Introduction to Spectral Graph Theory II. Graph Laplacians and Eigenvalues of Adjacency Matrices and Laplacians Lecturer:
More informationCorrelation dimension for self-similar Cantor sets with overlaps
F U N D A M E N T A MATHEMATICAE 155 (1998) Correlation dimension for self-similar Cantor sets with overlaps by Károly S i m o n (Miskolc) and Boris S o l o m y a k (Seattle, Wash.) Abstract. We consider
More informationAnderson Localization on the Sierpinski Gasket
Anderson Localization on the Sierpinski Gasket G. Mograby 1 M. Zhang 2 1 Department of Physics Technical University of Berlin, Germany 2 Department of Mathematics Jacobs University, Germany 5th Cornell
More informationReview of some mathematical tools
MATHEMATICAL FOUNDATIONS OF SIGNAL PROCESSING Fall 2016 Benjamín Béjar Haro, Mihailo Kolundžija, Reza Parhizkar, Adam Scholefield Teaching assistants: Golnoosh Elhami, Hanjie Pan Review of some mathematical
More informationConstruction of Smooth Fractal Surfaces Using Hermite Fractal Interpolation Functions. P. Bouboulis, L. Dalla and M. Kostaki-Kosta
BULLETIN OF THE GREEK MATHEMATICAL SOCIETY Volume 54 27 (79 95) Construction of Smooth Fractal Surfaces Using Hermite Fractal Interpolation Functions P. Bouboulis L. Dalla and M. Kostaki-Kosta Received
More informationOn sums of eigenvalues, and what they reveal about graphs and manifolds
On sums of eigenvalues, and what they reveal about graphs and manifolds Evans Harrell Georgia Tech Université F. Rabelais www.math.gatech.edu/~harrell Tours le 30 janvier, 2014 Copyright 2014 by Evans
More information2. Linear algebra. matrices and vectors. linear equations. range and nullspace of matrices. function of vectors, gradient and Hessian
FE661 - Statistical Methods for Financial Engineering 2. Linear algebra Jitkomut Songsiri matrices and vectors linear equations range and nullspace of matrices function of vectors, gradient and Hessian
More informationLinear Algebra Practice Problems
Linear Algebra Practice Problems Page of 7 Linear Algebra Practice Problems These problems cover Chapters 4, 5, 6, and 7 of Elementary Linear Algebra, 6th ed, by Ron Larson and David Falvo (ISBN-3 = 978--68-78376-2,
More informationENERGY AND LAPLACIAN ON HANOI-TYPE FRACTAL QUANTUM GRAPHS. 1. Introduction
ENERGY AND LAPLACIAN ON HANOI-TYPE FRACTAL QUANTUM GRAPHS PATRICIA ALONSO RUIZ, DANIEL J. KELLEHER, AND ALEXANDER TEPLYAEV Abstract. We study energy and spectral analysis on compact metric spaces which
More informationhere, this space is in fact infinite-dimensional, so t σ ess. Exercise Let T B(H) be a self-adjoint operator on an infinitedimensional
15. Perturbations by compact operators In this chapter, we study the stability (or lack thereof) of various spectral properties under small perturbations. Here s the type of situation we have in mind:
More informationAnalysis of Fractals, Image Compression and Entropy Encoding
Analysis of Fractals, Image Compression and Entropy Encoding Myung-Sin Song Southern Illinois University Edwardsville Jul 10, 2009 Joint work with Palle Jorgensen. Outline 1. Signal and Image processing,
More informationLecture notes: Applied linear algebra Part 1. Version 2
Lecture notes: Applied linear algebra Part 1. Version 2 Michael Karow Berlin University of Technology karow@math.tu-berlin.de October 2, 2008 1 Notation, basic notions and facts 1.1 Subspaces, range and
More informationSYLLABUS. 1 Linear maps and matrices
Dr. K. Bellová Mathematics 2 (10-PHY-BIPMA2) SYLLABUS 1 Linear maps and matrices Operations with linear maps. Prop 1.1.1: 1) sum, scalar multiple, composition of linear maps are linear maps; 2) L(U, V
More informationTopological properties of Z p and Q p and Euclidean models
Topological properties of Z p and Q p and Euclidean models Samuel Trautwein, Esther Röder, Giorgio Barozzi November 3, 20 Topology of Q p vs Topology of R Both R and Q p are normed fields and complete
More informationRecall that any inner product space V has an associated norm defined by
Hilbert Spaces Recall that any inner product space V has an associated norm defined by v = v v. Thus an inner product space can be viewed as a special kind of normed vector space. In particular every inner
More informationspectral and vector analysis on fractafolds
Page 1 of 1 spectral and vector analysis on fractafolds Alexander Teplyaev University of Connecticut Interactions Between Analysis and Geometry Workshop III: Non-Smooth Geometry IPAM UCLA Tuesday, April
More informationCONVERGENCE OF ZETA FUNCTIONS OF GRAPHS. Introduction
CONVERGENCE OF ZETA FUNCTIONS OF GRAPHS BRYAN CLAIR AND SHAHRIAR MOKHTARI-SHARGHI Abstract. The L 2 -zeta function of an infinite graph Y (defined previously in a ball around zero) has an analytic extension.
More informationMATH 23a, FALL 2002 THEORETICAL LINEAR ALGEBRA AND MULTIVARIABLE CALCULUS Solutions to Final Exam (in-class portion) January 22, 2003
MATH 23a, FALL 2002 THEORETICAL LINEAR ALGEBRA AND MULTIVARIABLE CALCULUS Solutions to Final Exam (in-class portion) January 22, 2003 1. True or False (28 points, 2 each) T or F If V is a vector space
More informationHodge-de Rham Theory of K-Forms on Carpet Type Fractals
Hodge-de Rham Theory of K-Forms on Carpet Type Fractals Jason Bello, Yiran Li, and Robert S. Strichartz Abstract We outline a Hodge-de Rham theory of -forms (for =,,) on two fractals: the Sierpinsi Carpet
More informationb 0 + b 1 z b d z d
I. Introduction Definition 1. For z C, a rational function of degree d is any with a d, b d not both equal to 0. R(z) = P (z) Q(z) = a 0 + a 1 z +... + a d z d b 0 + b 1 z +... + b d z d It is exactly
More informationHow to sharpen a tridiagonal pair
How to sharpen a tridiagonal pair Tatsuro Ito and Paul Terwilliger arxiv:0807.3990v1 [math.ra] 25 Jul 2008 Abstract Let F denote a field and let V denote a vector space over F with finite positive dimension.
More informationTREE AND GRID FACTORS FOR GENERAL POINT PROCESSES
Elect. Comm. in Probab. 9 (2004) 53 59 ELECTRONIC COMMUNICATIONS in PROBABILITY TREE AND GRID FACTORS FOR GENERAL POINT PROCESSES ÁDÁM TIMÁR1 Department of Mathematics, Indiana University, Bloomington,
More informationReview problems for MA 54, Fall 2004.
Review problems for MA 54, Fall 2004. Below are the review problems for the final. They are mostly homework problems, or very similar. If you are comfortable doing these problems, you should be fine on
More informationHodge-deRham Theory of K-Forms on Carpet Type Fractals
Hodge-deRham Theory of K-Forms on Carpet Type Fractals Jason Bello Yiran Li and Robert S. Strichartz Mathematics Department Mathematics Department, Malott Hall UCLA Cornell University Los Angeles, CA 94
More informationNotes on the Matrix-Tree theorem and Cayley s tree enumerator
Notes on the Matrix-Tree theorem and Cayley s tree enumerator 1 Cayley s tree enumerator Recall that the degree of a vertex in a tree (or in any graph) is the number of edges emanating from it We will
More informationHarmonic Functions and the Spectrum of the Laplacian on the Sierpinski Carpet
Harmonic Functions and the Spectrum of the Laplacian on the Sierpinski Carpet Matthew Begué, Tristan Kalloniatis, & Robert Strichartz October 3, 2010 Construction of SC The Sierpinski Carpet, SC, is constructed
More informationCLUSTER ALGEBRA ALFREDO NÁJERA CHÁVEZ
Séminaire Lotharingien de Combinatoire 69 (203), Article B69d ON THE c-vectors AND g-vectors OF THE MARKOV CLUSTER ALGEBRA ALFREDO NÁJERA CHÁVEZ Abstract. We describe the c-vectors and g-vectors of the
More informationHanoi attractors and the Sierpiński Gasket
Int. J.Mathematical Modelling and Numerical Optimisation, Vol. x, No. x, xxxx 1 Hanoi attractors and the Sierpiński Gasket Patricia Alonso-Ruiz Departement Mathematik, Emmy Noether Campus, Walter Flex
More informationLogarithmic functional and reciprocity laws
Contemporary Mathematics Volume 00, 1997 Logarithmic functional and reciprocity laws Askold Khovanskii Abstract. In this paper, we give a short survey of results related to the reciprocity laws over the
More informationNONCOMMUTATIVE POLYNOMIAL EQUATIONS. Edward S. Letzter. Introduction
NONCOMMUTATIVE POLYNOMIAL EQUATIONS Edward S Letzter Introduction My aim in these notes is twofold: First, to briefly review some linear algebra Second, to provide you with some new tools and techniques
More informationTHE HAUSDORFF DIMENSION OF THE BOUNDARY OF A SELF-SIMILAR TILE
THE HAUSDORFF DIMENSION OF THE BOUNDARY OF A SELF-SIMILAR TILE P DUVALL, J KEESLING AND A VINCE ABSTRACT An effective method is given for computing the Hausdorff dimension of the boundary of a self-similar
More information