The Laplace Operator ∆(U) = Div(∇(U)) = I=1 2
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Arxiv:1507.07356V2 [Math.AP]
TEN EQUIVALENT DEFINITIONS OF THE FRACTIONAL LAPLACE OPERATOR MATEUSZ KWAŚNICKI Abstract. This article discusses several definitions of the fractional Laplace operator ( ∆)α/2 (α (0, 2)) in Rd (d 1), also known as the Riesz fractional derivative − ∈ ≥ operator, as an operator on Lebesgue spaces L p (p [1, )), on the space C0 of ∈ ∞ continuous functions vanishing at infinity and on the space Cbu of bounded uniformly continuous functions. Among these definitions are ones involving singular integrals, semigroups of operators, Bochner’s subordination and harmonic extensions. We collect and extend known results in order to prove that all these definitions agree: on each of the function spaces considered, the corresponding operators have common domain and they coincide on that common domain. 1. Introduction We consider the fractional Laplace operator L = ( ∆)α/2 in Rd, with α (0, 2) and d 1, 2, ... Numerous definitions of L can be found− in− literature: as a Fourier∈ multiplier with∈{ symbol} ξ α, as a fractional power in the sense of Bochner or Balakrishnan, as the inverse of the−| Riesz| potential operator, as a singular integral operator, as an operator associated to an appropriate Dirichlet form, as an infinitesimal generator of an appropriate semigroup of contractions, or as the Dirichlet-to-Neumann operator for an appropriate harmonic extension problem. Equivalence of these definitions for sufficiently smooth functions is well-known and easy. The purpose of this article is to prove that, whenever meaningful, all these definitions are equivalent in the Lebesgue space L p for p [1, ), ∈ ∞ in the space C0 of continuous functions vanishing at infinity, and in the space Cbu of bounded uniformly continuous functions. -
Notes on Partial Differential Equations John K. Hunter
Notes on Partial Differential Equations John K. Hunter Department of Mathematics, University of California at Davis Contents Chapter 1. Preliminaries 1 1.1. Euclidean space 1 1.2. Spaces of continuous functions 1 1.3. H¨olderspaces 2 1.4. Lp spaces 3 1.5. Compactness 6 1.6. Averages 7 1.7. Convolutions 7 1.8. Derivatives and multi-index notation 8 1.9. Mollifiers 10 1.10. Boundaries of open sets 12 1.11. Change of variables 16 1.12. Divergence theorem 16 Chapter 2. Laplace's equation 19 2.1. Mean value theorem 20 2.2. Derivative estimates and analyticity 23 2.3. Maximum principle 26 2.4. Harnack's inequality 31 2.5. Green's identities 32 2.6. Fundamental solution 33 2.7. The Newtonian potential 34 2.8. Singular integral operators 43 Chapter 3. Sobolev spaces 47 3.1. Weak derivatives 47 3.2. Examples 47 3.3. Distributions 50 3.4. Properties of weak derivatives 53 3.5. Sobolev spaces 56 3.6. Approximation of Sobolev functions 57 3.7. Sobolev embedding: p < n 57 3.8. Sobolev embedding: p > n 66 3.9. Boundary values of Sobolev functions 69 3.10. Compactness results 71 3.11. Sobolev functions on Ω ⊂ Rn 73 3.A. Lipschitz functions 75 3.B. Absolutely continuous functions 76 3.C. Functions of bounded variation 78 3.D. Borel measures on R 80 v vi CONTENTS 3.E. Radon measures on R 82 3.F. Lebesgue-Stieltjes measures 83 3.G. Integration 84 3.H. Summary 86 Chapter 4. -
Curl, Divergence and Laplacian
Curl, Divergence and Laplacian What to know: 1. The definition of curl and it two properties, that is, theorem 1, and be able to predict qualitatively how the curl of a vector field behaves from a picture. 2. The definition of divergence and it two properties, that is, if div F~ 6= 0 then F~ can't be written as the curl of another field, and be able to tell a vector field of clearly nonzero,positive or negative divergence from the picture. 3. Know the definition of the Laplace operator 4. Know what kind of objects those operator take as input and what they give as output. The curl operator Let's look at two plots of vector fields: Figure 1: The vector field Figure 2: The vector field h−y; x; 0i: h1; 1; 0i We can observe that the second one looks like it is rotating around the z axis. We'd like to be able to predict this kind of behavior without having to look at a picture. We also promised to find a criterion that checks whether a vector field is conservative in R3. Both of those goals are accomplished using a tool called the curl operator, even though neither of those two properties is exactly obvious from the definition we'll give. Definition 1. Let F~ = hP; Q; Ri be a vector field in R3, where P , Q and R are continuously differentiable. We define the curl operator: @R @Q @P @R @Q @P curl F~ = − ~i + − ~j + − ~k: (1) @y @z @z @x @x @y Remarks: 1. -
Advanced Topics in Markov Chains
Advanced Topics in Markov chains J.M. Swart April 25, 2018 Abstract This is a short advanced course in Markov chains, i.e., Markov processes with discrete space and time. The first chapter recalls, with- out proof, some of the basic topics such as the (strong) Markov prop- erty, transience, recurrence, periodicity, and invariant laws, as well as some necessary background material on martingales. The main aim of the lecture is to show how topics such as harmonic functions, coupling, Perron-Frobenius theory, Doob transformations and intertwining are all related and can be used to study the properties of concrete chains, both qualitatively and quantitatively. In particular, the theory is applied to the study of first exit problems and branching processes. 2 Notation N natural numbers f0; 1;:::g N+ positive natural numbers f1; 2;:::g NN [ f1g Z integers ZZ [ {−∞; 1g Q rational numbers R real numbers R extended real numbers [−∞; 1] C complex numbers B(E) Borel-σ-algebra on a topological space E 1A indicator function of the set A A ⊂ BA is a subset of B, which may be equal to B Ac complement of A AnB set difference A closure of A int(A) interior of A (Ω; F; P) underlying probability space ! typical element of Ω E expectation with respect to P σ(:::) σ-field generated by sets or random variables kfk1 supremumnorm kfk1 := supx jf(x)j µ ν µ is absolutely continuous w.r.t. ν fk gk lim fk=gk = 0 fk ∼ gk lim fk=gk = 1 o(n) any function such that o(n)=n ! 0 O(n) any function such that supn o(n)=n ≤ 1 δx delta measure in x µ ⊗ ν product measure of µ and ν ) weak convergence of probability laws Contents 0 Preliminaries 5 0.1 Stochastic processes . -
1 Subharmonic Functions 2 Harmonic Functions
1 Subharmonic Functions LTCC course on Potential Theory, Spring 2011 Boris Khoruzhenko1, QMUL This course follows closely a textbook on Potential Theory in the Complex Plane by Thomas Ransford, published by CUP in 1995. Five two-hour lectures will cover the following 1. Harmonic functions: basic properties, maximum principle, mean-value property, positive harmonic functions, Harnack's Theorem 2. Subharmonic functions: maximum principle, local integrability 3. Potentials, polar sets, equilibrium measures 4. Dirichlet problem, harmonic measure, Green's function 5. Capacity, transfinite diameter, Bernstein-Walsh Theorem 2 Harmonic Functions (Lecture notes for Day 1, 21 Feb 2011, revised 24 Feb 2011) 2.1 Harmonic and holomorphic functions Let D be domain (connected open set) in C. We shall consider complex- valued and real valued functions of z = x + iy 2 D. We shall write h(z) or often simply h to denote both a function of complex z and a function in two variables x and y. Notation: hx will be used to denote the partial derivative of h with respect to variable x, similarly hxx, hyy, hxy and hyx are the second order partial derivatives of f. Here come our main definition of the day. Recall that C2(D) denotes the space of functions on D with continuous second order derivatives. Definition A function h : D ! R is called harmonic on D if h 2 C2(D) and hxx + hyy = 0 on D. 1E-mail: [email protected], URL: http://maths.qmul.ac.ukn ∼boris 1 Examples 2 2 2 (a) h(z) = jzj = x + y is not harmonic anywhere on C as hxx + hyy=2. -
4.1 Discrete Differential Geometry
Spring 2015 CSCI 599: Digital Geometry Processing 4.1 Discrete Differential Geometry Hao Li http://cs599.hao-li.com 1 Outline • Discrete Differential Operators • Discrete Curvatures • Mesh Quality Measures 2 Differential Operators on Polygons Differential Properties! • Surface is sufficiently differentiable • Curvatures → 2nd derivatives 3 Differential Operators on Polygons Differential Properties! • Surface is sufficiently differentiable • Curvatures → 2nd derivatives Polygonal Meshes! • Piecewise linear approximations of smooth surface • Focus on Discrete Laplace Beltrami Operator • Discrete differential properties defined over (x) N 4 Local Averaging Local Neighborhood ( x ) of a point !x N • often coincides with mesh vertex vi • n-ring neighborhood ( v ) or local geodesic ball Nn i 5 Local Averaging Local Neighborhood ( x ) of a point !x N • often coincides with mesh vertex vi • n-ring neighborhood ( v ) or local geodesic ball Nn i Neighborhood size! • Large: smoothing is introduced, stable to noise • Small: fine scale variation, sensitive to noise 6 Local Averaging: 1-Ring (x) N x Barycentric cell Voronoi cell Mixed Voronoi cell (barycenters/edgemidpoints) (circumcenters) (circumcenters/midpoint) tight error bound better approximation 7 Barycentric Cells Connect edge midpoints and triangle barycenters! • Simple to compute • Area is 1/3 o triangle areas • Slightly wrong for obtuse triangles 8 Mixed Cells Connect edge midpoints and! • Circumcenters for non-obtuse triangles • Midpoint of opposite edge for obtuse triangles • Better approximation, -
The Lusin-Privalov Theorem for Subharmonic Functions
PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 124, Number 12, December 1996, Pages 3721–3727 S 0002-9939(96)03879-8 THE LUSIN-PRIVALOV THEOREM FOR SUBHARMONIC FUNCTIONS STEPHEN J. GARDINER (Communicated by Albert Baernstein II) Abstract. This paper establishes a generalization of the Lusin-Privalov radial uniqueness theorem which applies to subharmonic functions in all dimensions. In particular, it answers a question of Rippon by showing that no subharmonic function on the upper half-space can have normal limit at every boundary point. −∞ 1. Introduction Let u be a subharmonic function on the upper half-plane D and let A = x R: u(x, y) as y 0+ . { ∈ →−∞ → } Then A = R. Indeed, the Lusin-Privalov radial uniqueness theorem for analytic functions6 [12] has a generalization for subharmonic functions on D (see [1], [3], [13]) which asserts that, if A is metrically dense in an open interval I (i.e. A has positive linear measure in each subinterval of I), then A I is of first category. Rippon [13, Theorem 6] showed that this result∩ breaks down in higher dimensions by constructing a subharmonic function u on R2 (0, + ) such that × ∞ 2 u(x1,x2,x3) (x3 0+; (x1,x2) R E0), →−∞ → ∈ \ 2 where E0 is a first category subset of R with zero area measure. A key observation here is that a line segment is polar in higher dimensions but not in the plane. One way around this problem is to replace normal limits by limits along translates of a somewhat “thicker” set, as in [13]. However, this leaves open the question, posed in [13, p. -
A Doubly Nonlocal Laplace Operator and Its Connection to the Classical Laplacian Petronela Radu University of Nebraska - Lincoln, [email protected]
University of Nebraska - Lincoln DigitalCommons@University of Nebraska - Lincoln Faculty Publications, Department of Mathematics Mathematics, Department of 2019 A Doubly Nonlocal Laplace Operator and Its Connection to the Classical Laplacian Petronela Radu University of Nebraska - Lincoln, [email protected] Kelseys Wells University of Nebraska - Lincoln Follow this and additional works at: https://digitalcommons.unl.edu/mathfacpub Part of the Applied Mathematics Commons, and the Mathematics Commons Radu, Petronela and Wells, Kelseys, "A Doubly Nonlocal Laplace Operator and Its Connection to the Classical Laplacian" (2019). Faculty Publications, Department of Mathematics. 215. https://digitalcommons.unl.edu/mathfacpub/215 This Article is brought to you for free and open access by the Mathematics, Department of at DigitalCommons@University of Nebraska - Lincoln. It has been accepted for inclusion in Faculty Publications, Department of Mathematics by an authorized administrator of DigitalCommons@University of Nebraska - Lincoln. A DOUBLY NONLOCAL LAPLACE OPERATOR AND ITS CONNECTION TO THE CLASSICAL LAPLACIAN PETRONELA RADU, KELSEY WELLS Abstract. In this paper, motivated by the state-based peridynamic frame- work, we introduce a new nonlocal Laplacian that exhibits double nonlocality through the use of iterated integral operators. The operator introduces addi- tional degrees of flexibility that can allow for better representation of physical phenomena at different scales and in materials with different properties. We study mathematical properties of this state-based Laplacian, including connec- tions with other nonlocal and local counterparts. Finally, we obtain explicit rates of convergence for this doubly nonlocal operator to the classical Laplacian as the radii for the horizons of interaction kernels shrink to zero. 1. Introduction Physical phenomena that are beset by discontinuities in the solution, or in the domain, have been challenging to study in the context of classical partial differen- tial equations (PDEs). -
Default Functions and Liouville Type Theorems
Default functions and Liouville type theorems Atsushi Atsuji Keio University 17. Aug. 2016 [Plan of my talk] x1 Default functions: definition and basic properties x2 Submartingale properties of subharmonic functions : Symmetric diffusion cases x3 L1- Liouville properties of subharmonic functions x4 Liouville theorems for holomorphic maps Fix a filtered probability space (Ω; F; Ft;P ). Let Mt be a continuous local martingale. Def. If Mt is not a true martingale, we say Mt is a strictly local martingale. Mt is a (true) martingale , E[MT ] = E[M0] for 8T : bounded stopping time. \Local" property of Mt : γT (M) := E[M0] − E[MT ]: is called a default function (Elworthy- X.M.Li-Yor(`99)). Default formula : Assume that E[jMT j] < 1;E[jM0j] < 1 for a f − g stopping time T and MT ^S ; S : stopping times is uniformly ∗ integrable. Set Mt := sup Ms. 0≤s≤t ∗ ∗ E[MT : MT ≤ λ] + λP (MT > λ) + E[(M0 − λ)+] = E[M0]: Letting λ ! 1, γT (M) = lim λP ( sup Mt > λ): !1 λ 0≤t≤T Another quantity: σT (M) Def. h i1=2 σT (M) := lim λP ( M T > λ): λ!1 Theorem (Elworthy-Li-Yor, Takaoka(`99)) Assume that E[jMT j] < 1;E[jM0j] < 1. r π 9γ (M) = σ (M): T 2 T T Moreover Mt := MT ^t is a uniformly integrable martingale iff γT (M) = σT (M) = 0. See also Azema-Gundy -Yor(`80), Galtchouk-Novikov(`97). [Example] Rt : d-dimensional Bessel process: d − 1 dRt = dbt + dt; R0 = r. 2Rt 2−d If d > 2, then Rt is a strictly local martingale. -
The Electrostatic Potential Is the Coulomb Integral Transform of the Electric Charge Density Revista Mexicana De Física, Vol
Revista Mexicana de Física ISSN: 0035-001X [email protected] Sociedad Mexicana de Física A.C. México Medina, L.; Ley Koo, E. Mathematics motivated by physics: the electrostatic potential is the Coulomb integral transform of the electric charge density Revista Mexicana de Física, vol. 54, núm. 2, diciembre, 2008, pp. 153-159 Sociedad Mexicana de Física A.C. Distrito Federal, México Available in: http://www.redalyc.org/articulo.oa?id=57028302013 How to cite Complete issue Scientific Information System More information about this article Network of Scientific Journals from Latin America, the Caribbean, Spain and Portugal Journal's homepage in redalyc.org Non-profit academic project, developed under the open access initiative ENSENANZA˜ REVISTA MEXICANA DE FISICA´ E 54 (2) 153–159 DICIEMBRE 2008 Mathematics motivated by physics: the electrostatic potential is the Coulomb integral transform of the electric charge density L. Medinaa and E. Ley Koo a;b aFacultad de Ciencias, Universidad Nacional Autonoma´ de Mexico,´ Ciudad Universitaria, Mexico´ D.F., 04510, Mexico,´ e-mail: [email protected], bInstituto de F´ısica, Universidad Nacional Autonoma´ de Mexico,´ Apartado Postal 20-364, 01000 Mexico D.F., Mexico, e-mail: eleykoo@fisica.unam.mx Recibido el 19 de octubre de 2007; aceptado el 11 de marzo de 2007 This article illustrates a practical way to connect and coordinate the teaching and learning of physics and mathematics. The starting point is the electrostatic potential, which is obtained in any introductory course of electromagnetism from the Coulomb potential and the superposition principle for any charge distribution. The necessity to develop solutions to the Laplace and Poisson differential equations is also recognized, identifying the Coulomb potential as the generating function of harmonic functions. -
David Borthwick Introduction to Partial Differential Equations Universitext Universitext
Universitext David Borthwick Introduction to Partial Differential Equations Universitext Universitext Series editors Sheldon Axler San Francisco State University Carles Casacuberta Universitat de Barcelona Angus MacIntyre Queen Mary, University of London Kenneth Ribet University of California, Berkeley Claude Sabbah École polytechnique, CNRS, Université Paris-Saclay, Palaiseau Endre Süli University of Oxford Wojbor A. Woyczyński Case Western Reserve University Universitext is a series of textbooks that presents material from a wide variety of mathematical disciplines at master’s level and beyond. The books, often well class-tested by their author, may have an informal, personal even experimental approach to their subject matter. Some of the most successful and established books in the series have evolved through several editions, always following the evolution of teaching curricula, into very polished texts. Thus as research topics trickle down into graduate-level teaching, first textbooks written for new, cutting-edge courses may make their way into Universitext. More information about this series at http://www.springer.com/series/223 David Borthwick Introduction to Partial Differential Equations 123 David Borthwick Department of Mathematics and Computer Science Emory University Atlanta, GA USA ISSN 0172-5939 ISSN 2191-6675 (electronic) Universitext ISBN 978-3-319-48934-6 ISBN 978-3-319-48936-0 (eBook) DOI 10.1007/978-3-319-48936-0 Library of Congress Control Number: 2016955918 © Springer International Publishing AG 2016, corrected publication 2018 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. -
Nonlocal Exterior Calculus on Riemannian Manifolds
The Pennsylvania State University The Graduate School Department of Mathematics NONLOCAL EXTERIOR CALCULUS ON RIEMANNIAN MANIFOLDS A Dissertation in Mathematics by Thinh Duc Le c 2013 Thinh Duc Le Submitted in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy August 2013 ii The dissertation of Thinh Duc Le was reviewed and approved* by the following: Qiang Du Verne M. Willaman Professor of Mathematics Dissertation Adviser Chair of Committee Long-Qing Chen Distinguished Professor of Material Sciences and Engineering Ping Xu Distinguished Professor of Mathematics Mathieu Stienon Associate Professor of Mathematics Svetlana Katok Director of Graduate Studies, Department of Mathematics *Signatures are on file in the Graduate School. iii Abstract Exterior calculus and differential forms are basic mathematical concepts that have been around for centuries. Variations of these concepts have also been made over the years such as the discrete exterior calculus and the finite element exterior calculus. In this work, motivated by the recent studies of nonlocal vector calculus we develop a nonlocal exterior calculus framework on Riemannian manifolds which mimics many properties of the standard (local/smooth) exterior calculus. However the key difference is that nonlocal \interactions" (functions, operators, fields,...) are not required to be smooth. Also any point/particle can interact directly with any other point/particle in the studied domain (at least in principle). Just as in the standard context, we introduce all necessary elements of exterior calculus such as forms, vector fields, exterior derivatives, etc. We point out the relationships between these elements with the known ones in (local) exterior calcu- lus, discrete exterior calculus, etc.