Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Journal articles
  4. Left-inverses of fractional Laplacian and sparse stochastic processes
 
research article

Left-inverses of fractional Laplacian and sparse stochastic processes

Sun, Qiyu
•
Unser, Michael  
2012
Advances In Computational Mathematics

The fractional Laplacian (-Delta)(gamma/2) commutes with the primary coordination transformations in the Euclidean space Rd: dilation, translation and rotation, and has tight link to splines, fractals and stable Levy processes. For 0 < gamma < d, its inverse is the classical Riesz potential I-gamma which is dilationinvariant and translation-invariant. In this work, we investigate the functional properties (continuity, decay and invertibility) of an extended class of differential operators that share those invariance properties. In particular, we extend the definition of the classical Riesz potential I-gamma to any noninteger number. larger than d and show that it is the unique left-inverse of the fractional Laplacian (-Delta)(gamma/2) which is dilation-invariant and translationinvariant. We observe that, for any 1 = p=8 and. = d(1 -1/ p), there exists a Schwartz function f such that I. f is not p-integrable. We then introduce the new unique left-inverse I-gamma,I- p of the fractional Laplacian (-Delta)(gamma/2) with the property that I., p is dilation-invariant (but not translation-invariant) and that I-gamma,I- p f is p-integrable for any Schwartz function f. We finally apply that linear operator I-gamma,I- p with p = 1 to solve the stochastic partial differential equation (-Delta)(gamma/2) Phi = w with white Poisson noise as its driving term w.

  • Details
  • Metrics
Type
research article
DOI
10.1007/s10444-011-9183-6
Web of Science ID

WOS:000301541100001

Author(s)
Sun, Qiyu
Unser, Michael  
Date Issued

2012

Publisher

Springer

Published in
Advances In Computational Mathematics
Volume

36

Start page

399

End page

441

Subjects

Fractional Laplacian

•

Riesz potential

•

Impulsive Poisson noise

•

Fractional stochastic process

•

Stochastic partial differential operator

•

Fractal Processes

URL

URL

http://bigwww.epfl.ch/publications/sun1201.html

URL

http://bigwww.epfl.ch/publications/sun1201.pdf

URL

http://bigwww.epfl.ch/publications/sun1201.ps
Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LIB  
Available on Infoscience
April 12, 2012
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/79339
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés