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. Conferences, Workshops, Symposiums, and Seminars
  4. Distributed Karhunen-Loeve Transform With Nested Subspaces
 
conference paper

Distributed Karhunen-Loeve Transform With Nested Subspaces

Goela, Naveen
•
Gastpar, Michael  
2009
2009 Ieee International Conference On Acoustics, Speech, And Signal Processing
IEEE International Conference on Acoustics, Speech and Signal Processing

A network in which sensors observe a common Gaussian source is analyzed. Using a fixed linear transform, each sensor compresses its high-dimensional observation into a low-dimensional representation. The latter is provided to a central decoder that reconstructs the source according to a mean squared error (MSE) distortion metric. The Distributed Karhunen-Loeve Transform (d-KLT) has been shown to provide a (locally) optimal linear solution for compression at each sensor. While the d-KLT achieves the lowest distortion linear reconstruction known, it does not maintain a nested subspace structure. In the case of ideal links to the decoder, this paper presents transforms that maintain nested subspaces, allowing the decoder to approximate a delay-limited source in an online fashion according to a desired sensor schedule. A distortion envelope for one distributed transform with nested subspace properties (d-nested-KLT) is provided. In the case of i.i.d. noise to the decoder, under assumptions of power allocation over subspaces, it is also possible to achieve nested subspaces utilizing correlations between sensors' observations. Results are applicable for data access over networks, and online information processing in sensor networks.

  • Details
  • Metrics
Type
conference paper
DOI
10.1109/ICASSP.2009.4960106
Web of Science ID

WOS:000268919201141

Author(s)
Goela, Naveen
Gastpar, Michael  
Date Issued

2009

Publisher

Ieee Service Center, 445 Hoes Lane, Po Box 1331, Piscataway, Nj 08855-1331 Usa

Published in
2009 Ieee International Conference On Acoustics, Speech, And Signal Processing
ISBN of the book

978-1-4244-2353-8

Start page

2405

End page

2408

Subjects

Distributed Karhunen-Loeve Transform

•

nested subspaces

•

distributed compression-estimation

Editorial or Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
LINX  
Event nameEvent placeEvent date
IEEE International Conference on Acoustics, Speech and Signal Processing

Taipei, TAIWAN

Apr 19-24, 2009

Available on Infoscience
October 17, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/71649
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