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Early detection of abnormal emergent behaviour

Spaanenburg, Lambert LU (2007) 15th European Signal Processing Conference EUSIPCO, 2007 p.1741-1744
Abstract
Emergent behaviour has become a plague of automation systems based on communication networks. Centralized monitoring of the network comes generally to late to sup-press unwanted behaviour. It is required to mark the ten-dency towards state changes in a decentralized manner. The paper discusses the role of local awareness by inspection of the model learning behaviour of feed-forward networks. The correlated movement of weight changes over time provides a clear indication of such profound changes, as demonstrated by some initial experience in industrial automation.
Please use this url to cite or link to this publication:
author
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
host publication
Proceedings European Signal Processing Conference
pages
1741 - 1744
publisher
Eusipco
conference name
15th European Signal Processing Conference EUSIPCO, 2007
conference location
Poznan, Poland
conference dates
2007-09-03 - 2007-09-07
external identifiers
  • scopus:84863771478
language
English
LU publication?
yes
id
2ead8805-d0fa-41b5-8178-975492629a38 (old id 603738)
date added to LUP
2016-04-04 11:03:00
date last changed
2022-03-23 17:00:21
@inproceedings{2ead8805-d0fa-41b5-8178-975492629a38,
  abstract     = {{Emergent behaviour has become a plague of automation systems based on communication networks. Centralized monitoring of the network comes generally to late to sup-press unwanted behaviour. It is required to mark the ten-dency towards state changes in a decentralized manner. The paper discusses the role of local awareness by inspection of the model learning behaviour of feed-forward networks. The correlated movement of weight changes over time provides a clear indication of such profound changes, as demonstrated by some initial experience in industrial automation.}},
  author       = {{Spaanenburg, Lambert}},
  booktitle    = {{Proceedings European Signal Processing Conference}},
  language     = {{eng}},
  pages        = {{1741--1744}},
  publisher    = {{Eusipco}},
  title        = {{Early detection of abnormal emergent behaviour}},
  year         = {{2007}},
}