Early detection of abnormal emergent behaviour
(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:
https://lup.lub.lu.se/record/603738
- author
- Spaanenburg, Lambert LU
- organization
- publishing date
- 2007
- 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}}, }