SYSTEMATIC APPROACH TO MODEL-BASED DATA SURVEY
Ari Isokangas, Mika Ruusunen, Kauko Leiviskä
2005
Abstract
A framework for surveying multivariate process data is presented. Systematic procedure utilises linear model candidates constructed in sliding data windows of varying length, to determine the usefulness of data segments for process identification. The discussed survey approach was applied to an industrial wood debarking data, enabling the study of process variables and conditions affecting the wood losses. In addition, main process interactions and delays were easily discovered from the structures of the interpretable linear model candidates. The analysis can thus provide valuable information also for process modelling and control.
DownloadPaper Citation
in Harvard Style
Isokangas A., Ruusunen M. and Leiviskä K. (2005). SYSTEMATIC APPROACH TO MODEL-BASED DATA SURVEY . In Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO, ISBN 972-8865-31-7, pages 60-65. DOI: 10.5220/0001165600600065
in Bibtex Style
@conference{icinco05,
author={Ari Isokangas and Mika Ruusunen and Kauko Leiviskä},
title={SYSTEMATIC APPROACH TO MODEL-BASED DATA SURVEY},
booktitle={Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,},
year={2005},
pages={60-65},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001165600600065},
isbn={972-8865-31-7},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,
TI - SYSTEMATIC APPROACH TO MODEL-BASED DATA SURVEY
SN - 972-8865-31-7
AU - Isokangas A.
AU - Ruusunen M.
AU - Leiviskä K.
PY - 2005
SP - 60
EP - 65
DO - 10.5220/0001165600600065