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Data reconciliation: a robust approach using contaminated distribution. Application in mineral processing for multicomponent products
- Source :
- 11th IFAC Symposium on Automation in Mining, Mineral and Metal processing, MMM 2004, 11th IFAC Symposium on Automation in Mining, Mineral and Metal processing, MMM 2004, Sep 2004, Nancy, France. pp.CDROM, Scopus-Elsevier
- Publication Year :
- 2004
- Publisher :
- HAL CCSD, 2004.
-
Abstract
- International audience; On-line optimisation provides a means for maintaining a process around its optimum operating plant. An important component of optimisation relies in data reconciliation which is used for obtaining consistent data. On a mathematical point of view, the formulation is generally based on the assumption that the measurement errors have normally pdf with zero mean. Unfortunately, in the presence of gross errors, all of the adjustments are greatly affected by such biases and would not be considered as reliable indicators of the state of the process. This paper proposes a data reconciliation strategy that deals with the presence of such gross errors. Application to size flowrates and concentration data in mineral processing is provided.
- Subjects :
- 0209 industrial biotechnology
Computer science
02 engineering and technology
computer.software_genre
[SPI.AUTO]Engineering Sciences [physics]/Automatic
020901 industrial engineering & automation
020401 chemical engineering
Component (UML)
Point (geometry)
0204 chemical engineering
Process engineering
Mineral processing
data reconciliation
Observational error
business.industry
outliers
Process (computing)
robust estimation
gross errors
[SPI.AUTO] Engineering Sciences [physics]/Automatic
Distribution (mathematics)
Outlier
Data mining
business
computer
mass balance
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- 11th IFAC Symposium on Automation in Mining, Mineral and Metal processing, MMM 2004, 11th IFAC Symposium on Automation in Mining, Mineral and Metal processing, MMM 2004, Sep 2004, Nancy, France. pp.CDROM, Scopus-Elsevier
- Accession number :
- edsair.doi.dedup.....773670e4913d1fe72989934e2ee57c1e