VISUAL ANALYSIS OF RESIDUALS FROM DATA-BASED MODELS IN COMPLEX INDUSTRIAL PROCESSES-Reference-Cited by-同舟云学术

VISUAL ANALYSIS OF RESIDUALS FROM DATA-BASED MODELS IN COMPLEX INDUSTRIAL PROCESSES

Published:2012-09-10 Issue:25 Volume:26 Page:1246002
ISSN:0217-9792
Container-title:International Journal of Modern Physics B
language:en
Short-container-title:Int. J. Mod. Phys. B

Author:

ORDOÑEZ DANIEL G.¹,CUADRADO ABEL A.¹,DÍAZ IGNACIO¹,GARCÍA FRANCISCO J.¹,DÍEZ ALBERTO B.¹,FUERTES JUAN J.²

Affiliation:

1. DIEECS, University of Oviedo, Campus Universitario S/N, Gijón, 33204, Spain

2. SUPPRESS Research Group, University of León, Campus de Vegazana S/N, León, 24007, Spain

Abstract

The use of data-based models for visualization purposes in an industrial background is discussed. Results using Self-Organizing Maps (SOM) show how through a good design of the model and a proper visualization of the residuals generated by the model itself, the behavior of essential parameters of the process can be easily tracked in a visual way. Real data from a cold rolling facility have been used to prove the advantages of these techniques.

Publisher

World Scientific Pub Co Pte Lt

Subject

Condensed Matter Physics,Statistical and Nonlinear Physics

Link

https://www.worldscientific.com/doi/pdf/10.1142/S0217979212460022

Reference8 articles.

1. Self-Organizing Maps

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