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Calibration and Validation of a Cone Crusher Model with Industrial Data
Programa de Pós-Graduação em Instrumentação, Controle e Automação de Processos de Mineração, Universidade Federal de Ouro Preto e Instituto Tecnológico Vale, Ouro Preto 35400-000, Brazil; Vale S.A., Canaa dos Carajas 68537-000, Brazil.ORCID iD: 0000-0003-4193-1453
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0000-0001-9821-0281
Instituto Tecnológico Vale (ITV), Ouro Preto 35400-000, Brazil.ORCID iD: 0000-0002-8405-3518
Instituto Tecnológico Vale (ITV), Ouro Preto 35400-000, Brazil.ORCID iD: 0000-0002-8385-7573
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2021 (English)In: Minerals, ISSN 2075-163X, E-ISSN 2075-163X, Vol. 11, no 11, article id 1256Article in journal (Refereed) Published
Abstract [en]

This paper reports the calibration and validation of a cone crusher model using industrial data. Usually, there are three calibration parameters in the condensed breakage function; by contrast, in this work, every entry of the lower triangular breakage function matrix is considered a calibration parameter. The calibration problem is cast as an optimization problem based on the least squares method. The results show that the calibrated model is able to fit the validation datasets closely, as seen from the low values of the objective function. Another significant advantage of the proposed approach is that the model can be calibrated on data that are usually available from industrial operation; no additional laboratory tests are required. Calibration and validation tests on datasets collected from two different mines show that the calibrated model is a strong candidate for use in various dynamic simulation applications, such as control system design, equipment sizing, operator training, and optimization of crushing circuits.

Place, publisher, year, edition, pages
MDPI, 2021. Vol. 11, no 11, article id 1256
Keywords [en]
digital twin, cone crusher, model calibration, optimization, calibration based on industrial data
National Category
Mineral and Mine Engineering
Research subject
Automatic Control
Identifiers
URN: urn:nbn:se:ltu:diva-87884DOI: 10.3390/min11111256ISI: 000724527800001Scopus ID: 2-s2.0-85118731740OAI: oai:DiVA.org:ltu-87884DiVA, id: diva2:1611018
Note

Validerad;2021;Nivå 2;2021-11-12 (johcin);

Funder: CAPES (Finance Code 001), CNPq (402759/2018-4, 444425/2018-7).

Available from: 2021-11-12 Created: 2021-11-12 Last updated: 2021-12-08Bibliographically approved

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Yamashita, Andre S.

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