Neural Network-Based Model Predictive Control of a Paste Thickener Over an Industrial Internet Platform

Simple item page
dc.contributor.authorNúñez Retamal, Felipe Eduardo
dc.contributor.authorLangarica Chavira, Saúl Alberto
dc.contributor.authorDíaz Titelman, Pablo
dc.contributor.authorTorres, Mario
dc.contributor.authorSalas, Juan Carlos
dc.date.accessioned2022-05-18T14:39:48Z
dc.date.available2022-05-18T14:39:48Z
dc.date.issued2020
dc.description.abstractThis article presents a real implementation of a neural network-based model predictive control scheme (NNMPC) to control an industrial paste thickener. The implementation is done over an Industrial Internet of Things (IIoT) platform designed using the seven layer reference model for IIoT systems. Modeling is achieved using an encoder-decoder with attention recurrent neural network, while MPC search is done using particle swarm optimization. An industrial evaluation is presented, which highlights the set-point tracking and disturbance rejection capabilities of the proposed NNMPC technique.
dc.fuente.origenIEEE
dc.identifier.doi10.1109/TII.2019.2953275
dc.identifier.issn1941-0050
dc.identifier.urihttps://doi.org/10.1109/TII.2019.2953275
dc.identifier.urihttps://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8897590
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/64163
dc.identifier.wosidWOS:000510901000069
dc.information.autorucEscuela de ingeniería ; Núñez Retamal, Felipe Eduardo ; S/I ; 131441
dc.information.autorucEscuela de ingeniería ; Langarica Chavira, Saúl Alberto ; S/I ; 222832
dc.information.autorucEscuela de ingeniería ; Díaz Titelman, Pablo ; S/I ; 213619
dc.information.autorucEscuela de ingeniería ; Salas Morales, Juan Carlos ; S/I ; 1020223
dc.issue.numero4
dc.language.isoen
dc.nota.accesoContenido parcial
dc.pagina.final2867
dc.pagina.inicio2859
dc.revistaIEEE Transactions on Industrial Informatics
dc.rightsacceso restringido
dc.subjectProcess control
dc.subjectArtificial neural networks
dc.subjectSolids
dc.subjectPredictive models
dc.subjectDischarges (electric)
dc.subjectInformatics
dc.subject.ods06 Clean Water and Sanitation
dc.subject.odspa06 Agua limpia y saneamiento
dc.titleNeural Network-Based Model Predictive Control of a Paste Thickener Over an Industrial Internet Platformes_ES
dc.typeartículo
dc.volumen16
sipa.codpersvinculados131441
sipa.codpersvinculados222832
sipa.codpersvinculados213619
sipa.codpersvinculados1020223
Files
Collections
Artículos de revistas