Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system

Abstract Grinding operations, especially those involving semi-autogenous mills, account for a significant portion of energy use in mineral processing. In this work, we describe the application of an advanced regulatory control strategy in a copper plant aimed at improving energy efficiency through a...

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Main Authors: Thomás Pinto, Moisés T. da Silva, Guilherme V. Raffo, Thiago A. M. Euzébio
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-09263-w
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author Thomás Pinto
Moisés T. da Silva
Guilherme V. Raffo
Thiago A. M. Euzébio
author_facet Thomás Pinto
Moisés T. da Silva
Guilherme V. Raffo
Thiago A. M. Euzébio
author_sort Thomás Pinto
collection DOAJ
description Abstract Grinding operations, especially those involving semi-autogenous mills, account for a significant portion of energy use in mineral processing. In this work, we describe the application of an advanced regulatory control strategy in a copper plant aimed at improving energy efficiency through automation. The system combines cascade and feedforward control structures to attenuate variations in the mill load, a key factor influencing energy consumption and process stability. The control scheme was integrated into the plant’s existing automation infrastructure and evaluated through a three-month industrial trial. By shifting from manual to automatic regulation of the feed rate, the plant reduced the influence of process disturbances and maintained more consistent operation. The automated system achieved a 5.84% reduction in specific energy consumption and a 1.90% increase in productivity. These results demonstrate the potential of enhanced regulatory control to deliver measurable performance gains with minimal changes to existing operations.
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issn 2045-2322
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series Scientific Reports
spelling doaj-art-03b6e6f2eb20440eb148e3fec4a91bae2025-08-20T03:37:27ZengNature PortfolioScientific Reports2045-23222025-07-0115111010.1038/s41598-025-09263-wSpecific energy reduction in a semi-autogenous grinding mill circuit by an automatic control systemThomás Pinto0Moisés T. da Silva1Guilherme V. Raffo2Thiago A. M. Euzébio3Instituto Tecnológico Vale, Robotics, Instrumentation and Control Lab.Universidade Federal Rural de PernambucoGraduate Program in Electrical Engineering, Universidade Federal de Minas GeraisVirtus-CCAbstract Grinding operations, especially those involving semi-autogenous mills, account for a significant portion of energy use in mineral processing. In this work, we describe the application of an advanced regulatory control strategy in a copper plant aimed at improving energy efficiency through automation. The system combines cascade and feedforward control structures to attenuate variations in the mill load, a key factor influencing energy consumption and process stability. The control scheme was integrated into the plant’s existing automation infrastructure and evaluated through a three-month industrial trial. By shifting from manual to automatic regulation of the feed rate, the plant reduced the influence of process disturbances and maintained more consistent operation. The automated system achieved a 5.84% reduction in specific energy consumption and a 1.90% increase in productivity. These results demonstrate the potential of enhanced regulatory control to deliver measurable performance gains with minimal changes to existing operations.https://doi.org/10.1038/s41598-025-09263-w
spellingShingle Thomás Pinto
Moisés T. da Silva
Guilherme V. Raffo
Thiago A. M. Euzébio
Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
Scientific Reports
title Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
title_full Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
title_fullStr Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
title_full_unstemmed Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
title_short Specific energy reduction in a semi-autogenous grinding mill circuit by an automatic control system
title_sort specific energy reduction in a semi autogenous grinding mill circuit by an automatic control system
url https://doi.org/10.1038/s41598-025-09263-w
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AT thiagoameuzebio specificenergyreductioninasemiautogenousgrindingmillcircuitbyanautomaticcontrolsystem