An ANN-Based Temperature Controller for a Plastic Injection Moulding System

This paper proposes an approach to an ANN-based temperature controller design for a plastic injection moulding system. This design approach is applied to the development of a controller based on a combination of a classical ANN and integrator. The controller provides a fast temperature response and...

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Published in:Electronics (Basel) Vol. 8; no. 11; p. 1272
Main Authors: Khomenko, Maksym, Veligorskyi, Oleksandr, Chakirov, Roustiam, Vagapov, Yuriy
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.11.2019
Subjects:
Cartridges
Control algorithms
Control systems design
Controllers
Efficiency
Heaters
Injection molding
Manufacturing
Parameter estimation
Productivity
ISSN:2079-9292, 2079-9292
Online Access:Get full text
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Abstract This paper proposes an approach to an ANN-based temperature controller design for a plastic injection moulding system. This design approach is applied to the development of a controller based on a combination of a classical ANN and integrator. The controller provides a fast temperature response and zero steady-state error for three typical heaters (bar, nozzle, and cartridge) for a plastic moulding system. The simulation results in Matlab Simulink software and in comparison to an industrial PID regulator have shown the advantages of the controller, such as significantly less overshoot and faster transient (compared to PID with autotuning) for all examined heaters. In order to verify the proposed approach, the designed ANN controller was implemented and tested using an experimental setup based on an STM32 board.
AbstractList This paper proposes an approach to an ANN-based temperature controller design for a plastic injection moulding system. This design approach is applied to the development of a controller based on a combination of a classical ANN and integrator. The controller provides a fast temperature response and zero steady-state error for three typical heaters (bar, nozzle, and cartridge) for a plastic moulding system. The simulation results in Matlab Simulink software and in comparison to an industrial PID regulator have shown the advantages of the controller, such as significantly less overshoot and faster transient (compared to PID with autotuning) for all examined heaters. In order to verify the proposed approach, the designed ANN controller was implemented and tested using an experimental setup based on an STM32 board.
Author Chakirov, Roustiam
Veligorskyi, Oleksandr
Khomenko, Maksym
Vagapov, Yuriy
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  orcidid: 0000-0002-2992-1482
  surname: Vagapov
  fullname: Vagapov, Yuriy
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Copyright_xml – notice: 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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SubjectTerms Cartridges
Control algorithms
Control systems design
Controllers
Efficiency
Heaters
Injection molding
Manufacturing
Parameter estimation
Productivity
Title An ANN-Based Temperature Controller for a Plastic Injection Moulding System
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