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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 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.

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Metadaten
Document Type:Article
Language:English
Author:Maksym Khomenko, Oleksandr Veligorskyi, Roustiam Chakirov, Yuriy Vagapov
Parent Title (English):Electronics
Volume:8
Issue:11
First Page:1272
ISSN:2079-9292
URN:urn:nbn:de:hbz:1044-opus-46591
DOI:https://doi.org/10.3390/electronics8111272
Publisher:MDPI
Place of publication:Basel
Date of first publication:2019/11/01
Tag:ANN controller; injection moulding; plastic manufacturing; temperature control
Departments, institutes and facilities:Fachbereich Elektrotechnik, Maschinenbau, Technikjournalismus
Entry in this database:2019/11/07
Licence (German):License LogoCreative Commons - CC BY - Namensnennung 4.0 International