TY  - JOUR
U1  - Zeitschriftenartikel, wissenschaftlich - begutachtet (reviewed)
A1  - Khomenko, Maksym
A1  - Veligorskyi, Oleksandr
A1  - Chakirov, Roustiam
A1  - Vagapov, Yuriy
T1  - An ANN-Based Temperature Controller for a Plastic Injection Moulding System
JF  - Electronics
N2  - 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.
KW  - plastic manufacturing
KW  - temperature control
KW  - ANN controller
KW  - injection moulding
UN  - https://nbn-resolving.org/urn:nbn:de:hbz:1044-opus-46591
SN  - 2079-9292
SS  - 2079-9292
U6  - https://doi.org/10.3390/electronics8111272
DO  - https://doi.org/10.3390/electronics8111272
VL  - 8
IS  - 11
PB  - MDPI
CY  - Basel
ER  -