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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| Veröffentlicht in: | Electronics (Basel) 2019-11, Vol.8 (11), p.1272 |
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| container_title | Electronics (Basel) |
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| creator | Khomenko, Maksym Veligorskyi, Oleksandr Chakirov, Roustiam Vagapov, Yuriy |
| description | 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. |
| doi_str_mv | 10.3390/electronics8111272 |
| format | Article |
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| source | MDPI - Multidisciplinary Digital Publishing Institute; EZB-FREE-00999 freely available EZB journals |
| subjects | 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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