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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Vydáno v:Electronics (Basel) Ročník 8; číslo 11; s. 1272
Hlavní autoři: Khomenko, Maksym, Veligorskyi, Oleksandr, Chakirov, Roustiam, Vagapov, Yuriy
Médium: Journal Article
Jazyk:angličtina
Vydáno: Basel MDPI AG 01.11.2019
Témata:
Cartridges
Control algorithms
Control systems design
Controllers
Efficiency
Heaters
Injection molding
Manufacturing
Parameter estimation
Productivity
ISSN:2079-9292, 2079-9292
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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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Cites_doi 10.1016/B978-075065558-3/50003-9
10.1002/pen.20258
10.1007/s12541-013-0309-2
10.1109/TNN.2007.899521
10.1109/ICCCCT.2010.5670572
10.1504/IJAAC.2013.055097
10.1109/ELNANO.2016.7493066
10.1109/ICGCCEE.2014.6922339
10.1002/adv.21449
10.1016/j.promfg.2018.12.017
10.1109/IPECON.2010.5697002
10.3390/s121014068
10.1109/ICIT.2019.8755023
10.1109/ICNC.2011.6022230
10.1016/j.conengprac.2008.02.003
10.1002/adv.20046
10.1109/IECON.2007.4460121
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References ref_14
Khomenko (ref_15) 2013; 7
ref_13
Park (ref_7) 2019; 28
ref_11
ref_10
ref_21
ref_20
Tian (ref_12) 2017; 9
ref_3
ref_18
Chen (ref_4) 2005; 24
ref_17
ref_16
Yao (ref_5) 2008; 16
(ref_8) 2012; 12
ref_9
Spina (ref_2) 2014; 15
Prokhorov (ref_19) 2007; 18
Diduch (ref_1) 2004; 44
ref_6
References_xml – ident: ref_9
– ident: ref_16
  doi: 10.1016/B978-075065558-3/50003-9
– volume: 44
  start-page: 2308
  year: 2004
  ident: ref_1
  article-title: Temperature control of injection molding. Part I: Modeling and identification
  publication-title: Polym. Eng. Sci.
  doi: 10.1002/pen.20258
– volume: 15
  start-page: 89
  year: 2014
  ident: ref_2
  article-title: Analysis of polymer crystallization and residual stresses in injection molded parts
  publication-title: Int. J. Precis. Eng. Manuf.
  doi: 10.1007/s12541-013-0309-2
– volume: 18
  start-page: 1003
  year: 2007
  ident: ref_19
  article-title: Training recurrent neurocontrollers for real-time applications
  publication-title: Ieee Trans. Neural Netw.
  doi: 10.1109/TNN.2007.899521
– ident: ref_13
  doi: 10.1109/ICCCCT.2010.5670572
– volume: 7
  start-page: 83
  year: 2013
  ident: ref_15
  article-title: Neural network-based optimal control of a dc motor positioning system
  publication-title: Int. J. Autom. Control
  doi: 10.1504/IJAAC.2013.055097
– ident: ref_3
  doi: 10.1109/ELNANO.2016.7493066
– ident: ref_11
  doi: 10.1109/ICGCCEE.2014.6922339
– ident: ref_6
  doi: 10.1002/adv.21449
– volume: 28
  start-page: 102
  year: 2019
  ident: ref_7
  article-title: AI based injection molding process for consistent product quality
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2018.12.017
– ident: ref_14
– ident: ref_18
  doi: 10.1109/IPECON.2010.5697002
– volume: 12
  start-page: 14068
  year: 2012
  ident: ref_8
  article-title: FPGA-based multiprocessor system for injection molding control
  publication-title: Sensors
  doi: 10.3390/s121014068
– volume: 9
  start-page: 150
  year: 2017
  ident: ref_12
  article-title: Main steam temperature control based on GA-BP optimised fuzzy neural network
  publication-title: Int. J. Eng. Syst. Model. Simul.
– ident: ref_17
– ident: ref_20
  doi: 10.1109/ICIT.2019.8755023
– ident: ref_21
  doi: 10.1109/ICNC.2011.6022230
– volume: 16
  start-page: 1259
  year: 2008
  ident: ref_5
  article-title: Barrel temperature control during operation transition in injection molding
  publication-title: Control Eng. Pract.
  doi: 10.1016/j.conengprac.2008.02.003
– volume: 24
  start-page: 165
  year: 2005
  ident: ref_4
  article-title: A review of current developments in process and quality control for injection molding
  publication-title: Adv. Polym. Technol.
  doi: 10.1002/adv.20046
– ident: ref_10
  doi: 10.1109/IECON.2007.4460121
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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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