A Study on Deep Learning Models Application for Quality Prediction in Smart Factory - A Case for Plastic Injection Molding Process

Journal of the Korea Academia-Industrial cooperation Society ◽

10.5762/kais.2021.22.10.411 ◽

2021 ◽

Vol 22 (10) ◽

pp. 411-420

Author(s):

Hyunmin Cho ◽

Hyun Joon Shin

Keyword(s):

Deep Learning ◽

Injection Molding ◽

Plastic Injection Molding ◽

Smart Factory ◽

Injection Molding Process ◽

Quality Prediction ◽

Learning Models ◽

Molding Process ◽

Plastic Injection

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A neural network-based approach for dynamic quality prediction in a plastic injection molding process

Expert Systems with Applications ◽

10.1016/j.eswa.2007.07.037 ◽

2008 ◽

Vol 35 (3) ◽

pp. 843-849 ◽

Author(s):

Wen-Chin Chen ◽

Pei-Hao Tai ◽

Min-Wen Wang ◽

Wei-Jaw Deng ◽

Chen-Tai Chen

Keyword(s):

Neural Network ◽

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Quality Prediction ◽

Molding Process ◽

Dynamic Quality ◽

Plastic Injection

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A multimodal deep learning-based fault detection model for a plastic injection molding process

IEEE Access ◽

10.1109/access.2021.3115665 ◽

2021 ◽

pp. 1-1

Author(s):

Gyeongho Kim ◽

Jae Gyeong Choi ◽

Minjoo Ku ◽

Hyewon Cho ◽

Sunghoon Lim

Keyword(s):

Deep Learning ◽

Fault Detection ◽

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Detection Model ◽

Plastic Injection

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Near-Real Time Quality Prediction in a Plastic Injection Molding Process Using Apache Spark

10.1109/iscsic54682.2021.00059 ◽

2021 ◽

Author(s):

Enes Uguroglu

Keyword(s):

Injection Molding ◽

Real Time ◽

Apache Spark ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Quality Prediction ◽

Molding Process ◽

Plastic Injection

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Design and Simulation of Seat Handle Using Plastic Injection Molding Process

Advances in Intelligent Systems and Computing - Innovations in Infrastructure ◽

10.1007/978-981-13-1966-2_34 ◽

2018 ◽

pp. 385-393 ◽

Author(s):

Shubham Jayswal ◽

Harsh Jangade ◽

Kumar Abhishek ◽

PL. Ramkumar

Keyword(s):

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Plastic Injection

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Optimization of the plastic injection molding process using taguchi method, RSM, and GA

Management, Information and Educational Engineering ◽

10.1201/b18558-77 ◽

2015 ◽

pp. 365-370

Keyword(s):

Injection Molding ◽

Taguchi Method ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Plastic Injection

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Multi-objective optimization of MIMO plastic injection molding process conditions based on particle swarm optimization

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-011-3425-0 ◽

2011 ◽

Vol 58 (5-8) ◽

pp. 521-531 ◽

Author(s):

Gang Xu ◽

Zhi-tao Yang ◽

Guo-dong Long

Keyword(s):

Particle Swarm Optimization ◽

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Process Conditions ◽

Multi Objective Optimization ◽

Molding Process ◽

Swarm Optimization ◽

Multi Objective ◽

Plastic Injection

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Dimensional accuracy optimization of the micro-plastic injection molding process using the Taguchi design method

Materials Science ◽

10.5755/j01.ms.21.2.5864 ◽

2015 ◽

Vol 21 (2) ◽

Author(s):

Chil-Chyuan KUO KUO ◽

Hsin-You LIAO

Keyword(s):

Injection Molding ◽

Design Method ◽

Dimensional Accuracy ◽

Taguchi Design ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Plastic Injection

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Energy monitoring of plastic injection molding process running with hydraulic injection molding machines

Journal of Cleaner Production ◽

10.1016/j.jclepro.2017.02.053 ◽

2017 ◽

Vol 148 ◽

pp. 804-810 ◽

Author(s):

Hanieh Mianehrow ◽

Ali Abbasian

Keyword(s):

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Energy Monitoring ◽

Plastic Injection

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Multi-objective and many objective design of plastic injection molding process

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-019-03432-8 ◽

2019 ◽

Vol 102 (9-12) ◽

pp. 3165-3180 ◽

Author(s):

Alejandro Alvarado-Iniesta ◽

Oliver Cuate ◽

Oliver Schütze

Keyword(s):

Injection Molding ◽

Plastic Injection Molding ◽

Injection Molding Process ◽

Molding Process ◽

Multi Objective ◽

Plastic Injection

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Optimization of plastic injection molding process via Taguchi’s parameter design method, BPNN, and DFP

2008 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2008.4620978 ◽

2008 ◽

Author(s):

W.C. Chen ◽

M.W. Wang ◽

G.L. Fu ◽

C.T. Chen

Keyword(s):

Injection Molding ◽

Design Method ◽

Plastic Injection Molding ◽

Parameter Design ◽

Injection Molding Process ◽

Molding Process ◽

S Parameter ◽

Plastic Injection

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