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Injection molding

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Taiwan

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Employment (2)

National Kaohsiung University of Science and Technology: Kaohsiung, TW

2018-02-01 to present | Professor (Department of Mechatronics Engineering)
Employment
Source: Self-asserted source
Ming-Shyan Huang

National Kaohsiung First University of Science and Technology: Kaohsiung, TW

1999-08 to 2018-01-31 | Professor (Department of Mechanical and Automation Engineering)
Employment
Source: Self-asserted source
Ming-Shyan Huang

Education and qualifications (1)

University of Wisconsin Madison: Madison, WI, US

1991-09 to 1994-12 | Ph.D. (Department of Mechanical Engineering)
Education
Source: Self-asserted source
Ming-Shyan Huang

Works (22)

Effect of geometric design of injection screws on the plasticization of recycled acrylonitrile butadiene styrene resins

The International Journal of Advanced Manufacturing Technology
2025-03 | Journal article
DOI: 10.1007/s00170-025-15280-w
Contributors: Yu-Jhih Wu; Ming-Shyan Huang
Source: check_circle
Crossref

Transfer learning to predict part quality for injection molding with recycled materials

The International Journal of Advanced Manufacturing Technology
2024-12 | Journal article
DOI: 10.1007/s00170-024-14688-0
Contributors: Jia-Chin Chen; Ming-Shyan Huang
Source: check_circle
Crossref

Cross-machine predictions of the quality of injection-molded parts by combining machine learning, quality indices, and a transfer model

The International Journal of Advanced Manufacturing Technology
2024-08 | Journal article
DOI: 10.1007/s00170-024-14036-2
Contributors: Chia Hao Chang; Kun-Cheng Ke; Ming-Shyan Huang
Source: check_circle
Crossref

Multi-quality prediction of injection molding parts using a hybrid machine learning model

The International Journal of Advanced Manufacturing Technology
2024-04 | Journal article
DOI: 10.1007/s00170-023-12329-6
Contributors: Kun-Cheng Ke; Po-Wei Wu; Ming-Shyan Huang
Source: check_circle
Crossref

Hyperparameter optimization strategy of multilayer perceptron model for injection molding quality prediction

The International Journal of Advanced Manufacturing Technology
2024-03 | Journal article
DOI: 10.1007/s00170-024-13228-0
Contributors: Ming-Shyan Huang; Chia Hao Chang
Source: check_circle
Crossref

Quality monitoring and control for plasticization of acrylonitrile‐butadiene‐styrene regrind polymer in injection molding

Polymer Engineering & Science
2024-03 | Journal article
DOI: 10.1002/pen.26596
Contributors: Jian‐Yu Chen; Liang‐Ci Wong; Ming‐Shyan Huang
Source: check_circle
Crossref

Multi-quality prediction of injection molding parts using a hybrid machine learning model

2023-05-22 | Preprint
DOI: 10.21203/rs.3.rs-2935430/v1
Contributors: Kun Cheng Ke; Po Wei Wu; Ming-Shyan Huang
Source: check_circle
Crossref

Measurement of pressure–volume–temperature diagrams based on simulated melt temperature and actual cavity pressure

The International Journal of Advanced Manufacturing Technology
2023-04 | Journal article
DOI: 10.1007/s00170-023-10991-4
Contributors: Bo-Wei Zhu; Shih-Chih Nian; Ming-Shyan Huang
Source: check_circle
Crossref

Measurement of pressure–volume–temperature diagrams based on simulated melt temperature and actual cavity pressure

2022-12-19 | Preprint
DOI: 10.21203/rs.3.rs-2344533/v1
Contributors: Bo-Wei Zhu; Shih-Chih Nian; Ming-Shyan Huang
Source: check_circle
Crossref

Strategies for adjusting process parameters in CAE simulation to meet real injection molding condition of screw positions and cavity pressure curves

The International Journal of Advanced Manufacturing Technology
2022-09 | Journal article
DOI: 10.1007/s00170-022-09992-6
Contributors: Bo-Wei Wang; Shih-Chih Nian; Ming-Shyan Huang
Source: check_circle
Crossref

Enhancement of multilayer perceptron model training accuracy through the optimization of hyperparameters: a case study of the quality prediction of injection-molded parts

The International Journal of Advanced Manufacturing Technology
2022-02 | Journal article
DOI: 10.1007/s00170-021-08109-9
Contributors: Kun-Cheng Ke; Ming-Shyan Huang
Source: check_circle
Crossref

Influence of V/P switchover point, injection speed, and holding pressure on quality consistency of injection‐molded parts

Journal of Applied Polymer Science
2021-11-05 | Journal article
DOI: 10.1002/app.51223
Contributors: Ming‐Shyan Huang; Shih‐Chih Nian; Guan‐Ting Lin
Source: check_circle
Crossref

Calibration of cavity pressure simulation using autoencoder and multilayer perceptron neural networks

Polymer Engineering & Science
2021-10 | Journal article
DOI: 10.1002/pen.25777
Contributors: Ming‐Shyan Huang; Chun‐Yin Liu; Kun‐Cheng Ke
Source: check_circle
Crossref

Enhancement of Multilayer Perceptron Model Training Accuracy through the Optimization of Hyperparameters: A Case Study of the Quality Prediction of Injection Molded Parts

2021-07-13 | Preprint
DOI: 10.21203/rs.3.rs-685234/v1
Contributors: Kun-Cheng Ke; Ming-Shyan Huang
Source: check_circle
Crossref

Cavity pressure‐based holding pressure adjustment for enhancing the consistency of injection molding quality

Journal of Applied Polymer Science
2021-05-10 | Journal article
DOI: 10.1002/app.50357
Contributors: Ming‐Shyan Huang; Kun‐Cheng Ke; Chun‐Ying Liu
Source: check_circle
Crossref

Quality Classification of Injection-Molded Components by Using Quality Indices, Grading, and Machine Learning

Polymers
2021-01-22 | Journal article
DOI: 10.3390/polym13030353
Contributors: Kun-Cheng Ke; Ming-Shyan Huang
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Quality Prediction for Injection Molding by Using a Multilayer Perceptron Neural Network

Polymers
2020-08-12 | Journal article
DOI: 10.3390/polym12081812
Contributors: Kun-Cheng Ke; Ming-Shyan Huang
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Multilayer injection molding of high‐profile convex lens

Journal of Applied Polymer Science
2020-05-05 | Journal article
DOI: 10.1002/app.48600
Contributors: Shih‐Chih Nian; Po‐Wen Chen; Ming‐Shyan Huang
Source: check_circle
Crossref

Monitoring, prediction and control of injection molding quality based on tie-bar elongation

Journal of Manufacturing Processes
2019-10 | Journal article
DOI: 10.1016/j.jmapro.2019.09.005
Contributors: Jian-Yu Chen; Jia-Xiang Zhuang; Ming-Shyan Huang
Source: check_circle
Crossref

In-mold and Machine Sensing and Feature Extraction for Optimized IC-tray Manufacturing

Polymers
2019-08-14 | Journal article
DOI: 10.3390/polym11081348
Contributors: Shih-Chih Nian; Yung-Chih Fang; Ming-Shyan Huang
Source: check_circle
Crossref

Quality Indexes Design for Online Monitoring Polymer Injection Molding

Advances in Polymer Technology
2019-08-01 | Journal article
DOI: 10.1155/2019/3720127
Contributors: Jian-Yu Chen; Chien-Chou Tseng; Ming-Shyan Huang
Source: check_circle
Crossref

Tie-Bar Elongation Based Filling-To-Packing Switchover Control and Prediction of Injection Molding Quality

Polymers
2019-07-09 | Journal article
DOI: 10.3390/polym11071168
Contributors: Jian-Yu Chen; Chun-Ying Liu; Ming-Shyan Huang
Source: check_circle
Crossref

Peer review (7 reviews for 1 publication/grant)

Review activity for International journal, advanced manufacturing technology. (7)
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