Publication

Journal Paper (SCI)

【2024】

[20] Kun-Cheng Ke*, Jui-Chih Wang and Shih-Chih Nian, Data-Driven Quality Prediction in Injection Molding: An Autoencoder and Machine Learning Approach. Polymer Engineering and Science, (2024). (First author and corresponding author)

[19] Chia Hao Chang, Kun-Cheng Ke and Ming-Shyan Huang*, 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). (Co-advisor)

[18] Wei-Cheng Hung, Chun-Yang Chiu, Jyun-Wei He, Kun-Cheng Ke*, Sen-Yeu Yang*, Replication of Large-Area Microstructures by Combining Movable Induction Heating and Roller Hot Embossing. Polymer Engineering and Science, (2024).  (Corresponding author)

【2023】

[17] Kun-Cheng Ke, Po-Wei Wu, Ming-Shyan Huang*, Multi-quality prediction of injection molding parts using a hybrid machine learning model. Int J Adv Manuf Technol, (2023). (First author). 

[16] Zhi-Yu Huang, Chun-Yang Chiu, Kun-Cheng Ke*, Sen-Yeu Yang*, Fabrication of the low-residual-stress optical microstructure by using the simulation and practice strategies, in-mold induction heating system, and injection compression molding technology, Polymer Engineering and Science, (2023). (Corresponding author)

[15] Ting-Yu Cheng, Kun-Cheng Ke*, Sen-Yeu Yang*, Fabrication of wafer-level double-sided microlens array using injection compression molding, Polymer Engineering and Science, (2023). (Corresponding author)

【2022】

[14] K.-C. Ke, M.-S. Huang*, 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). (First author)

【2021】

[13]  M.-S. Huang*, C.-Y. Liu, K.-C. Ke, Calibration of cavity pressure simulation using autoencoder and multilayer perceptron neural networks, Polymer Engineering & Science, 1(2021)11, 

[12] K.-C. Ke, M.-S. Huang*, Quality Classification of Injection-Molded Components by Using Quality Indices, Grading, and Machine Learning, Polymers. 13 (2021) 353. (First author)

[11] M.-S. Huang*, K.-C. Ke, C.-Y. Liu, Cavity Pressure-based Holding Pressure Adjustment for Enhancing the Consistency of Injection Molding Quality, Journal of Applied Polymer Science, In Press. 

【2020】

[10] K.-C. Ke, M.-S. Huang*, Quality Prediction for Injection Molding by Using a Multilayer Perceptron Neural Network, Polymers. 12 (2020) 1812. (First author)

[9]  C.-C. Kao, K.-C. Ke, W.-C. Hung, S.-Y. Yang*, Hot embossing of microstructure with moving induction heating and gas-assisted pressuring, Microsyst. Technol. 26 (2020) 957–967. 

[8]  K.-C. Ke, L.-J. Lin, S.-Y. Yang*, Development of a novel low-temperature differential hollow roller using an ultra-thin heating element of graphene polymeric composite material, Microsyst. Technol. 26 (2020) 2561–2567. (First author)

【2019】

[7] Y.-Y. Huang, K.-C. Ke, S.-Y. Yang*, Fabrication of large-area V-groove microstructures using gasbag-pressuring edge-irradiating UV imprinting, Microsyst. Technol. 25 (2019) 811–817. 

[6] X.-L. Chen, K.-C. Ke, N.-W. Chang, Y.-H. Chen, S.-Y. Yang*, Fabrication of Double-Sided Micro-Lens Array Using UV Injection Molding, Int. Polym. Process. 34 (2019) 20–29.

[5]  N.-W. Chang, K.-C. Ke, S.-Y. Yang*, Fabrication of a light -intensity-enhancement component by using computer-controlled ultraviolet curing and air-pressing imprinting, Microsyst. Technol. (2018). 

[4] K.-C. Ke, C. Cheng, L.-J. Lin, S.-Y. Yang*, A novel flexible heating element using graphene polymeric composite ink on polyimide film, Microsyst. Technol. (2018) 1–7. (First author)

[3]  Y.-H. Lee, K.-C. Ke, N.-W. Chang, S.-Y. Yang*, Development of an UV rolling system for fabrication of micro/nano structure on polymeric films using a gas-roller-sustained seamless PDMS mold, Microsyst. Technol. 24 (2018) 2941–2948. 

[2]  C. Cheng, K.-C. Ke, S.-Y. Yang*, Application of graphene–polymer composite heaters in gas-assisted micro hot embossing, RSC Adv. 7 (2017) 6336–6344. 

[1] Y.-M. Shih, C.-C. Kao, K.-C. Ke, S.-Y. Yang*, Imprinting of double-sided microstructures with rapid induction heating and gas-assisted pressuring, J. Micromechanics Microengineering. 27 (2017) 095012.