陳思翰 (Ssu-Han Chen) Ssu-Han Chen

經歷 Experience
  • 明志科技大學工業工程與管理學系，教授，2023/08至今
  • 明志科技大學人工智慧暨資料科學中心，副主任，2019/09至今
  • 明志科技大學工業工程與管理學系，副教授，2018/08至2023/07
  • 台塑總管理處工程機電審核組，企業深耕教師，2018/08至2019/07
  • University of Cincinnati，Visiting Scholar，2018/06至2018/07、2019/06至2019/07
  • 明志科技大學工業工程與管理學系，助理教授，2013/08至2018/07
  • 國立台灣大學機械工程學系/圖書資訊學系，博士後研究員(研發替代役)，2010/08至2013/07
  • 明新科技大學旅遊管理學系，兼任講師，2009/09至2010/01
  • Professor, Department of Industrial Engineering and Management, Ming Chi University of Technology, Since 2023/08
  • Associate Director, AI & Data Science Center, Ming Chi University of Technology, Since 2019/09
  • Associate Professor, Department of Industrial Engineering and Management, Ming Chi University of Technology, 2018/08–2023/07
  • Industry-Embedded Faculty Member, Engineering & Electromechanical Review Group, Formosa Plastics Corporate Headquarters, 2018/08–2019/07
  • Visiting Scholar, University of Cincinnati, 2018/06–2018/07 and 2019/06–2019/07
  • Assistant Professor, Department of Industrial Engineering and Management, Ming Chi University of Technology, 2013/08–2018/07
  • Postdoctoral Researcher (R&D Alternative Service), Department of Mechanical Engineering / Department of Library and Information Science, National Taiwan University, 2010/08–2013/07
  • Adjunct Lecturer, Department of Tourism Management, Hsin Hsin University of Science and Technology, 2009/09–2010/01
學歷 Education
  • 國立交通大學，工業工程與管理學系博士，2006/09至2010/02
  • 國立台北科技大學，工業工程與管理系碩士，2004/09至2006/06
  • 國立東華大學，企業管理學系學士，2000/09至2004/06
  • Ph.D., Department of Industrial Engineering and Management, National Chiao Tung University, 2006/09–2010/02
  • M.S., Department of Industrial Engineering and Management, National Taipei University of Technology, 2004/09–2006/06
  • B.B.A., Department of Business Administration, National Dong Hwa University, 2000/09–2004/06
專長 Expertise 大數據分析、深度學習、工安視頻監控、自動光學檢測、專利工程 Big Data Analytics, Deep Learning, Industrial Safety Video Monitoring, Automated Optical Inspection, Patent Engineering
聯絡資訊 Contact Information
  • E-Mail：ssuhanchen@mail.mcut.edu.tw
  • 辦公室：創新大樓工業工程與管理系605室、創新大樓AI&DS中心
  • 電話分機：3104、3303
  • E-Mail: ssuhanchen@mail.mcut.edu.tw
  • Office: Room 605, Department of Industrial Engineering and Management, Innovation Building / AI&DS Center
  • Extension: 3104, 3303

期刊論文 Journal Papers

  1. 陳思翰*、羅淑娟，以自我組織映射圖神經網路為基底之兩階層分群方法分析RFM變數，電子商務研究，4卷3期，265-284，2006。
  2. Der-Baau Perng*, Ssu-Han Chen, Yuan-Shuo Chang, A novel internal thread defect auto-inspection system, International Journal of Advanced Manufacturing Technology, 47(5-8), 731-743, 2010. (SCIE)
  3. Der-Baau Perng*, Ssu-Han Chen, Automatic surface inspection for directional textures using nonnegative matrix factorization, International Journal of Advanced Manufacturing Technology, 48(5-8), 671-689, 2010. (SCIE)
  4. Der-Baau Perng*, Wen-Cheng Wang, Ssu-Han Chen, A novel quasi-contact lens auto-inspection system, Journal of the Chinese Institute of Industrial Engineers, 27(4), 260-269, 2010. (EI/TSSCI)
  5. Der-Baau Perng*, Ssu-Han Chen, Directional textures auto-inspection using discrete cosine transform, International Journal of Production Research, 49(23), 7171-7187, 2011. (SCIE)
  6. Ssu-Han Chen*, Der-Baau Perng, Directional textures auto-inspection using principal component analysis, International Journal of Advanced Manufacturing Technology, 55(9-12), 1099-1110, 2011. (SCIE)
  7. Jeng-Yi Tzeng*, Ssu-Han Chen, College students’ intentions to use e-portfolios: From the perspectives of career-commitment status and weblog publication behaviors, British Journal of Educational Technology, 43(1), 163-176, 2012. (SSCI)
  8. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Identifying and visualizing technology evolution: A case study of smart grid technology, Technological Forecasting and Social Change, 79(6), 1099-1110, 2012. (SSCI)
  9. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Siou-Zih Lin, Detecting the temporal gaps of technology fronts: A case study of smart grid field, Technological Forecasting and Social Change, 79(9), 1705-1719, 2012. (SSCI)
  10. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Driving factors of external funding and funding effects on academic innovation performance in university-industry-government linkages, Scientometrics, 94(3), 1077-1098, 2013. (SCIE/SSCI)
  11. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Exploring technology evolution and transition characteristics of leading countries: A case of fuel cell field, Advanced Engineering Informatics, 27(3), 366-377, 2013. (SCIE)
  12. Mu-Hsuan Huang, Ssu-Han Chen, Chia-Ying Lin, Dar-Zen Chen*, Exploring temporal relationships between scientific and technical fronts: A case of biotechnology field, Scientometrics, 98(2), 1085-1100, 2014. (SCIE/SSCI)
  13. Der-Baau Perng, Hsiao-Wei Liu, Ssu-Han Chen*, A vision-based LED defect auto-recognition system, Nondestructive Testing and Evaluation, 29(4), 315-331, 2014. (SCIE)
  14. Cheng-Ching Chang, Ssu-Han Chen*, A comparative analysis on artificial neural network based two-stage clustering, Cogent Engineering, 2, 995785, 2015. (ESCI)
  15. Yeh-Chun Juan, Ching-Ming Chen, Ssu-Han Chen*, A classifier fusion approach to osteoporosis prediction for women in Taiwan, Journal of Industrial and Production Engineering, 32(6), 360-368, 2015. (EI/TSSCI)
  16. Ssu-Han Chen*, Gamma CUSUM chart with applications to online customer churn prediction, Electronic Commerce Research and Applications, 17, 99-111, 2016. (SCIE/SSCI)
  17. Ssu-Han Chen*, Der-Baau Perng, Automatic optical inspection system for IC molding surface, Journal of Intelligent Manufacturing, 27(5), 915-926, 2016. (SCIE)
  18. Ssu-Han Chen*, Inspecting lens collars for defects using discrete cosine transformation based on an image restoration scheme, IET Image Processing, 10(6), 474-482, 2016. (SCIE)
  19. Hsiao-Wei Liu, Ssu-Han Chen*, Der-Baau Perng, Defect inspection of patterned thin-film ceramic light-emitting diode substrate using a fast randomized principal component analysis, IEEE Transactions on Semiconductor Manufacturing, 29(3), 248-256, 2016. (SCIE)
  20. 陳思翰*、羅淑娟，線上顧客流失之動態預警模式，品質學報，23(5)，334-349，2016。 (EI)
  21. Ssu-Han Chen*, Fast defect inspection of high-resolution and textured cylindrical lens holder surface using RSVD, Nondestructive Testing and Evaluation, 32(1), 59-78, 2017. (SCIE)
  22. Ying-Yuan Chen, Guo-Wei Chen, Ai-Huei Chiou, Ssu-Han Chen*, Forecasting nonlinear time series using an adaptive nonlinear grey Bernoulli model: Cases of energy consumption, The Journal of Grey System, 29(4), 75-93, 2017. (SCIE)
  23. Ching-Sheng Yu, Ssu-Han Chen*. Applying genetic algorithm and GM (h, N) in sales forecasting, Journal of Grey System, 20(2), 109-116, 2017. (Scopus)
  24. Hui-Yun Sung, Hsi-Yin Yeh, Jin-Kwan Lin, Ssu-Han Chen*, A visualization tool of patent topic evolution using a growing cell structure neural network, Scientometrics, 111(3), 1267-1285, 2017. (SCIE/SSCI)
  25. Ssu-Han Chen*, Inspecting mixed textured lens collar images using discrete Fourier transformation, Automatic Control and Computer Sciences, 51(4), 248-253, 2017. (EI)
  26. Hsi-Yin Yeh, Chi-Wei Lo, Kai-Shing Chang, Ssu-Han Chen*, Using hot patents to explore technological evolution: A case from the orthopaedic field, The Electronic Library, 36(1), 159-171, 2018. (SSCI)
  27. Ssu-Han Chen, Ai-Huei Chiou, Chien-Chih Wang*, A NMF-based image restoration scheme with applications to LED integrated substrate defect detection, IEEE Transactions on Semiconductor Manufacturing, 31(4), 486-494, 2018. (SCIE)
  28. Ssu-Han Chen*, Ching-Sheng Yu, Sales forecasting using GA-based generalized grey multivariable models, The Journal of Grey System, 31(1), 66-83, 2019. (SCIE)
  29. Hui-Yun Sung*, Ssu-Han Chen, "The screen shows movement-movement is interesting!" Exploring efficacies of multimedia stories on preschool children's story comprehension and enjoyment, Library Hi Tech, 37(2), 168-182, 2019. (SSCI)
  30. Chi-Chang Chang*, Ssu-Han Chen*, Developing a novel machine learning-based classification scheme for predicting SPCs in breast cancer survivors, Frontiers in Genetics, 10(848), 2019. (SCIE)
  31. Yiyo Kuo*, Ssu-Han Chen, Parameters adjustment optimization for prepreg of copper-clad laminate based on virtual metrology, Applied Sciences, 10(23), 8488, 2020. (SCIE)
  32. Ssu-Han Chen*, Chih-Hsiang Kang, Der-Baau Perng, Detecting and measuring defects in wafer die using GAN and YOLOv3, Applied Sciences, 10(23), 8725, 2020. (SCIE)
  33. Ssu-Han Chen*, Wei-Hsin Lin, Determination of an optimal pipeline for imbalanced classification: Predicting potential customer complaints to a textile manufacturer, International Journal of Industrial Engineering: Theory, Applications and Practice, 27(5), 810-823, 2020. (SCIE)
  34. Ssu-Han Chen*, Chia-Chun Tsai, SMD LED chips defect detection using a YOLOv3-dense model, Advanced Engineering Informatics, 47, 101255, 2021. (SCIE)
  35. Ai-Huei Chiou*, Jun-Luo Wei, Ssu-Han Chen, Ag-functionalized Si nanowire arrays aligned vertically for SERS detection of captured heavy metal ions by BSA, Coatings, 11, 685, 2021. (SCIE)
  36. Ssu-Han Chen, Yiyo Kuo*, Jin-Kwan Lin, Using Mahalanobis distance and decision tree to analyze corrupt patterns of behavior in maintenance outsourcing process, Journal of Quality in Maintenance Engineering, 27(2), 253-263, 2021. (ESCI)
  37. Chao-Wei Wu, Hsiang-Li Shen, Chi-Jie Lu, Ssu-Han Chen*, Hsin-Yi Chen*, Comparison of different machine learning classifiers for glaucoma diagnosis based on Spectralis OCT, Diagnostics, 11(9), 1718, 2021. (SCIE)
  38. Chi-Chang Chang, Tse-Hung Huang, Pei-Wei Shueng, Ssu-Han Chen*, Chun-Chia Chen*, Chi-Jie Lu, Yi-Ju Tseng, Developing a stacked ensemble-based classification scheme for predicting second primary cancers in head and neck cancer survivors, International Journal of Environmental Research and Public Health, 18(23), 12499, 2021. (SCIE/SSCI)
  39. Chin-Chuan Shih, Ssu-Han Chen, Gin-Den Chen, Chi-Chang Chang*, Yu-Lin Shih, Development of a longitudinal diagnosis and prognosis in patients with chronic kidney disease: Intelligent clinical decision-making scheme, International Journal of Environmental Research and Public Health, 18(23), 12807, 2021. (SCIE/SSCI)
  40. Ssu-Han Chen, Huan-Chung Li, Yi-Ching Liaw, Chien-Lung Hsu*, Tuan-Vinh Le, Wei-Ling Luo, Evaluating digital divide based on big wireless logs: A case study among remote tribes in Taiwan, Libri - International Journal of Libraries and Information Studies, 2022. (SSCI)
  41. Yu-Tai Yang, Tzu-Yi Yang*, Ssu-Han Chen, Cher Vinn Tong, Exploring the non-linearity of West Texas intermediate crude oil price-from exchange rate of US dollar and West Texas intermediate crude oil production, Energy Strategy Reviews, 41, 100854, 2022. (SCIE)
  42. Kun-Huang Chen*, Ssu-Han Chen, Applying an artificial intelligence model using multidimensional spatial-temporal data to predict arsenic contamination of groundwater, Process Safety and Environmental Protection, 163, 362-367, 2022. (SCIE)
  43. Ssu-Han Chen, Yu-Tai Yang, Tzu-Yi Yang*, Chiu-Yen Wang, The dynamic effect of unemployment rate and crime rate on suicide rate under economic growth rate, Discrete Dynamics in Nature and Society, 2022, 7473054, 2022. (SCIE)
  44. Ssu-Han Chen, Jer-Huan Jang, Yu-Ru Chang, Chih-Hsiang Kang, Hong-Yi Chen, Kevin Fon-Rey Liu, Fong-Lin Lee, Yang-Shen Hsueh, Meng-Jey Youh*, An automatic foreign matter detection and sorting system for PVC powder, Applied Sciences, 12(12), 6276, 2022. (SCIE)
  45. Ssu-Han Chen, Yu-Wei Lai, Chung-Lun Kuo, Chieh-Yi Lo, Yu-Sung Lin, Yan-Rung Lin*, Chih-Hsiang Kang, Chia-Chun Tsai, A surface defect detection system for golden diamond pineapple based on CycleGAN and YOLOv4, Journal of King Saud University - Computer and Information Sciences, 34(10-A), 8041-8053, 2022. (SCIE)
  46. Tzu-Yi Yang, Ssu-Han Chen*, Yu-Tai Yang, Hao-Hsin Chang, Relationship between crude oil price and production levels: An empirical study of OPEC and non-OPEC states, Frontiers in Environmental Science, 10, 933431, 2022. (SCIE)
  47. Ssu-Han Chen, Guo-Wei Chen, Yi-Ching Liaw*, Jin-Kwan Lin, Shang-En Hsu, Application of adaptive generalized NGBM(1,1) in sales forecasting: A case study of underwear shop, The Journal of Grey System, 34(4), 130-149, 2022. (SCIE)
  48. Yiyo Kuo*, Ssu-Han Chen, Taho Yang, Wei-Chen Hsu, Optimizing U-shaped conveyor assembly line balancing problem considering walking times between assembly tasks, Applied Sciences, 13(6), 3702, 2023. (SCIE)
  49. Tzu-Yi Yang, Yu-Tai Yang, Ssu-Han Chen*, Yu-Ting Lan, Chia-Jui Peng, Dynamic effect of economic growth rate on persistence of suicide, Geospatial Health, 18(1), 1201, 2023. (SCIE)
  50. Tzu-Yi Yang, Chieh Liu, Yu-Tai Yang*, Ssu-Han Chen, The dynamic effect of trading between China and Taiwan under exchange rate fluctuations, Humanities and Social Sciences Communications, 10(1), 1-9, 2023. (SSCI/AHCI)
  51. Ssu-Han Chen, Jer-Huan Jang, Meng-Jey Youh, Yen-Ting Chou, Chih-Hsiang Kang, Chang-Yen Wu, Chih-Ming Chen, Jiun-Shiung Lin, Jin-Kwan Lin, Kevin Fong-Rey Liu*, Real-time video smoke detection based on deep domain adaptation for injection molding machines, Mathematics, 11(17), 3728, 2023. (SCIE)
  52. Ping-Hung Wu, Siou-Zih Lin, Yuan-Teng Chang, Yu-Wei Lai, Ssu-Han Chen*, A self-training-based system for die defect classification, Mathematics, 12(15), 2415, 2024. (SCIE)
  53. Ssu-Han Chen*, Meng-Jey Youh, Yan-Ru Chen, Jer-Huan Jang, Hung-Yi Chen, Hoang-Giang Cao, Yang-Shen Hsueh, Chuan-Fu Liu, Kevin Fong-Rey Liu, Automatic foreign matter segmentation system for superabsorbent polymer powder: Application of diffusion adversarial representation learning, Mathematics, 12(16), 2473, 2024. (SCIE)
  54. Yen-Ting Li, Yu-Cheng Chan*, Chen-Che Huang, Yu-Chang Hsu, Ssu-Han Chen*, YOLOSeg with applications to wafer die defect segmentation, Scientific Reports, 15, 2311, 2025.
  55. Ssu-Han Chen, Fang-Ching Liu, John Siraj-Blatchford, Hui-Yun Sung*, Fit for purpose: Exploring emergent readers’ categorization of visual information using the repertory grid technique, Journal of Librarianship and Information Science, 2025. (SSCI)
  56. Yen-Ting Chou, Kai-Wen Lu, Ssu-Han Chen*, Domain adaptation for foreign matter inspection in powders, International Journal of Advanced Manufacturing Technology, 142, 2615-2626, 2026. (SCIE)
  57. Shwu-Feng Tsay, Jih-Mei Lai, Yen-Ting Chou, Keng-Yi Liao*, Ssu-Han Chen*, Automated machine learning for predicting pressure injury risk in home care centers throughout Taiwan, Health & Social Care in the Community, 2026, 5538914, 2026. (SSCI)
  1. Ssu-Han Chen*, Shu-Juan Luo, A two-stage clustering method based on self-organizing map neural networks for analysis of RFM variables, Electronic Commerce Studies, Vol. 4, No. 3, 265-284, 2006.
  2. Der-Baau Perng*, Ssu-Han Chen, Yuan-Shuo Chang, A novel internal thread defect auto-inspection system, International Journal of Advanced Manufacturing Technology, 47(5-8), 731-743, 2010. (SCIE)
  3. Der-Baau Perng*, Ssu-Han Chen, Automatic surface inspection for directional textures using nonnegative matrix factorization, International Journal of Advanced Manufacturing Technology, 48(5-8), 671-689, 2010. (SCIE)
  4. Der-Baau Perng*, Wen-Cheng Wang, Ssu-Han Chen, A novel quasi-contact lens auto-inspection system, Journal of the Chinese Institute of Industrial Engineers, 27(4), 260-269, 2010. (EI/TSSCI)
  5. Der-Baau Perng*, Ssu-Han Chen, Directional textures auto-inspection using discrete cosine transform, International Journal of Production Research, 49(23), 7171-7187, 2011. (SCIE)
  6. Ssu-Han Chen*, Der-Baau Perng, Directional textures auto-inspection using principal component analysis, International Journal of Advanced Manufacturing Technology, 55(9-12), 1099-1110, 2011. (SCIE)
  7. Jeng-Yi Tzeng*, Ssu-Han Chen, College students’ intentions to use e-portfolios: From the perspectives of career-commitment status and weblog publication behaviors, British Journal of Educational Technology, 43(1), 163-176, 2012. (SSCI)
  8. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Identifying and visualizing technology evolution: A case study of smart grid technology, Technological Forecasting and Social Change, 79(6), 1099-1110, 2012. (SSCI)
  9. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Siou-Zih Lin, Detecting the temporal gaps of technology fronts: A case study of smart grid field, Technological Forecasting and Social Change, 79(9), 1705-1719, 2012. (SSCI)
  10. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Driving factors of external funding and funding effects on academic innovation performance in university-industry-government linkages, Scientometrics, 94(3), 1077-1098, 2013. (SCIE/SSCI)
  11. Ssu-Han Chen, Mu-Hsuan Huang, Dar-Zen Chen*, Exploring technology evolution and transition characteristics of leading countries: A case of fuel cell field, Advanced Engineering Informatics, 27(3), 366-377, 2013. (SCIE)
  12. Mu-Hsuan Huang, Ssu-Han Chen, Chia-Ying Lin, Dar-Zen Chen*, Exploring temporal relationships between scientific and technical fronts: A case of biotechnology field, Scientometrics, 98(2), 1085-1100, 2014. (SCIE/SSCI)
  13. Der-Baau Perng, Hsiao-Wei Liu, Ssu-Han Chen*, A vision-based LED defect auto-recognition system, Nondestructive Testing and Evaluation, 29(4), 315-331, 2014. (SCIE)
  14. Cheng-Ching Chang, Ssu-Han Chen*, A comparative analysis on artificial neural network based two-stage clustering, Cogent Engineering, 2, 995785, 2015. (ESCI)
  15. Yeh-Chun Juan, Ching-Ming Chen, Ssu-Han Chen*, A classifier fusion approach to osteoporosis prediction for women in Taiwan, Journal of Industrial and Production Engineering, 32(6), 360-368, 2015. (EI/TSSCI)
  16. Ssu-Han Chen*, Gamma CUSUM chart with applications to online customer churn prediction, Electronic Commerce Research and Applications, 17, 99-111, 2016. (SCIE/SSCI)
  17. Ssu-Han Chen*, Der-Baau Perng, Automatic optical inspection system for IC molding surface, Journal of Intelligent Manufacturing, 27(5), 915-926, 2016. (SCIE)
  18. Ssu-Han Chen*, Inspecting lens collars for defects using discrete cosine transformation based on an image restoration scheme, IET Image Processing, 10(6), 474-482, 2016. (SCIE)
  19. Hsiao-Wei Liu, Ssu-Han Chen*, Der-Baau Perng, Defect inspection of patterned thin-film ceramic light-emitting diode substrate using a fast randomized principal component analysis, IEEE Transactions on Semiconductor Manufacturing, 29(3), 248-256, 2016. (SCIE)
  20. Ssu-Han Chen*, Shu-Juan Luo, A dynamic early-warning model for online customer churn, Journal of Quality, 23(5), 334-349, 2016. (EI)
  21. Ssu-Han Chen*, Fast defect inspection of high-resolution and textured cylindrical lens holder surface using RSVD, Nondestructive Testing and Evaluation, 32(1), 59-78, 2017. (SCIE)
  22. Ying-Yuan Chen, Guo-Wei Chen, Ai-Huei Chiou, Ssu-Han Chen*, Forecasting nonlinear time series using an adaptive nonlinear grey Bernoulli model: Cases of energy consumption, The Journal of Grey System, 29(4), 75-93, 2017. (SCIE)
  23. Ching-Sheng Yu, Ssu-Han Chen*. Applying genetic algorithm and GM (h, N) in sales forecasting, Journal of Grey System, 20(2), 109-116, 2017. (Scopus)
  24. Hui-Yun Sung, Hsi-Yin Yeh, Jin-Kwan Lin, Ssu-Han Chen*, A visualization tool of patent topic evolution using a growing cell structure neural network, Scientometrics, 111(3), 1267-1285, 2017. (SCIE/SSCI)
  25. Ssu-Han Chen*, Inspecting mixed textured lens collar images using discrete Fourier transformation, Automatic Control and Computer Sciences, 51(4), 248-253, 2017. (EI)
  26. Hsi-Yin Yeh, Chi-Wei Lo, Kai-Shing Chang, Ssu-Han Chen*, Using hot patents to explore technological evolution: A case from the orthopaedic field, The Electronic Library, 36(1), 159-171, 2018. (SSCI)
  27. Ssu-Han Chen, Ai-Huei Chiou, Chien-Chih Wang*, A NMF-based image restoration scheme with applications to LED integrated substrate defect detection, IEEE Transactions on Semiconductor Manufacturing, 31(4), 486-494, 2018. (SCIE)
  28. Ssu-Han Chen*, Ching-Sheng Yu, Sales forecasting using GA-based generalized grey multivariable models, The Journal of Grey System, 31(1), 66-83, 2019. (SCIE)
  29. Hui-Yun Sung*, Ssu-Han Chen, "The screen shows movement-movement is interesting!" Exploring efficacies of multimedia stories on preschool children's story comprehension and enjoyment, Library Hi Tech, 37(2), 168-182, 2019. (SSCI)
  30. Chi-Chang Chang*, Ssu-Han Chen*, Developing a novel machine learning-based classification scheme for predicting SPCs in breast cancer survivors, Frontiers in Genetics, 10(848), 2019. (SCIE)
  31. Yiyo Kuo*, Ssu-Han Chen, Parameters adjustment optimization for prepreg of copper-clad laminate based on virtual metrology, Applied Sciences, 10(23), 8488, 2020. (SCIE)
  32. Ssu-Han Chen*, Chih-Hsiang Kang, Der-Baau Perng, Detecting and measuring defects in wafer die using GAN and YOLOv3, Applied Sciences, 10(23), 8725, 2020. (SCIE)
  33. Ssu-Han Chen*, Wei-Hsin Lin, Determination of an optimal pipeline for imbalanced classification: Predicting potential customer complaints to a textile manufacturer, International Journal of Industrial Engineering: Theory, Applications and Practice, 27(5), 810-823, 2020. (SCIE)
  34. Ssu-Han Chen*, Chia-Chun Tsai, SMD LED chips defect detection using a YOLOv3-dense model, Advanced Engineering Informatics, 47, 101255, 2021. (SCIE)
  35. Ai-Huei Chiou*, Jun-Luo Wei, Ssu-Han Chen, Ag-functionalized Si nanowire arrays aligned vertically for SERS detection of captured heavy metal ions by BSA, Coatings, 11, 685, 2021. (SCIE)
  36. Ssu-Han Chen, Yiyo Kuo*, Jin-Kwan Lin, Using Mahalanobis distance and decision tree to analyze corrupt patterns of behavior in maintenance outsourcing process, Journal of Quality in Maintenance Engineering, 27(2), 253-263, 2021. (ESCI)
  37. Chao-Wei Wu, Hsiang-Li Shen, Chi-Jie Lu, Ssu-Han Chen*, Hsin-Yi Chen*, Comparison of different machine learning classifiers for glaucoma diagnosis based on Spectralis OCT, Diagnostics, 11(9), 1718, 2021. (SCIE)
  38. Chi-Chang Chang, Tse-Hung Huang, Pei-Wei Shueng, Ssu-Han Chen*, Chun-Chia Chen*, Chi-Jie Lu, Yi-Ju Tseng, Developing a stacked ensemble-based classification scheme for predicting second primary cancers in head and neck cancer survivors, International Journal of Environmental Research and Public Health, 18(23), 12499, 2021. (SCIE/SSCI)
  39. Chin-Chuan Shih, Ssu-Han Chen, Gin-Den Chen, Chi-Chang Chang*, Yu-Lin Shih, Development of a longitudinal diagnosis and prognosis in patients with chronic kidney disease: Intelligent clinical decision-making scheme, International Journal of Environmental Research and Public Health, 18(23), 12807, 2021. (SCIE/SSCI)
  40. Ssu-Han Chen, Huan-Chung Li, Yi-Ching Liaw, Chien-Lung Hsu*, Tuan-Vinh Le, Wei-Ling Luo, Evaluating digital divide based on big wireless logs: A case study among remote tribes in Taiwan, Libri - International Journal of Libraries and Information Studies, 2022. (SSCI)
  41. Yu-Tai Yang, Tzu-Yi Yang*, Ssu-Han Chen, Cher Vinn Tong, Exploring the non-linearity of West Texas intermediate crude oil price-from exchange rate of US dollar and West Texas intermediate crude oil production, Energy Strategy Reviews, 41, 100854, 2022. (SCIE)
  42. Kun-Huang Chen*, Ssu-Han Chen, Applying an artificial intelligence model using multidimensional spatial-temporal data to predict arsenic contamination of groundwater, Process Safety and Environmental Protection, 163, 362-367, 2022. (SCIE)
  43. Ssu-Han Chen, Yu-Tai Yang, Tzu-Yi Yang*, Chiu-Yen Wang, The dynamic effect of unemployment rate and crime rate on suicide rate under economic growth rate, Discrete Dynamics in Nature and Society, 2022, 7473054, 2022. (SCIE)
  44. Ssu-Han Chen, Jer-Huan Jang, Yu-Ru Chang, Chih-Hsiang Kang, Hong-Yi Chen, Kevin Fon-Rey Liu, Fong-Lin Lee, Yang-Shen Hsueh, Meng-Jey Youh*, An automatic foreign matter detection and sorting system for PVC powder, Applied Sciences, 12(12), 6276, 2022. (SCIE)
  45. Ssu-Han Chen, Yu-Wei Lai, Chung-Lun Kuo, Chieh-Yi Lo, Yu-Sung Lin, Yan-Rung Lin*, Chih-Hsiang Kang, Chia-Chun Tsai, A surface defect detection system for golden diamond pineapple based on CycleGAN and YOLOv4, Journal of King Saud University - Computer and Information Sciences, 34(10-A), 8041-8053, 2022. (SCIE)
  46. Tzu-Yi Yang, Ssu-Han Chen*, Yu-Tai Yang, Hao-Hsin Chang, Relationship between crude oil price and production levels: An empirical study of OPEC and non-OPEC states, Frontiers in Environmental Science, 10, 933431, 2022. (SCIE)
  47. Ssu-Han Chen, Guo-Wei Chen, Yi-Ching Liaw*, Jin-Kwan Lin, Shang-En Hsu, Application of adaptive generalized NGBM(1,1) in sales forecasting: A case study of underwear shop, The Journal of Grey System, 34(4), 130-149, 2022. (SCIE)
  48. Yiyo Kuo*, Ssu-Han Chen, Taho Yang, Wei-Chen Hsu, Optimizing U-shaped conveyor assembly line balancing problem considering walking times between assembly tasks, Applied Sciences, 13(6), 3702, 2023. (SCIE)
  49. Tzu-Yi Yang, Yu-Tai Yang, Ssu-Han Chen*, Yu-Ting Lan, Chia-Jui Peng, Dynamic effect of economic growth rate on persistence of suicide, Geospatial Health, 18(1), 1201, 2023. (SCIE)
  50. Tzu-Yi Yang, Chieh Liu, Yu-Tai Yang*, Ssu-Han Chen, The dynamic effect of trading between China and Taiwan under exchange rate fluctuations, Humanities and Social Sciences Communications, 10(1), 1-9, 2023. (SSCI/AHCI)
  51. Ssu-Han Chen, Jer-Huan Jang, Meng-Jey Youh, Yen-Ting Chou, Chih-Hsiang Kang, Chang-Yen Wu, Chih-Ming Chen, Jiun-Shiung Lin, Jin-Kwan Lin, Kevin Fong-Rey Liu*, Real-time video smoke detection based on deep domain adaptation for injection molding machines, Mathematics, 11(17), 3728, 2023. (SCIE)
  52. Ping-Hung Wu, Siou-Zih Lin, Yuan-Teng Chang, Yu-Wei Lai, Ssu-Han Chen*, A self-training-based system for die defect classification, Mathematics, 12(15), 2415, 2024. (SCIE)
  53. Ssu-Han Chen*, Meng-Jey Youh, Yan-Ru Chen, Jer-Huan Jang, Hung-Yi Chen, Hoang-Giang Cao, Yang-Shen Hsueh, Chuan-Fu Liu, Kevin Fong-Rey Liu, Automatic foreign matter segmentation system for superabsorbent polymer powder: Application of diffusion adversarial representation learning, Mathematics, 12(16), 2473, 2024. (SCIE)
  54. Yen-Ting Li, Yu-Cheng Chan*, Chen-Che Huang, Yu-Chang Hsu, Ssu-Han Chen*, YOLOSeg with applications to wafer die defect segmentation, Scientific Reports, 15, 2311, 2025.
  55. Ssu-Han Chen, Fang-Ching Liu, John Siraj-Blatchford, Hui-Yun Sung*, Fit for purpose: Exploring emergent readers’ categorization of visual information using the repertory grid technique, Journal of Librarianship and Information Science, 2025. (SSCI)
  56. Yen-Ting Chou, Kai-Wen Lu, Ssu-Han Chen*, Domain adaptation for foreign matter inspection in powders, International Journal of Advanced Manufacturing Technology, 142, 2615-2626, 2026. (SCIE)
  57. Shwu-Feng Tsay, Jih-Mei Lai, Yen-Ting Chou, Keng-Yi Liao*, Ssu-Han Chen*, Automated machine learning for predicting pressure injury risk in home care centers throughout Taiwan, Health & Social Care in the Community, 2026, 5538914, 2026. (SSCI)

獲獎 Awards

  1. 陳思翰*、羅淑娟，以自我組織映射圖神經網路為基底之兩階層分群方法分析RFM變數，2006電子商務與數位生活研討會(EC2006)，台灣台北市，2006年2月12-14日，獲得「佳作論文獎」。
  2. 彭德保*、陳思翰、李恕明、沈威廷、張貴祺、劉曉薇，可預防錯焊線的自動視覺偵測系統之設計與開發，OMADR 2009自動化光學檢測學生實務專題製作競賽，台灣台北市，2009年10月23日，獲得「特優獎」。
  3. 彭德保*、陳思翰、張元碩、李恕明、張朝香、王文政，內螺紋自動檢測機台之設計研發，2009 Taiwan AOI Forum, Show and Contest，台灣台北市，2009年11月5日，獲得「AOI年度論文獎」。
  4. 彭德保*、李恕明、陳思翰、沈威廷、張貴祺、劉曉薇、王文政，可預防錯焊線的自動視覺偵測系統之設計與開發，98年度教育部產業設備系統設計人才培育先導型計畫，台灣新竹，2009年11月12日，獲得「第二名」。
  5. 陳思翰*、彭德保，IC膠體表面自動光學檢測系統，中國工業工程學會102年度年會暨學術研討會，台灣屏東，2013年12月7日，獲得「最佳論文獎」。
  6. 陳思翰，明志科技大學103年度優良教師輔導獎，2014。
  7. 陳思翰、陳進明、阮業春*，以融合方法建立女性骨質疏鬆症預測模型，中國工業工程學會103年度年會暨學術研討會，台灣新北市，2014年12月6日，獲得「最佳論文獎」。
  8. 陳思翰*、彭德保，薄膜陶瓷LED基板之瑕疵檢測，2015 Taiwan AOI Forum & Show，台灣新竹，2015年10月21日，獲選「前十夯技術論文」。
  9. 張凱興，熱門技術演化模型之建置，科技部104年度大專學生研究計畫，2016，指導該學生獲得「研究創作獎」。
  10. 俞瑋婷、楊珮慈、葉思佳，顧客流失動態預測模式：以某線上娛樂公司為例，2016全國工業工程與管理大學生專題論文與技術報告競賽，台灣桃園市，2016年5月26日。指導學生獲得「第二名」。
  11. Guo-Wei Chen, Ying-Yuan Chen, Ssu-Han Chen*, Applications of a Comprehensive NGBM(1, 1) for energy consumption forecasting in China, 2016 International Conference on Business and Information (BAI2016), Nagoya, Japan, July 3-5, 2016. (Best Paper Award)
  12. 陳思翰*、彭德保、卓佩儀、彭莉芸、羅葦玲、蘇家代，鏡頭環圈紋理高解析度影像之瑕疵檢測系統，2016 Taiwan AOI Forum & Show，台灣新竹市，2016年10月20日，獲選「AOI創新獎佳作」。
  13. 陳思翰*、劉曉薇、彭德保，彈簧內壁影像瑕疵之機器視覺檢測系統，2017 Taiwan AOI Forum & Show，台灣新竹市，2017年9月28日，獲選「AOI創新獎入圍獎」。
  14. 陳思翰，106年度科技部補助大專校院獎勵特殊優秀人才，2017。
  15. 李宗頲、徐聿靚、簡雅玉，颱風路徑軌跡分群與災情統計：以台灣地區為例，2018全國工業工程與管理大學生專題論文與技術報告競賽，台灣台中市，2018年6月11日。指導學生獲得「第三名」。
  16. Ssu-Han Chen*, Latent partner structure detection: An application of social network analysis, the 6th International Conference on Industrial Engineering and Applications (ICIEA 2019), Tokyo, Japan, April 12-15, 2019. (Excellent Oral Presentation)
  17. Ai-Huei Chiou*, Shinn-Dar Wu, Ssu-Han Chen, Optimized conductivity of PEMFC hot running-layer composite carbon bipolar plates using Taguchi method, 2019 8th International Conference on Environment, Energy and Biotechnology (ICEEB 2019), Okinawa, Japan, July 2-5, 2019. (Best Oral Presentation)
  18. 陳思翰，表面黏著型發光二極體自動瑕疵檢測：深度學習之應用，科技工程司工業工程與管理學門專題計畫研究成果發表會，台灣台中市，2019年11月26日，獲選「計畫成果海報優等獎」。
  19. 蔡嘉駿，基於YOLOv3-dense表面瑕疵檢測：以LED晶粒為例，2020 全國「工業工程與管理」碩士論文競賽生產系統組，台灣雲林縣，2020年7月9日，指導學生獲得「佳作」。
  20. 陳思翰，109年度科技部補助大專校院獎勵特殊優秀人才，2020。
  21. Yiyo Kuo*, Ssu-Han Chen, Parameters adjustment optimization for Prepreg of copper clad laminate based on virtual metrology, 2nd International Symposium on Engineering and Technology (ISET 2020), Nantou, Taiwan, November 14-16, 2020. (Best Oral Presentation)
  22. 黃渟晏、簡于婷，鳳梨釋迦表面瑕疵偵測系統：深度學習的應用，110年中國工程師學會學生分會工程論文競賽，台灣屏東縣，2021年6月26日，指導學生獲得「特優獎」。
  23. 周彥廷、劉哲瑋、曾筱雯，第一屆全國AI圖像辨識應用競賽-大專院校組，台灣新北市，2021年8月6日，指導學生獲得「冠軍」。
  24. 陳思翰，110年度科技部補助大專校院獎勵特殊優秀人才，2021。
  25. 陳思翰，110學年特殊優秀教研人才，2021。
  26. 周彥廷，以深度領域適應為基礎的視訊煙霧偵測方法於射出成型機之應用，2022第十五屆崇越論文大賞，2022年9月24日，指導學生獲得「佳作論文獎」。
  27. 賴宥瑋，金鑽鳳梨表面瑕疵檢測系統：CycleGAN與YOLO之應用，2022第十五屆崇越論文大賞，2022年9月24日，指導學生獲得「佳作論文獎」。
  28. 詹育誠，YOLOSeg於晶粒微塵瑕疵分割之應用，2022第十五屆崇越論文大賞，2022年9月24日，指導學生獲得「佳作論文獎」。
  29. 陳思翰，掌握超大規模工業園區之廠商競合關係與工班統帥狀態：門禁大數據分析與應用，110年度國科會工業工程與管理學門專題計畫成果發表會，台灣台中市，2022年12月17日，獲選「研究成果海報優等獎」。
  30. 陳思翰，111年度國科會補助大專校院獎勵特殊優秀人才，2022。
  31. 陳思翰，111學年特殊優秀教研人才，2022。
  32. 黃百生、張元騰、陳彥儒，第二屆全國AI圖像辨識應用競賽-大專院校組，台灣新北市，2023年1月10日，指導學生獲得「亞軍」。
  33. 陳彥儒，粉體異物自動檢測系統：擴散對抗表徵學習之應用，2023第十六屆崇越論文大賞，2023年9月16日，指導學生獲得「佳作論文獎」。
  34. 張元騰，建置以自訓練為基礎之晶粒瑕疵分類系統：半監督式學習的應用，2023第十六屆崇越論文大賞，2023年9月16日，指導學生獲得「優等論文獎」。
  35. 陳思翰，112年度國科會補助大專校院獎勵特殊優秀人才，2023。
  36. 盧楷雯、黃氏芳、張惠裙，第三屆全國AI圖像辨識應用競賽-大專院校組，台灣新北市，2024年1月5日，指導學生獲得「冠軍」。
  37. 張惠裙、李建成、蔡佳均、方卲綾，自駕電動車技術與實務研習營，台灣新北市，2024年8月31日，指導學生獲得「最佳團隊獎」。
  38. 陳思翰，113年度國科會補助大專校院獎勵特殊優秀人才，2024。
  39. Sonnie Sung, Yen-Shi Chen, Yu-Chieh Chen, Pin-Jui Chen, Yi-You Chen, Liang-Heng Chen, Ssu-Han Chen, Kuan-Yu Chen, 5 COUSINS & THE CREEK, 51st Seattle International Film Festival, May 15-25, 2025.
  40. 徐兆澤、林侑緣、陳品慈、高敬，獨立作業區域之零樣本學習跌倒偵測系統，台灣新竹市，114年中國工程師學會學生分會工程論文競賽，工業工程組，2025年7月15日，指導學生獲得「佳作」。
  41. Chung-Chi Tsai, Ssu-Han Chen*, I-Hsuan Lin, GRU-based, transformer, and adversarial autoencoder approaches for anomaly detection in pipeline differential pressure systems, 2025 International Conference on Smart Devices and Sustainable Energy (SDSE 2025), New Taipei City, Taiwan, October 15-17, 2025. (Wang’s Award)
  42. 李建成、韓禎騏、韓先淳，第四屆全國AI圖像辨識應用競賽-大專院校組，台灣新北市，2026年2月23日，指導學生獲得「季軍」。
  43. 連庭誼、吳思儀、張睿宸，第四屆全國AI圖像辨識應用競賽-大專院校組，台灣新北市，2026年2月23日，指導學生獲得「佳作」。
  44. 高敬、徐兆澤、林侑緣、張睿宸，第四屆全國AI圖像辨識應用競賽-專案競賽組，台灣新北市，2026年2月23日，指導學生獲得「亞軍」。
  1. Ssu-Han Chen*, Shu-Juan Luo, “A two-stage clustering method based on self-organizing map neural networks for RFM analysis,” EC2006 Conference on E-Commerce and Digital Life, Taipei, Taiwan, Feb. 12-14, 2006. Honorable Mention Paper Award.
  2. Der-Baau Perng*, Ssu-Han Chen, Shu-Ming Lee, Wei-Ting Shen, Kuei-Chi Chang, Hsiao-Wei Liu, “Design and development of an automatic vision inspection system for preventing wire mis-soldering,” OMADR 2009 AOI Student Practical Project Competition, Taipei, Taiwan, Oct. 23, 2009. Excellence Award.
  3. Der-Baau Perng*, Ssu-Han Chen, Yuan-Shuo Chang, Shu-Ming Lee, Chao-Hsiang Chang, Wen-Cheng Wang, “Design and development of an automatic internal thread inspection machine,” 2009 Taiwan AOI Forum, Show and Contest, Taipei, Taiwan, Nov. 5, 2009. AOI Annual Paper Award.
  4. Der-Baau Perng*, Shu-Ming Lee, Ssu-Han Chen, Wei-Ting Shen, Kuei-Chi Chang, Hsiao-Wei Liu, Wen-Cheng Wang, “Design and development of an automatic vision inspection system for preventing wire mis-soldering,” 2009 MOE Pilot Program for Cultivating Industrial Equipment System Design Talent, Hsinchu, Taiwan, Nov. 12, 2009. Second Place.
  5. Ssu-Han Chen*, Der-Baau Perng, “Automatic optical inspection system for IC molding surfaces,” Annual Conference and Academic Symposium of the Chinese Institute of Industrial Engineers, Pingtung, Taiwan, Dec. 7, 2013. Best Paper Award.
  6. Ssu-Han Chen, Excellent Student Counseling Award, Ming Chi University of Technology, 2014.
  7. Ssu-Han Chen, Chin-Ming Chen, Yeh-Chun Juan*, “A fusion-based prediction model for osteoporosis in Taiwanese women,” Annual Conference and Academic Symposium of the Chinese Institute of Industrial Engineers, New Taipei City, Taiwan, Dec. 6, 2014. Best Paper Award.
  8. Ssu-Han Chen*, Der-Baau Perng, “Defect inspection of thin-film ceramic LED substrates,” 2015 Taiwan AOI Forum & Show, Hsinchu, Taiwan, Oct. 21, 2015. Selected as one of the Top 10 Popular Technical Papers.
  9. Kai-Hsing Chang, “Construction of a hot technology evolution model,” Ministry of Science and Technology Undergraduate Research Program, 2016. Supervised student won the Research Creativity Award.
  10. Wei-Ting Yu, Pei-Tzu Yang, Szu-Chia Yeh, “Dynamic customer churn prediction model: A case study of an online entertainment company,” 2016 National IE&M Undergraduate Project and Technical Report Competition, Taoyuan, Taiwan, May 26, 2016. Supervised student won Second Place.
  11. Guo-Wei Chen, Ying-Yuan Chen, Ssu-Han Chen*, Applications of a Comprehensive NGBM(1, 1) for energy consumption forecasting in China, 2016 International Conference on Business and Information (BAI2016), Nagoya, Japan, July 3-5, 2016. Best Paper Award.
  12. Ssu-Han Chen*, Der-Baau Perng, Pei-Yi Cho, Li-Yun Peng, Wei-Ling Luo, Chia-Tai Su, “Defect inspection system for high-resolution textured lens collar images,” 2016 Taiwan AOI Forum & Show, Hsinchu, Taiwan, Oct. 20, 2016. AOI Innovation Award, Honorable Mention.
  13. Ssu-Han Chen*, Hsiao-Wei Liu, Der-Baau Perng, “Machine vision inspection system for defects in spring inner-wall images,” 2017 Taiwan AOI Forum & Show, Hsinchu, Taiwan, Sept. 28, 2017. AOI Innovation Award Finalist.
  14. Ssu-Han Chen, MOST Special Outstanding Talent Award for Universities and Colleges, 2017.
  15. Tsung-Ting Lee, Yu-Liang Hsu, Ya-Yu Chien, “Typhoon track clustering and disaster statistics: A case study of Taiwan,” 2018 National IE&M Undergraduate Project and Technical Report Competition, Taichung, Taiwan, June 11, 2018. Supervised student won Third Place.
  16. Ssu-Han Chen*, Latent partner structure detection: An application of social network analysis, the 6th International Conference on Industrial Engineering and Applications (ICIEA 2019), Tokyo, Japan, April 12-15, 2019. Excellent Oral Presentation.
  17. Ai-Huei Chiou*, Shinn-Dar Wu, Ssu-Han Chen, Optimized conductivity of PEMFC hot running-layer composite carbon bipolar plates using Taguchi method, 2019 8th International Conference on Environment, Energy and Biotechnology (ICEEB 2019), Okinawa, Japan, July 2-5, 2019. Best Oral Presentation.
  18. Ssu-Han Chen, “Automatic defect inspection of surface-mount LEDs: Applications of deep learning,” Project Results Presentation Meeting of the IE&M Division, Ministry of Science and Technology, Taichung, Taiwan, Nov. 26, 2019. Excellent Poster Award.
  19. Chia-Chun Tsai, “YOLOv3-dense-based surface defect detection: An LED chip case study,” 2020 National Master’s Thesis Competition in Industrial Engineering and Management, Production Systems Group, Yunlin, Taiwan, July 9, 2020. Supervised student won Honorable Mention.
  20. Ssu-Han Chen, MOST Special Outstanding Talent Award for Universities and Colleges, 2020.
  21. Yiyo Kuo*, Ssu-Han Chen, Parameters adjustment optimization for prepreg of copper clad laminate based on virtual metrology, 2nd International Symposium on Engineering and Technology (ISET 2020), Nantou, Taiwan, Nov. 14-16, 2020. Best Oral Presentation.
  22. Ting-Yan Huang, Yu-Ting Chien, “Surface defect detection system for sugar apple pineapples: Applications of deep learning,” 2021 Engineering Paper Competition, Chinese Institute of Engineers Student Branch, Pingtung, Taiwan, June 26, 2021. Supervised students won the Excellence Award.
  23. Yan-Ting Chou, Che-Wei Liu, Hsiao-Wen Tseng, 1st National AI Image Recognition Application Competition, College Division, New Taipei City, Taiwan, Aug. 6, 2021. Supervised students won Championship.
  24. Ssu-Han Chen, MOST Special Outstanding Talent Award for Universities and Colleges, 2021.
  25. Ssu-Han Chen, Distinguished Teaching and Research Talent Award, Academic Year 2021.
  26. Yan-Ting Chou, “Deep domain adaptation-based video smoke detection for injection molding machines,” 15th TSOM Thesis Award, Sept. 24, 2022. Supervised student won Honorable Mention Paper Award.
  27. Yu-Wei Lai, “Golden diamond pineapple surface defect detection system: Applications of CycleGAN and YOLO,” 15th TSOM Thesis Award, Sept. 24, 2022. Supervised student won Honorable Mention Paper Award.
  28. Yu-Cheng Chan, “Application of YOLOSeg to wafer die micro-particle defect segmentation,” 15th TSOM Thesis Award, Sept. 24, 2022. Supervised student won Honorable Mention Paper Award.
  29. Ssu-Han Chen, “Understanding competition-cooperation relationships and work-crew leadership in large-scale industrial parks: Access-control big data analysis and applications,” 2022 NSTC IE&M Project Results Presentation Meeting, Taichung, Taiwan, Dec. 17, 2022. Excellent Research Poster Award.
  30. Ssu-Han Chen, NSTC Special Outstanding Talent Award for Universities and Colleges, 2022.
  31. Ssu-Han Chen, Distinguished Teaching and Research Talent Award, Academic Year 2022.
  32. Bai-Sheng Huang, Yuan-Teng Chang, Yan-Ru Chen, 2nd National AI Image Recognition Application Competition, College Division, New Taipei City, Taiwan, Jan. 10, 2023. Supervised students won Runner-up.
  33. Yan-Ru Chen, “Automatic foreign matter detection system for powder materials: Application of diffusion adversarial representation learning,” 16th TSOM Thesis Award, Sept. 16, 2023. Supervised student won Honorable Mention Paper Award.
  34. Yuan-Teng Chang, “Self-training-based die defect classification system: Application of semi-supervised learning,” 16th TSOM Thesis Award, Sept. 16, 2023. Supervised student won Excellent Paper Award.
  35. Ssu-Han Chen, NSTC Special Outstanding Talent Award for Universities and Colleges, 2023.
  36. Kai-Wen Lu, Shih-Fang Huang, Hui-Chun Chang, 3rd National AI Image Recognition Application Competition, College Division, New Taipei City, Taiwan, Jan. 5, 2024. Supervised students won Championship.
  37. Hui-Chun Chang, Chien-Cheng Lee, Chia-Chun Tsai, Shao-Ling Fang, Electric Autonomous Vehicle Technology and Practice Camp, New Taipei City, Taiwan, Aug. 31, 2024. Supervised students won Best Team Award.
  38. Ssu-Han Chen, NSTC Special Outstanding Talent Award for Universities and Colleges, 2024.
  39. Sonnie Sung, Yen-Shi Chen, Yu-Chieh Chen, Pin-Jui Chen, Yi-You Chen, Liang-Heng Chen, Ssu-Han Chen, Kuan-Yu Chen, 5 COUSINS & THE CREEK, 51st Seattle International Film Festival, May 15-25, 2025.
  40. Chao-Tse Hsu, Yu-Yuan Lin, Pin-Tzu Chen, Ching Kao, “Zero-shot fall detection system for independent work areas,” Engineering Paper Competition, Chinese Institute of Engineers Student Branch, Industrial Engineering Group, Hsinchu, Taiwan, July 15, 2025. Supervised students won Honorable Mention.
  41. Chung-Chi Tsai, Ssu-Han Chen*, I-Hsuan Lin, GRU-based, transformer, and adversarial autoencoder approaches for anomaly detection in pipeline differential pressure systems, 2025 International Conference on Smart Devices and Sustainable Energy (SDSE 2025), New Taipei City, Taiwan, Oct. 15-17, 2025. Wang’s Award.
  42. Chien-Cheng Lee, Chen-Chi Han, Hsien-Chun Han, 4th National AI Image Recognition Application Competition, College Division, New Taipei City, Taiwan, Feb. 23, 2026. Supervised students won Third Place.
  43. Ting-Yi Lien, Szu-Yi Wu, Jui-Chen Chang, 4th National AI Image Recognition Application Competition, College Division, New Taipei City, Taiwan, Feb. 23, 2026. Supervised students won Honorable Mention.
  44. Ching Kao, Chao-Tse Hsu, Yu-Yuan Lin, Jui-Chen Chang, 4th National AI Image Recognition Application Competition, Project Division, New Taipei City, Taiwan, Feb. 23, 2026. Supervised students won Runner-up.

政府計畫 Government Funding Programs

  1. 單眼相機鏡頭亮環自動檢測機台之設計與研發，國科會，2013/09/01~2014/07/31，NSC 102-2218-E-131-002-，計畫主持人，662,000元。
  2. 發光二極體薄膜陶瓷基板自動檢測機台之設計與研發，科技部，2014/08/01~2015/07/31，MOST 103-2221-E-131-028-，計畫主持人，501,000元。
  3. 熱門技術演化模型之建置，科技部，2015/07/01~2016/02/28，指導教授，40,000元。
  4. 精密彈簧自動檢測機台之設計與研發，科技部，2015/08/01~2016/07/31，MOST 104-2221-E-131-012-，計畫主持人，580,000元。
  5. 時間間隔管制圖於線上顧客流失預測之應用，科技部，2016/08/01~2017/07/31，MOST 105-2221-E-131-020-，計畫主持人，496,000元。
  6. 表面黏著型發光二極體自動瑕疵檢測：深度學習之應用，科技部，2017/08/01~2019/07/31，MOST 106-2221-E-131-019-MY2，計畫主持人，1,263,000元。
  7. 新北產業鏈結輔導延續計畫，教育部，2018/04/01~2019/12/31，共同主持人，4,000,000元。(林晋寬、林俊雄、郭宜雍、林伯鴻、陳思翰)
  8. AI智能檢測瑕疵之技術應用於傳統產業產學合作計畫，經濟部工業局，2019/03/15~2019/11/30，協同主持人，500,000元。(許智欽、陳思翰、翁偉泰)
  9. 掌握超大規模工業園區之廠商競合關係與工班統帥狀態：門禁大數據分析與應用，科技部，2019/08/01~2021/07/31，MOST 108-2221-E-131-006-MY2，計畫主持人，1,793,000元。
  10. 新北產業鏈結經濟永續發展計畫，教育部，2020/01/01~2022/12/31，協同主持人，15,000,000元。(林晋寬、周宗穎、黃啟梧、郭宜雍、陳思翰、楊朝明、虞邦祥、楊俊明、陳琨太、張秉裕)
  11. AI檢測技術應用於雷射加工產業產學合作計畫，經濟部工業局，2020/03/15~2020/11/30，協同主持人，500,000元。(許智欽、何昭慶、曾釋鋒、翁偉泰、陳思翰)
  12. 將建教合作模式引入問題導向學習之教學現場與成效評估：以數據科學學程之課程為例，教育部，2020/08/01~2021/07/31，PSK1090276，計畫主持人，209,875元。
  13. 以實證醫學觀點整合慢性腎臟病共照網與惡性腫瘤的臨床診斷、預測及預後，科技部，2020/08/01~2021/07/31，MOST 109-2221-E-040-006-，共同主持人，764,000元。(張啟昌、張浤榮、陳順郎、陳思翰)
  14. AI技術應用於自動光學檢測(AOI)產業產學合作計畫，經濟部工業局，2021/03/15~2021/11/30，協同主持人，450,000元。(許智欽、何昭慶、陳金聖、翁偉泰、陳思翰)
  15. 基於AIoT、邊緣運算、雲端微服務、區塊鏈與臨床實證之安全智慧化高齡者整合照護(ICOPE)服務與場域實證：實踐運動促進、飲食促進、社交促進、心智促進之無感監測．有感服務模式--子計畫一：具後量子安全傳輸、階層式屬性安全存取控制、安全授權與適法性區塊鏈之整合式個人健康管理與智慧決策微服務雲建置，科技部，2021/08/01~2022/07/31，MOST 110-2221-E-182-049-，共同主持人，930,000元。(許建隆、余仁方、林俊淵、蔡采璇、陳怡靜、陳思翰)
  16. 以智能臨床決策模型驗證慢性腎臟病長期的診斷與預後：兼論台灣與泰國的實證分析，科技部，2021/08/01~2023/07/31，MOST 110-2221-E-040-004-MY2，共同主持人，1,561,000元。(張啟昌、張浤榮、陳順郎、陳思翰、陳呈旭)
  17. 粉體異物自動檢測：生成對抗網路之應用，科技部，2021/08/01~2024/07/31，MOST 110-2221-E-131-026-MY3，計畫主持人，2,292,000元。
  18. 具信任鏈、可攜式PHR與後量子資安防護之整合式智慧健康促進平台設計與場域實證：以預防及延緩失能與失智服務為例，科技部，2022/08/01~2024/07/31，MOST 111-2410-H-182-007-MY2，共同主持人，1,500,000元。(許建隆、連心瑜、陳思翰、游曉微)
  19. 具數位鑑識監管鏈與隱私保護之階層式零信任車聯網數位鑑識雲服務設計與實作，國科會，2024/08/01~2027/07/31，NSTC 113-2221-E-182-065-MY3，共同主持人，3,750,000元。(許建隆、陳思翰)
  20. 獨立作業區域人員倒臥之智慧工安監控系統，國科會，2024/07/01~2025/02/28，113-2813-C-131-013-E，指導教授，58,000元。
  21. ABF集成基板撕膜瑕疵檢測系統：圖卷積神經網路之應用(I)，國科會，2024/08/01~2025/07/31，NSTC 113-2221-E-131-031-，計畫主持人，798,000元。
  22. 專案式學習與體驗式學習在工作現場的教學成效評估：整合理論與實務的新途徑，教育部，2024/08/01~2025/07/31，PSK1137799，計畫主持人，345,000元。
  23. 船舶光學水尺系統開發與建置，國科會，2025/07/01~2026/02/28，NSTC 114-2813-C-131-013-E，指導教授，58,000元。
  24. 多背景與多類別晶粒瑕疵視覺檢測代理人：視覺語言模型之應用，國科會，2025/08/01~2026/07/31，NSTC 114-2221-E-131-032-，計畫主持人，1,050,000元。
  25. 結合多模態感知與語音互動之自主移動機器人於高齡照護場域之應用研究，國科會，114/12/01~115/11/30，NSTC 114-2637-8-131-001-，3,400,000元。(洪國永、張淑紅、游孟潔、陳思翰)
  1. Design and development of an automatic inspection machine for camera lens bright rings, National Science Council, 2013/09/01-2014/07/31, NSC 102-2218-E-131-002-, Principal Investigator, NT$662,000.
  2. Design and development of an automatic inspection machine for thin-film ceramic LED substrates, Ministry of Science and Technology, 2014/08/01-2015/07/31, MOST 103-2221-E-131-028-, Principal Investigator, NT$501,000.
  3. Construction of a hot technology evolution model, Ministry of Science and Technology, 2015/07/01-2016/02/28, Advisor, NT$40,000.
  4. Design and development of an automatic inspection machine for precision springs, Ministry of Science and Technology, 2015/08/01-2016/07/31, MOST 104-2221-E-131-012-, Principal Investigator, NT$580,000.
  5. Application of time-interval control charts to online customer churn prediction, Ministry of Science and Technology, 2016/08/01-2017/07/31, MOST 105-2221-E-131-020-, Principal Investigator, NT$496,000.
  6. Automatic defect inspection for surface-mount LEDs: Applications of deep learning, Ministry of Science and Technology, 2017/08/01-2019/07/31, MOST 106-2221-E-131-019-MY2, Principal Investigator, NT$1,263,000.
  7. Continuation project for New Taipei industrial linkage counseling, Ministry of Education, 2018/04/01-2019/12/31, Co-Principal Investigator, NT$4,000,000. (Lin Chin-Kuan, Lin Chun-Hsiung, Kuo Yi-Yung, Lin Po-Hung, Ssu-Han Chen)
  8. Industry-academia collaboration project on applying AI intelligent defect inspection technology to traditional industries, Industrial Development Bureau, Ministry of Economic Affairs, 2019/03/15-2019/11/30, Co-Principal Investigator, NT$500,000. (Hsu Chih-Chin, Ssu-Han Chen, Weng Wei-Tai)
  9. Understanding competition-cooperation relationships and work-crew leadership in large-scale industrial parks: Access-control big data analysis and applications, Ministry of Science and Technology, 2019/08/01-2021/07/31, MOST 108-2221-E-131-006-MY2, Principal Investigator, NT$1,793,000.
  10. New Taipei industrial linkage project for sustainable economic development, Ministry of Education, 2020/01/01-2022/12/31, Co-Principal Investigator, NT$15,000,000. (Lin Chin-Kuan, Chou Tsung-Ying, Huang Chi-Wu, Kuo Yi-Yung, Ssu-Han Chen, Yang Chao-Ming, Yu Pang-Hsiang, Yang Chun-Ming, Chen Kun-Tai, Chang Ping-Yu)
  11. Industry-academia collaboration project on applying AI inspection technology to the laser processing industry, Industrial Development Bureau, Ministry of Economic Affairs, 2020/03/15-2020/11/30, Co-Principal Investigator, NT$500,000. (Hsu Chih-Chin, Ho Chao-Ching, Tseng Shih-Feng, Weng Wei-Tai, Ssu-Han Chen)
  12. Introducing industry-academia collaboration into problem-based learning and evaluating teaching effectiveness: A case study of courses in the data science program, Ministry of Education, 2020/08/01-2021/07/31, PSK1090276, Principal Investigator, NT$209,875.
  13. Integrating chronic kidney disease care networks and malignant tumors from an evidence-based medicine perspective for clinical diagnosis, prediction, and prognosis, Ministry of Science and Technology, 2020/08/01-2021/07/31, MOST 109-2221-E-040-006-, Co-Principal Investigator, NT$764,000. (Chang Chi-Chang, Chang Hung-Jung, Chen Shun-Lang, Ssu-Han Chen)
  14. Industry-academia collaboration project on applying AI technology to the AOI industry, Industrial Development Bureau, Ministry of Economic Affairs, 2021/03/15-2021/11/30, Co-Principal Investigator, NT$450,000. (Hsu Chih-Chin, Ho Chao-Ching, Chen Chin-Sheng, Weng Wei-Tai, Ssu-Han Chen)
  15. Safe and intelligent integrated elder care (ICOPE) services and field validation based on AIoT, edge computing, cloud microservices, blockchain, and clinical evidence: Subproject 1—Construction of an integrated personal health management and smart decision-making microservice cloud with post-quantum secure transmission, hierarchical attribute-based access control, secure authorization, and compliant blockchain, Ministry of Science and Technology, 2021/08/01-2022/07/31, MOST 110-2221-E-182-049-, Co-Principal Investigator, NT$930,000. (Hsu Chien-Lung, Yu Jen-Fang, Lin Chun-Yuan, Tsai Tsai-Hsuan, Chen Yi-Ching, Ssu-Han Chen)
  16. Validating long-term diagnosis and prognosis of chronic kidney disease using intelligent clinical decision models: Empirical analyses in Taiwan and Thailand, Ministry of Science and Technology, 2021/08/01-2023/07/31, MOST 110-2221-E-040-004-MY2, Co-Principal Investigator, NT$1,561,000. (Chang Chi-Chang, Chang Hung-Jung, Chen Shun-Lang, Ssu-Han Chen, Chen Cheng-Hsu)
  17. Automatic foreign matter inspection in powders: Applications of generative adversarial networks, Ministry of Science and Technology, 2021/08/01-2024/07/31, MOST 110-2221-E-131-026-MY3, Principal Investigator, NT$2,292,000.
  18. Design and field validation of an integrated smart health promotion platform with trust chain, portable PHR, and post-quantum cybersecurity protection: A case of preventive and delay services for disability and dementia, Ministry of Science and Technology, 2022/08/01-2024/07/31, MOST 111-2410-H-182-007-MY2, Co-Principal Investigator, NT$1,500,000. (Hsu Chien-Lung, Lien Hsin-Yu, Ssu-Han Chen, Yu Hsiao-Wei)
  19. Design and implementation of a hierarchical zero-trust vehicular digital forensics cloud service with forensic chain of custody and privacy protection, National Science and Technology Council, 2024/08/01-2027/07/31, NSTC 113-2221-E-182-065-MY3, Co-Principal Investigator, NT$3,750,000. (Hsu Chien-Lung, Ssu-Han Chen)
  20. Smart industrial safety monitoring system for fallen personnel in independent work zones, National Science and Technology Council, 2024/07/01-2025/02/28, 113-2813-C-131-013-E, Advisor, NT$58,000.
  21. ABF integrated substrate film-peeling defect inspection system: Application of graph convolutional neural networks (I), National Science and Technology Council, 2024/08/01-2025/07/31, NSTC 113-2221-E-131-031-, Principal Investigator, NT$798,000.
  22. Evaluating the teaching effectiveness of project-based and experiential learning in workplaces: A new pathway integrating theory and practice, Ministry of Education, 2024/08/01-2025/07/31, PSK1137799, Principal Investigator, NT$345,000.
  23. Development and implementation of a ship optical draft gauge system, National Science and Technology Council, 2025/07/01-2026/02/28, NSTC 114-2813-C-131-013-E, Advisor, NT$58,000.
  24. Visual inspection agents for die defects under multiple backgrounds and categories: Applications of vision-language models, National Science and Technology Council, 2025/08/01-2026/07/31, NSTC 114-2221-E-131-032-, Principal Investigator, NT$1,050,000.
  25. Application research of autonomous mobile robots integrating multimodal sensing and voice interaction in elder-care settings, National Science and Technology Council, 114/12/01-115/11/30, NSTC 114-2637-8-131-001-, NT$3,400,000. (Hung Kuo-Yung, Chang Shu-Hung, Yu Meng-Chieh, Ssu-Han Chen)

產學合作計畫 Industrial Funding Programs

  1. 智慧型水果快速分級系統之水果外觀演算法，2019/02/01~2019/12/31，計畫主持人。
  2. 建立以深度學習為基礎之工業影像瑕疵分類與瑕疵偵測演算法，2019/10/01~2020/03/31，計畫主持人。(陳思翰、翁偉泰)
  3. 輕油成份預測模組開發，2019/07/01~2019/12/31，共同主持人。(蔡榮進、陳思翰、張秉裕)
  4. 預餾單元操作優化模組之開發，2020/02/01~2020/10/31，共同主持人。(蔡榮進、陳思翰、張秉裕)
  5. ARO2廠轉烷汽提塔優化模組之開發，2020/06/15~2021/04/15，共同主持人。(蔡榮進、陳思翰、張秉裕)
  6. 隱藏關聯探索於智慧稽核之應用，2020/07/01~2022/06/30，計畫主持人。
  7. 多變量離群值偵測之系統建置，2020/07/01~2020/12/31，計畫主持人。(陳思翰、林晋寬、郭宜雍、林俊雄、陳琨太)
  8. 客戶與營業人員異常關聯分析，2020/07/01~2020/12/31，共同主持人。(郭宜雍、林晋寬、陳思翰、張秉裕、林伯鴻)
  9. 人工智慧基礎推廣，2020/12/01~2021/02/28，共同主持人。(陳琨太、俞凱允、張秉裕、陳思翰、黃浚瑋)
  10. 評估以空間電位分佈模擬非接觸方法量測小線寬電路電壓，2021/04/01~2021/12/20，計畫主持人。
  11. ARO2廠泵浦P622軸封洩漏(煙霧影像辨識)監控系統與初步平行展開案，2021/05/01~2022/02/28，共同主持人。(劉豐瑞、陳思翰、游孟潔、章哲寰)
  12. 信用狀語意分析之智能輔助應用系統，2021/09/01~2022/08/31，計畫主持人。(陳思翰、林晋寬、郭宜雍、白恭瑞、陳昆皇)
  13. 電氣室高壓盤進階安全監測系統，2021/12/20~2022/09/30，計畫主持人。(陳思翰、游孟潔、劉豐瑞、章哲寰)
  14. 無人機房數據分析及研究，2022/04/15~2023/04/14，計畫主持人。
  15. 單人投料作業人員倒臥偵測系統，2022/08/01~2023/07/31，計畫主持人。(陳思翰、游孟潔、林晋寬、劉豐瑞、章哲寰)
  16. 深度分群方法之研發與應用，2022/08/01~2023/01/31，計畫主持人。(陳思翰、林晋寬、郭宜雍、陳昆皇)
  17. 應用人工智慧技術培植科技農業計畫，2023/04/15~2023/10/15，計畫主持人。
  18. 以隨機化奇異值分解為基礎之影像還原技術，2023/04/01~2023/04/30，計畫主持人。
  19. 居家護理照護管理系統-壓傷風險評估模組精進，2023/06/01~2023/07/31，計畫主持人。
  20. 地下管網微漏偵測機制建置，2023/07/30~2023/12/15，計畫主持人。
  21. 全企業出口智能訂艙系統(1)：出口選船作業優化模組開發，2023/11/01~2024/06/30，計畫主持人。(陳思翰、劉弘一)
  22. 煤炭選購AI輔助模組，2023/12/01~2024/07/31，計畫主持人。(陳思翰、張秉裕、林晋寬、陳昆皇)
  23. AI工程技術訓練班，2023/11/01~2024/10/31，協同主持人。(林晋寬、林俊雄、俞凱允、陳思翰、白恭瑞、張秉裕、陳琨太、陳昆皇、蔡榮進、陳順基、林君玲)
  24. 保養類施工細目智能化AI編審，2024/05/01~2024/07/31，計畫主持人。(陳思翰、林晋寬、陳昆皇)
  25. ARO3廠3B230D注油器輔助AI巡檢系統，2024/05/01~2025/04/30，計畫主持人。(劉豐瑞、陳思翰、高黃江、游孟潔、章哲寰)
  26. 排煙脫硝系統之理論注氨量推薦系統，2024/08/01~2025/01/31，計畫主持人。(陳思翰、邱昱仁、劉豐瑞)
  27. 全企業出口智能訂艙系統(2)：出口選船作業自動詢議價模組開發，2024/07/01~2024/12/31，計畫主持人。(陳思翰、劉弘一)
  28. 新竹院區地底管線智慧圖資建置計畫，2024/11/01~2024/12/31，計畫主持人。
  29. 委託進行骨架偵測與LLM結合優化分析、瑕疵分類優化分析，2024/10/15~2024/12/17，計畫主持人。
  30. 保養施工細目智能化審核作業於大陸寧波廠區之平行展開，2025/02/01~2025/05/31，計畫主持人。
  31. 保養類施工細目編輯及AI智能搜尋審查系統於大陸昆山、南通、廈門與惠州廠區之平行展開，2025/04/01~2025/08/31，計畫主持人。(陳思翰、林晋寬、陳昆皇)
  32. 多元高感度智慧偵測模組應用效能提升研究，2025/03/15~2025/08/29，計畫主持人。
  33. 煤質對發電成本分析模組之精進，2025/04/15~2025/10/15，計畫主持人。(陳思翰、張秉裕)
  34. 智慧風機異常診斷模型測試與特徵強化分析勞務委託，2025/06/15~2025/07/15，計畫主持人。
  35. 智慧微漏診斷模型測試與特徵強化分析勞務委託，2025/10/15~2025/11/25，計畫主持人。
  1. Fruit appearance algorithm for a smart rapid fruit grading system, 2019/02/01-2019/12/31, Principal Investigator.
  2. Development of deep learning-based industrial image defect classification and defect detection algorithms, 2019/10/01-2020/03/31, Principal Investigator. (Ssu-Han Chen, Weng Wei-Tai)
  3. Development of a light-oil composition prediction module, 2019/07/01-2019/12/31, Co-Principal Investigator. (Tsai Jung-Chin, Ssu-Han Chen, Chang Ping-Yu)
  4. Development of an optimization module for pre-distillation unit operations, 2020/02/01-2020/10/31, Co-Principal Investigator. (Tsai Jung-Chin, Ssu-Han Chen, Chang Ping-Yu)
  5. Development of an optimization module for the ARO2 depropanizer stripping tower, 2020/06/15-2021/04/15, Co-Principal Investigator. (Tsai Jung-Chin, Ssu-Han Chen, Chang Ping-Yu)
  6. Application of hidden association exploration to intelligent auditing, 2020/07/01-2022/06/30, Principal Investigator.
  7. Development of a multivariate outlier detection system, 2020/07/01-2020/12/31, Principal Investigator. (Ssu-Han Chen, Lin Chin-Kuan, Kuo Yi-Yung, Lin Chun-Hsiung, Chen Kun-Tai)
  8. Abnormal relationship analysis between customers and sales personnel, 2020/07/01-2020/12/31, Co-Principal Investigator. (Kuo Yi-Yung, Lin Chin-Kuan, Ssu-Han Chen, Chang Ping-Yu, Lin Po-Hung)
  9. Fundamentals promotion program for artificial intelligence, 2020/12/01-2021/02/28, Co-Principal Investigator. (Chen Kun-Tai, Yu Kai-Yun, Chang Ping-Yu, Ssu-Han Chen, Huang Chun-Wei)
  10. Evaluation of a non-contact method for measuring small-linewidth circuit voltage using spatial potential distribution simulation, 2021/04/01-2021/12/20, Principal Investigator.
  11. ARO2 plant P622 shaft seal leakage (smoke image recognition) monitoring system and preliminary parallel deployment project, 2021/05/01-2022/02/28, Co-Principal Investigator. (Liu Feng-Jui, Ssu-Han Chen, Yu Meng-Chieh, Chang Che-Huan)
  12. Intelligent assisted application system for letter-of-credit semantic analysis, 2021/09/01-2022/08/31, Principal Investigator. (Ssu-Han Chen, Lin Chin-Kuan, Kuo Yi-Yung, Pai Kung-Jui, Chen Kun-Huang)
  13. Advanced safety monitoring system for electrical rooms and high-voltage panels, 2021/12/20-2022/09/30, Principal Investigator. (Ssu-Han Chen, Yu Meng-Chieh, Liu Feng-Jui, Chang Che-Huan)
  14. Research on drone room data analysis, 2022/04/15-2023/04/14, Principal Investigator.
  15. Fall detection system for single-operator material loading personnel, 2022/08/01-2023/07/31, Principal Investigator. (Ssu-Han Chen, Yu Meng-Chieh, Lin Chin-Kuan, Liu Feng-Jui, Chang Che-Huan)
  16. Research and application of deep clustering methods, 2022/08/01-2023/01/31, Principal Investigator. (Ssu-Han Chen, Lin Chin-Kuan, Kuo Yi-Yung, Chen Kun-Huang)
  17. Technology agriculture cultivation project using artificial intelligence, 2023/04/15-2023/10/15, Principal Investigator.
  18. Image restoration technology based on randomized singular value decomposition, 2023/04/01-2023/04/30, Principal Investigator.
  19. Enhancement of the pressure injury risk assessment module in a home nursing care management system, 2023/06/01-2023/07/31, Principal Investigator.
  20. Development of a micro-leak detection mechanism for underground pipeline networks, 2023/07/30-2023/12/15, Principal Investigator.
  21. Enterprise export intelligent booking system (1): Development of an optimization module for export vessel selection, 2023/11/01-2024/06/30, Principal Investigator. (Ssu-Han Chen, Liu Hung-Yi)
  22. AI-assisted coal purchasing module, 2023/12/01-2024/07/31, Principal Investigator. (Ssu-Han Chen, Chang Ping-Yu, Lin Chin-Kuan, Chen Kun-Huang)
  23. AI engineering technology training program, 2023/11/01-2024/10/31, Co-Principal Investigator. (Lin Chin-Kuan, Lin Chun-Hsiung, Yu Kai-Yun, Ssu-Han Chen, Pai Kung-Jui, Chang Ping-Yu, Chen Kun-Tai, Chen Kun-Huang, Tsai Jung-Chin, Chen Shun-Chi, Lin Chun-Ling)
  24. AI-based intelligent review and editing of maintenance construction work items, 2024/05/01-2024/07/31, Principal Investigator. (Ssu-Han Chen, Lin Chin-Kuan, Chen Kun-Huang)
  25. ARO3 plant 3B230D lubricator-assisted AI inspection system, 2024/05/01-2025/04/30, Principal Investigator. (Liu Feng-Jui, Ssu-Han Chen, Kao Huang-Chiang, Yu Meng-Chieh, Chang Che-Huan)
  26. Theoretical ammonia injection recommendation system for flue gas denitrification systems, 2024/08/01-2025/01/31, Principal Investigator. (Ssu-Han Chen, Chiu Yu-Jen, Liu Feng-Jui)
  27. Enterprise export intelligent booking system (2): Development of an automatic inquiry and quotation module for export vessel selection, 2024/07/01-2024/12/31, Principal Investigator. (Ssu-Han Chen, Liu Hung-Yi)
  28. Smart underground pipeline map construction project for the Hsinchu campus, 2024/11/01-2024/12/31, Principal Investigator.
  29. Entrusted project for optimization analysis integrating skeleton detection with LLMs and defect classification enhancement, 2024/10/15-2024/12/17, Principal Investigator.
  30. Parallel deployment of intelligent review operations for maintenance construction work items at the Ningbo plant in China, 2025/02/01-2025/05/31, Principal Investigator.
  31. Parallel deployment of an AI intelligent search and review system for maintenance work-item editing at the Kunshan, Nantong, Xiamen, and Huizhou plants in China, 2025/04/01-2025/08/31, Principal Investigator. (Ssu-Han Chen, Lin Chin-Kuan, Chen Kun-Huang)
  32. Research on performance enhancement of multi-sensitivity smart detection modules, 2025/03/15-2025/08/29, Principal Investigator.
  33. Enhancement of the coal-quality-based power generation cost analysis module, 2025/04/15-2025/10/15, Principal Investigator. (Ssu-Han Chen, Chang Ping-Yu)
  34. Contracted service for testing and feature enhancement analysis of a smart wind turbine anomaly diagnosis model, 2025/06/15-2025/07/15, Principal Investigator.
  35. Contracted service for testing and feature enhancement analysis of a smart micro-leak diagnosis model, 2025/10/15-2025/11/25, Principal Investigator.

學生作品 Student Works

  1. 俞瑋婷、楊珮慈、葉思佳，顧客流失動態預測模式：以某線上娛樂公司為例，大專生專題，2016。
  2. 周貞含、林子婷、林珉卉、褚怡婷，奧客客群之偵測與探索：以某台灣染整業為例，大專生專題，2016。
  3. 陳國瑋，自適應廣義化非線性灰色白努利模型於銷售預測之應用-以某沖頭零售商為例，碩士論文，2017。
  4. 余清昇，灰色多變量模型於銷售預測之應用-以台北年貨大街之某商店為例，在職專班碩士論文，2017。
  5. 卓佩儀、黃月馨、羅葦玲、蘇家代，醫美診所之顧客區隔與產品關聯規則分析，大專生專題，2017。
  6. 王鈺文、葉慈韻、葉語凡，應用GM(1,1)於年貨大街某蔘藥行之產品銷售量預測，大專生專題，2017。(第三名)
  7. 陳長筠、黃捷湄、劉玲嘉，滷味店之商品關聯分析：以滷都香為例，大專生專題，2017。
  8. 林瑋新，生產訂單之客訴預測以某紡織業為例，碩士論文，2018。
  9. 李宗頲、徐聿靚、簡雅玉，颱風路徑軌跡分群與災情統計：以台灣地區為例，大專生專題，2018。(第二名)
  10. 蔡嘉駿、鄭宇哲、鄭宇特，建立病人失約預測模型，大專生專題，2018。
  11. 賴加傑，建立新興主題多指標偵測法：以深度學習領域為例，碩士論文，2019。
  12. 黃雅筑，應用深度學習探討照片對募款績效影響-以蘋果基金會為例，碩士論文，2019。
  13. 羅葦玲，台灣原住民部落之數位落差分析，碩士論文，2019。
  14. 于子翔、林藝芳、胡翰秀，建置汽車維修廠顧客流失預測模型與探索風險因子，大專生專題，2019。
  15. 劉倢君、郭怡安、林宥辰、黃哲威，客戶與產品之雙聚類演化分析：以某工業用五金廠為例，大專生專題，2019。
  16. 蔡嘉駿，基於YOLOV3-dense表面瑕疵檢測：以LED晶粒為例，碩士論文，2020。
  17. 康智翔，基於GAN與YOLOV3之表面瑕疵檢測方法：以晶粒為例，碩士論文，2020。
  18. 陳昆祿，以深度學習模型預測加油槍氣油比之研究，在職專班碩士論文，2020。
  19. 劉明軒，後勤支援服務品質及顧客滿意度關聯性之研究－以裝備維修工廠為例，在職專班碩士論文，2020。
  20. 張立鵬、許博惟，購物籃分析-以藥局資料庫為例，大專生專題，2020。
  21. 林詩媗、郭建新、陳竒帆，鋼鐵回收率之預測與準則探索，大專生專題，2020。
  22. 黃渟晏、簡于婷，水果表面瑕疵偵測，大專生專題，2021。
  23. 張心綺、顏妤芯，晶圓表面之瑕疵偵測，大專生專題，2021。
  24. 許育章，以深度學習進行晶粒瑕疵分割，碩士論文，2021。
  25. 賴宥瑋，金鑽鳳梨表面瑕疵偵測系統：深度學習之應用，碩士論文，2021。
  26. 詹育誠，以YOLOV4與U-Net為基礎之兩階段模型：晶粒表面瑕疵分割的應用，碩士論文，2021。
  27. 徐上恩，簡易預測：應用單變量時間序列模型系統於三和夜市某內衣商店之銷售預測，在職專班碩士論文，2021。
  28. 吳佩秦、吳依庭、林郁漫，鋼片瑕疵分類方法，大專生專題，2022。
  29. 陳楚珺、許婕妤、陳冠瑾，以深度學習方法偵測眼瞼下垂：醫學美容之應用，大專生專題，2022。
  30. 周彥廷，以深度領域適應為基礎的視訊煙霧偵測方法於射出成型機之應用，碩士論文，2022。
  31. 汪晉安，U-Net於發光二極體薄膜陶瓷基板之瑕疵分割，在職專班碩士論文，2022。
  32. 劉哲瑋，作業人員之工安視訊監控系統：個人防護裝備、入侵與跌倒辨識，碩士論文，2022。
  33. 張仕勳、潘則維，邏輯斯迴歸模型於廠商圍標行為之偵測，大專生專題，2023。
  34. 羅登衍、沈聖鎧，晶圓測試針痕異常分類，大專生專題，2023。
  35. 曾筱雯，以影像與訊息框架預測募款績效-以蘋果基金會為例，碩士論文，2023。
  36. 張元騰，晶粒瑕疵分類系統：偽標籤法的應用，碩士論文，2023。
  37. 陳彥儒，粉體異物分割：生成對抗網路之應用，碩士論文，2023。
  38. 黃百生，以人體骨架為基礎之單人作業區人員跌倒辨識系統，碩士論文，2023。
  39. 張詠成、陳日滕、陳代哲，工業安全跌倒偵測，大專生專題，2024。
  40. 張孟楷、張紘緯，斑馬線未禮讓行人之評估方法，大專生專題，2024。
  41. 汪晨偉，滾輪壓膜機切刀系統預知診斷研究，在職專班碩士論文，2024。
  42. 盧楷雯，塑膠粉體異物檢測之領域適應應用，碩士論文，2024。
  43. Hoang Thi Phuong, Revolutionizing Wafer Defect Inspection with DDPM, Master Thesis, 2024.
  44. 蕭書睿、羅建加，解析原物料市場與趨勢發展：使用爬蟲與大型語言模型，大專生專題，2025。
  45. 吳宗昇、陳品慈、黃富城，在地端中運用自然語言輔助程式專案開發，大專生專題，2025。(第一名)
  1. Wei-Ting Yu, Pei-Tzu Yang, Szu-Chia Yeh, Dynamic customer churn prediction model: A case study of an online entertainment company, Undergraduate Project, 2016.
  2. Chen-Han Chou, Tzu-Ting Lin, Min-Hui Lin, Yi-Ting Chu, Detection and exploration of problematic customer segments: A case study of a Taiwanese dyeing and finishing company, Undergraduate Project, 2016.
  3. Kuo-Wei Chen, Application of adaptive generalized nonlinear grey Bernoulli model to sales forecasting: A case study of a punch retailer, Master’s Thesis, 2017.
  4. Ching-Sheng Yu, Application of grey multivariable models to sales forecasting: A case study of a shop at Taipei Lunar New Year Market, In-service Master’s Thesis, 2017.
  5. Pei-Yi Cho, Yueh-Hsin Huang, Wei-Ling Luo, Chia-Tai Su, Customer segmentation and product association rule analysis for a medical aesthetics clinic, Undergraduate Project, 2017.
  6. Yu-Wen Wang, Tzu-Yun Yeh, Yu-Fan Yeh, Application of GM(1,1) to product sales forecasting for a ginseng herbal store at the Taipei Lunar New Year Market, Undergraduate Project, 2017. (Third Place)
  7. Chang-Yun Chen, Chieh-Mei Huang, Ling-Chia Liu, Product association analysis for a braised-food shop: A case study of Lu-Du-Xiang, Undergraduate Project, 2017.
  8. Wei-Hsin Lin, Customer complaint prediction for production orders: A case study of a textile company, Master’s Thesis, 2018.
  9. Tsung-Ting Lee, Yu-Liang Hsu, Ya-Yu Chien, Typhoon track clustering and disaster statistics: A case study of Taiwan, Undergraduate Project, 2018. (Second Place)
  10. Chia-Chun Tsai, Yu-Che Cheng, Yu-Te Cheng, Developing a patient no-show prediction model, Undergraduate Project, 2018.
  11. Chia-Chieh Lai, Establishing a multi-indicator detection method for emerging topics: A case study in deep learning, Master’s Thesis, 2019.
  12. Ya-Chu Huang, Investigating the impact of photographs on fundraising performance using deep learning: A case study of the Apple Daily Charity Foundation, Master’s Thesis, 2019.
  13. Wei-Ling Luo, Digital divide analysis of indigenous tribes in Taiwan, Master’s Thesis, 2019.
  14. Tzu-Hsiang Yu, Yi-Fang Lin, Han-Hsiu Hu, Developing a customer churn prediction model and exploring risk factors for an automobile repair shop, Undergraduate Project, 2019.
  15. Chieh-Chun Liu, Yi-An Kuo, Yu-Chen Lin, Che-Wei Huang, Evolutionary biclustering analysis of customers and products: A case study of an industrial hardware factory, Undergraduate Project, 2019.
  16. Chia-Chun Tsai, YOLOv3-dense-based surface defect detection: A case study of LED chips, Master’s Thesis, 2020.
  17. Chih-Hsiang Kang, Surface defect detection based on GAN and YOLOv3: A case study of wafer dies, Master’s Thesis, 2020.
  18. Kun-Lu Chen, Research on predicting vapor-liquid ratio of fuel dispensers using deep learning models, In-service Master’s Thesis, 2020.
  19. Ming-Hsuan Liu, Study on the relationship between logistics support service quality and customer satisfaction: A case study of an equipment maintenance factory, In-service Master’s Thesis, 2020.
  20. Li-Peng Chang, Po-Wei Hsu, Market basket analysis: A case study using a pharmacy database, Undergraduate Project, 2020.
  21. Shih-Hsuan Lin, Chien-Hsin Kuo, Chi-Fan Chen, Prediction and rule exploration of steel recycling rates, Undergraduate Project, 2020.
  22. Ting-Yan Huang, Yu-Ting Chien, Fruit surface defect detection, Undergraduate Project, 2021.
  23. Hsin-Chi Chang, Yu-Hsin Yen, Wafer surface defect detection, Undergraduate Project, 2021.
  24. Yu-Chang Hsu, Wafer die defect segmentation using deep learning, Master’s Thesis, 2021.
  25. Yu-Wei Lai, Golden diamond pineapple surface defect detection system: Applications of deep learning, Master’s Thesis, 2021.
  26. Yu-Cheng Chan, A two-stage model based on YOLOv4 and U-Net: Application to wafer die surface defect segmentation, Master’s Thesis, 2021.
  27. Shang-En Hsu, Simple forecasting: Applying a univariate time-series model system to sales forecasting for an underwear shop at Sanhe Night Market, In-service Master’s Thesis, 2021.
  28. Pei-Chin Wu, Yi-Ting Wu, Yu-Man Lin, Steel sheet defect classification methods, Undergraduate Project, 2022.
  29. Chu-Chun Chen, Chieh-Yu Hsu, Kuan-Chin Chen, Detecting ptosis using deep learning: An application in medical aesthetics, Undergraduate Project, 2022.
  30. Yan-Ting Chou, Deep domain adaptation-based video smoke detection for injection molding machines, Master’s Thesis, 2022.
  31. Chin-An Wang, U-Net-based defect segmentation for thin-film ceramic LED substrates, In-service Master’s Thesis, 2022.
  32. Che-Wei Liu, Industrial safety video monitoring system for operators: Personal protective equipment, intrusion, and fall recognition, Master’s Thesis, 2022.
  33. Shih-Hsun Chang, Tse-Wei Pan, Detection of collusive bidding behavior among vendors using logistic regression models, Undergraduate Project, 2023.
  34. Teng-Yan Luo, Sheng-Kai Shen, Abnormal classification of wafer probe marks, Undergraduate Project, 2023.
  35. Hsiao-Wen Tseng, Predicting fundraising performance using images and message framing: A case study of the Apple Daily Charity Foundation, Master’s Thesis, 2023.
  36. Yuan-Teng Chang, Die defect classification system: Application of pseudo-labeling methods, Master’s Thesis, 2023.
  37. Yan-Ru Chen, Foreign matter segmentation in powders: Applications of generative adversarial networks, Master’s Thesis, 2023.
  38. Bai-Sheng Huang, Human skeleton-based fall recognition system for single-operator work areas, Master’s Thesis, 2023.
  39. Yung-Cheng Chang, Jih-Teng Chen, Tai-Che Chen, Industrial safety fall detection, Undergraduate Project, 2024.
  40. Meng-Kai Chang, Hung-Wei Chang, Evaluation method for vehicles failing to yield to pedestrians at zebra crossings, Undergraduate Project, 2024.
  41. Chen-Wei Wang, Predictive diagnosis research on slitter systems in roller lamination machines, In-service Master’s Thesis, 2024.
  42. Kai-Wen Lu, Domain adaptation applications for foreign matter detection in plastic powders, Master’s Thesis, 2024.
  43. Hoang Thi Phuong, Revolutionizing Wafer Defect Inspection with DDPM, Master’s Thesis, 2024.
  44. Shu-Jui Hsiao, Chien-Chia Lo, Analysis of raw material markets and trend development using web crawlers and large language models, Undergraduate Project, 2025.
  45. Tsung-Sheng Wu, Pin-Tzu Chen, Fu-Cheng Huang, Local project development with natural-language-assisted programming, Undergraduate Project, 2025. (First Place)