« 清華大學創新工程研究室 IE-LAB 清華大學NTHU 工業工程與工程管理學系IEEM    
 

                                                                                                                  
 
 
     研究領域 Research and Publications
Research Interests
 
 
a. Product Service System 產品服務系統  
       
b. Sustainable Design 永續設計  
       
c. Service Innovation 服務創新
       
d. Smart Manufacturing 智慧製造
       
Resume
Find Prof. Chiu in Google Scholar
       
 
Refereed Journal Publications
 
 
  is advised student and is the corresponding author  
 
[61] Chiu, M-C.*, Tsai, C-Z.(蔡丞洲)#& Huang, Y-C.(2024)"Integrating Object Detection and Natural Language Processing Models to Build a Personalized Attraction Recommendation Agent in A Smart Product Service System" , Advanced Engineering Informatics, (Accepted), SCI . ( NSTC 112-2221-E-007 -091 -MY2)
       
[60] Chen, C-C., Wei, C-J.(危佳容)#, Tseng, T-Y(曾琮祐)#, Chiu, M-C.* & Chang, C-C.(2024) "Applying Object Detection and Large Language Model to Establish a Smart Telemedicine Diagnosis System with Chatbot: A Case Study of Pressure Injuries Diagnosis System" , Telemedicine and e-Health, (Accepted), SCI . ( NSTC 112-2221-E-007 -091 -MY2)
       
[59] Akman, G.*, Yorur, B., Boyaci, A. I. & Chiu, M-C.(2023) "Assessing innovation capabilities of manufacturing companies by combination of unsupervised and supervised machine learning approaches" , Applied Soft Computing, 147, 110735., View SCI doi:10.1016/j.asoc.2023.110735
       
[58] Chiu, M-C.* & Wei, C-J.(危佳容)#(2023) "Integrating DeblurGAN and CNN to improve the accuracy of motion blur X-Ray image classification" , Journal of Nuclear Science and Technology, 1-14., View SCI ( NSTC 112-2221-E-007 -091 -MY2) doi:10.1080/00223131.2023.2236106
       
[57] Chiu, M-C., Hsu, H-W.*, Chen, K-S.(陳可馨)# & Wen, C-Y.(溫致淵)#(2023) "A hybrid CNN-GRU based probabilistic model for load forecasting from individual household to commercial building," Energy Reports, 9(10), 94-105, View SCI ( MOST 109-2628-E-007 -002 -MY3 & MOST 109-2221-E-033 -039 -MY3) doi:10.1016/j.egyr.2023.05.090
       
[56] Chiu, M-C., Chiang, Y-H(江毓翔).# & Chiu, J-E.*(2023) "Developing an explainable hybrid deep learning model in digital transformation: An empirical study," Journal of Intelligent Manufacturing, 34(7), 1-18., View SCI (MOST 109-2628-E-007-002-MY3) doi:10.1007/s10845-023-02127-y
       
[55] Chiu, M-C., Wei C-J(危佳容).#, Wang Y-C.(王禹晴)#, Kao M-C.*(2023) "Applying unsupervised learning method to develop a regional risk model based on TCFD: A case study in the United States," Journal of Cleaner Production, 400, 136669. View SCI (MOST 109-2628-E-007-002-MY3 & MOST 110-2637-H-264-001) doi:10.1016/j.jclepro.2023.136669
       
[54] Lee, Y-C., Hsu, H-W.*, Chiang, Y-C., Chen, Y-L.(陳映璉)# and Chiu, M-C. (2023) "Constructing a (fair) load-reduction emergency demand response program: A fee-and-rebate pricing mechanism," International Journal of Electrical Power & Energy Systems,147, 108831. View SCI (MOST MOST 109-2628-E-007 -002 -MY3 and MOST 109-2221-E-033 -039 -MY3) doi:10.1016/j.ijepes.2022.108831
       
[53] Chiu, M-C.*, Lee, Y-H.(李衍函)# and Chen, T-M.(陳道明)#(2022) "Integrating content-based image retrieval and deep learning to improve wafer bin map defect patterns classification," Journal of Industrial and Production Engineering, 39(8), 614-628., Published online. View TSSCI, EI (MOST 109-2628-E-007-002-MY3) doi:10.1080/21681015.2022.2074155
       
[52] Chiu, M-C., Wen, C-Y.(溫致淵)#, Hsu, H-W.* and Wang, W-C.(2022) "Key wastes selection and prediction improvement for biogas production through hybrid machine learning methods," Sustainable Energy Technologies and Assessments, 52, 102223. View SCI (MOST 110-2622-E-007-014) doi:10.1016/j.seta.2022.102223
       
[51] Chiu, M-C., Tu, Y-L.(杜彥陵)# and Kao, M-C.*(2022) "Applying Deep Learning Image Recognition Technology to Promote Environmentally Sustainable Eating Behavior," Sustainable Production and Consumption, 31, 736-749. View SCI (MOST 109-2628-E-007-002-MY3) doi:10.1016/j.spc.2022.03.031
       
[50] Binyet, E., Chiu, M-C., Hsu, H-W.*, Lee, M-Y. and Wen, C-Y.(溫致淵)#(2022) "Potential of Demand Response for Power Reallocation, a Literature Review," Energies 15(3), 863 View SCI doi:10.3390/en15030863
       
[49] Chiu, M-C., Tsai, H-Y.(蔡和諺)# and Chiu, J-E.*(2022) "A Novel Directional Object Detection Method for Piled Objects Using a Hybrid Region-Based Convolutional Neural Network," Advanced Engineering Informatics 51, 101448 View SCI (MOST 109-2628-E-007-002-MY3)
       
[48] Kuo, T-C., Chiu, M-C.*, Huang, J-H.(黃日泓) #, Chang, C-Y.(張承硯)#, Gupta, S. and Akman, G. (2021) "Development of a Data-driven Smart Product Service System Framework Utilizing Unsupervised Learning Model," International Journal of Industrial Engineering: Theory, Applications, and Practice, 28(1), 130-147. View SCI (MOST 109-2628-E-007-002-MY3)
       
[47] Chiu, M-C.* and Chen, T-M.(陳道明)#(2021) "Applying Data Augmentation and Mask R-CNN-based Instance Segmentation Method for Mixed-Type Wafer Maps Defect Patterns Classification," IEEE Transactions on Semiconductor Manufacturing, 34(4), 455-463. View SCI (MOST 109-2628-E-007-002-MY3) doi:10.1109/TSM.2021.3118922
       
[46] Chiu, M-C.*, Huang, J-H.(黃日泓)#, Gupta, S. and Akman, G. (2021) "Developing A Personalized Recommendation System in A Smart Product Service System Based on Unsupervised Learning Model," Computers in Industry 128, 103421 View SCI (MOST 109-2628-E-007-002-MY3 & MOST 109-2634-F-007-021) doi:10.1016/j.compind.2021.103421
       
[45] Chiu, M-C., Chung, W-H.* and Lin, H-H.(林昕翰)# (2021) "Applying DFA and Goal Programming to Improve Economic Efficiency, Material Handling Convenience, and Sustainability of a Product Packaging System," Research in Engineering Design, 32, 157-173. View SCI (MOST 109-2628-E-007-002-MY3) doi:10.1007/s00163-020-00355-4
       
[44] Chiu, M-C.* and Chuang, K-H.(莊凱翔)# (2021) "Applying Transfer Learning to Achieve Precision Marketing in an Omni-Channel System – A Case Study of a Sharing Kitchen Platform," International Journal of Production Research, 59(24), 7594-7609. View SCI (MOST 109-2628-E-007-002-MY3 & MOST 109-2634-F-007-021) doi:10.1080/00207543.2020.1868595
       
[43] Kuo, T-C.*, Chen, K-J., Shiang, W-J., Huang, P-B., Otieno, W. and Chiu, M-C. (2020) "A collaborative data-driven analytics of material resource management in smart supply chain by using a hybrid Industry 3.5 strategy," Resources, Conservation and Recycling 164, 105160 View SCI (MOST 109-2628-E-007-002-MY3) doi:10.1016/j.resconrec.2020.105160
       
[42] Chiu, M-C., Hsu H-W.*, Wu, M-C.(吳旻靜)# and Lee, M-Y. (2020) "Future Thinking on Power Planning: A Balanced Model of Regions, Seasons and Environment with a Case of Taiwan," Futures 122, 102599 View SCI (MOST 106-2221-E-007-073-MY3 & MOST 109-2634-F-007-021) doi:10.1016/j.futures.2020.102599
       
[41] Sheu, D.D., Chiu, M-C.* & Cayard, D.(蓋亞德)# (2020) "The 7 Pillars of TRIZ Philosophies," Computers & Industrial Engineering 146, 106572 View SCI (MOST 106-2221-E-007-073-MY3 & MOST 109-2634-F-007-021) doi:10.1016/j.cie.2020.106572
       
[40] Chiu, M-C.* and Wu, J-J.(吳家駒)# (2020) “An Information Model-Based Interface Design Method: A Case Study of Cross-Channel Platform Interfaces,” Human Factors and Ergonomics in Manufacturing & Service Industries 30(6): 385-401 View SCI (MOST 106-2221-E-007-073 -MY3 & MOST 109-2634-F-007-021) doi:10.1002/hfm.20861
       
[39] Chiu, M-C.* and Tsai, C-H.(蔡奇軒)# (2020) “Design a Personalised Product Service System Utilising a Multi-Agent System,” Advanced Engineering Informatics 43, 101036 View SCI (MOST 106-2221-E-007-073 -MY3 & MOST 108-2634-F-007-008) doi:10.1016/j.aei.2020.101036
       
[38] Chiu, M-C., Kuo, T-C.* and Liao, H-T. (2020) “Design for Sustainable Behavior Strategies: Impact of Persuasive Technology on Energy Usage” Journal of Cleaner Production 248, 119214 View SCI (MOST 106-2221-E-007-073 -MY3) doi:10.1016/j.jclepro.2019.119214
       
[37] Chiu, M-C.*, Tsai, C-D.(蔡健得)# and Lee, D-L.(李東龍)# (2020) “An Integrative Machine Learning Method to Improve Fault Detection and Productivity Performance in a Cyber Physical System,” Journal of Computing and Information Science in Engineering, 20(2): 021009 View SCI (MOST 106-2221-E-007-073 -MY3 & MOST 108-2634-F-007-008) doi:10.1115/1.4045663
       
 
[36] Chiu, M-C.*, Huang, P-H(黃博信)# and Tzao, S-H.(曹思漢)# (2019) “Redesigning the User Interface of a Healthcare Management System for the Elderly with a Systematic Usability Testing,” Journal of Industrial and Production Engineering 36, 324-334 View TSSCI, EI (MOST 107-2622-E-007-009-CC3) doi:10.1080/21681015.2019.1647883
       
[35] Kuo, T-C., Chiu, M-C., Chung, W-H*, and Yang, Z-I.(2019) “The Circular Economy of LCD Panel Shipping in a Packaging Logistics System,” Resources, Conservation & Recycling 149, 435-444 View SCI (MOST 105-2622-E-007-015-CC3) doi:10.1016/j.resconrec.2019.06.022
       
[34] Kuo, T-C., Chiu, M-C.*, Hsu, C-W., and Tseng, M-L. (2019) “Supporting Sustainable Product Service Systems: A Product Selling and Leasing Design Model,” Resources, Conservation & Recycling 146, 384-394 View SCI (MOST 106-2221-E-007-073 -MY3) doi:10.1016/j.resconrec.2019.04.007
       
[33] Chiu, M-C., Chu, C-Y.#(朱治垣), and Kuo, T-C.* (2019) “Product Service System Transition Method: Building firm’s Core Competence,” International Journal of Production Research 57(20), 6452-6472 View SCI (MOST 106-2221-E-007-073 -MY3) doi:10.1080/00207543.2019.1566670
       
[32] Chiu, M-C.* and Lin, K-Z.(林孔昭)# (2018) “Utilizing Text Mining and Kansei Engineering to Support Data-driven Design Automation at Conceptual Design Stage,” Advanced Engineering Informatics 38, 826-839 View SCI (MOST 106-2221-E-007 -073 -MY3) doi:10.1016/j.aei.2018.11.002
       
[31] Hurtado, C.*, Chiu, M-C., Ferras, X., Arimany-Serrat, N. and Vidal, D. M. (2018) “Identifying Sustainability-Value Creation Drivers for a Company in the Water Industry Sector: An Empirical Study,” Water Resources Management 32(12), 3961–3978 View SCI doi:10.1007/s11269-018-2030-5
       
[30] Chiu, M-C.*, Chu, C-Y.(朱治垣)# and Chen, C-C.# (2018) “An Integrated Product Service System Modelling Methodology with a Case Study of Clothing Industry,” International Journal of Production Research 56(6), 2388-2409 View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1080/00207543.2017.1374570
       
[29] Chiu, M-C.* and Chen, Y-W.(陳易妏)# (2018) “The Analysis Incomplete Dataset Using Fuzzy C-Medoids Algorithm with a Case Study of Physical Examination Dataset,” International Journal of Industrial Engineering: Theory, Applications and Practice 25(1), 67-76 View SCI (MOST 106-2221-E-007 -073 -MY3)
       
[28] Chiu, M-C.* and Chang, Y-J.(張奕傑)# (2017) “A Service Recovery Method to Enhance Customer Satisfaction with a Case Study of Motion Sport Game,” Human Factors and Ergonomics in Manufacturing & Service Industries 27(5), 233–242 View SCI (NSC 102-2221-E-007-058-MY3) doi:10.1002/hfm.20705
       
[27] Kuo, T-C., Chen, Y-H., Dang, H.T. H., Chiu, M-C. , Hsu, C-W., and Hsiao, Y-L. (2017) “Investigating the Influential Factors of Sustainable Supply Chain Management – Using Two Asian Countries as the Examples,” Sustainable Development 25(6), 559–579 View SCI doi:10.1002/sd.1678
       
[26] Chiu, M-C.* and Hsu, Y-W.(許雅雯)# (2017) “Using Fuzzy C-Means Clustering Based on Integration of Psychological and Physiological Data for Therapeutic Music Design,” Journal of Industrial and Production Engineering 34(5), 382-397 View TSSCI, EI (NSC 102 -2221-E-007-058-MY3) doi:10.1080/21681015.2017.1324528
       
[25] Chiu, M-C.* and Ko, L-W.(柯力瑋)# (2017) “Develop a Personalized Intelligent Music Selection System Based on Heart Rate Variability and Machine Learning,” Multimedia Tools and Applications 76(14), 15607-15639 View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1007/s11042-016-3860-x
       
[24] Chiu, M-C.* and Chiou, J-Y.(邱志一)# (2016) “Technical Service Platform Planning Based on Company Competitive Advantage and Future Market Trend: A Case Study of IC Foundry,” Computers & Industrial Engineering 99, 503-517 View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1016/j.cie.2016.02.019
       
[23] Chiu, M-C.* and Lin, Y-H.(林懿萱)# (2016) “Simulation Based Method Considering Design for Additive Manufacturing and Supply Chain-An Empirical Study of Lamp Industry,” Industrial Management and Data Systems 116(2), 322-348 View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1108/IMDS-07-2015-0266
       
[22] Chiu, M-C.* and Hsieh, M-C.(謝閔智)# (2016) “Latent Human Error Analysis and Efficient Improvement Strategies by Fuzzy TOPSIS in Aviation Maintenance Tasks,” Applied Ergonomics 54, 136-147. View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1016/j.apergo.2015.11.017
       
[21] Huang, P-H.(黃博信)# and Chiu, M-C.* (2016) “Integrating User Centered Design, Universal Design and Goal, Operation, Method and Selection Rules to Improve the Usability of DAISY Player for Persons with Visual Impairments,” Applied Ergonomics 52, 29-42. View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1016/j.apergo.2015.06.008
       
[20] Chiu, M-C.*, Chang, C-H.(張舉豪)#, Chen, Y-T.(陳玉婷)#, Chiou, J-Y.(邱志一)#, and Chang, Y-J.(張奕傑)# (2016) “Redesign for Sustainability and Assemblability Using Particle Swarm Optimization Method,” Journal of Industrial and Production Engineering 33(2), 103-113 View TSSCI, EI (NSC 101-2221-E-007-018) doi:10.1080/21681015.2015.1111264
       
[19] Hsiao, W-B.(蕭文彬)#, Chiu, M-C.*, Chen W-F., and Chu, C-Y.(朱治垣) (2016) “A Systematic Service Design Methodology to Achieve Mass Personalisation,” International Journal of Agile Systems and Management 8(3/4), 243-263 View EI (MOST 103-2221-E-007-051-MY3) doi:10.1504/IJASM.2015.073520
       
[18] Chen, Y-T.(陳玉婷)# and Chiu, M-C.* (2015) “A Case-Based Method for Service-Oriented Value Chain and Sustainable Network Design,” Advanced Engineering Informatics 29(3), 269-294. View SCI (MOST 103-2221-E-007-051-MY3) doi:10.1016/j.aei.2015.06.005
       
[17] Chiu, M-C.*, Kuo, M-Y.(郭明諭)#, and Kuo, T-C. (2015) “A Systematic Methodology To Develop Business Model of a Product Service System,” International Journal of Industrial Engineering: Theory, Applications and Practice 22(3), 369-381. View SCI (NSC 102-2221-E-007-058-MY3)
       
[16] Hsieh, M-C.(謝閔智)#, Chiu, M-C.*, and Hwang, S-L. (2015) “An optimal range of information quantity on computer-based procedure interface design in the advanced main control room,” Journal of Nuclear Science and Technology 52(5), 687-694. View SCI (NSC 102-2221-E-007-058-MY3)(NSC 101- 2221-E-007-013- MY2) doi:10.1080/00223131.2014.977832
       
[15] Huang, P-H.(黃博信)#, Chiu, M-C.*, Hwang, S-L., and Wang, J-L. (2015) “Investigating E-Learning Accessibility for Visually-impaired Students: An Experimental Study,” International Journal of Engineering Education 31(2), 495-504.   SCI (MOST 103-2221-E-007-051-MY3)
       
[14] Chang, Y-J.(張奕傑)#, Huang, P-H.(黃博信)#, and Chiu, M-C.* (2014) “Service dissatisfaction detection and service recovery analysis using a logistic regression model: an empirical study of health management motion sport game,” Journal of Industrial and Production Engineering 31(8), 504-512. View TSSCI, EI (NSC 101-2221-E-007-018) doi:10.1080/21681015.2015.1006697
       
[13] Cheng, W-Y.#, Huang, P-H.(黃博信)#, and Chiu, M-C.* (2014) “Integrating Physiological and Psychological Techniques to Measure and Improve Usability: an Empirical Study on Kinect Applying of Health Management Sport,” International Journal of Industrial Engineering: Theory, Applications and Practice, 21(6), 304-316. View SCI (MOST 103 -2221-E-007-051-MY3)
       
[12] Chiou, J-Y.(邱志一)# and Chiu, M-C.* (2014) “Technical Service Platform Based on Company Competitive Advantage and Future Market Trend: A case study of Foundry,” International Journal of Industrial Engineering: Theory, Applications and Practice, 21(6), 327-336. View SCI (NSC 102-2221-E-007-058-MY3)
       
[11] Lo, H-P.(羅皓平)# and Chiu, M-C.* (2014) “A Service Family Design and Business Development Methodology with a Home Service Case Study,” Journal of Industrial and Production Engineering, 31(7), 458-470. View TSSCI, EI (NSC 102-2221-E-007-058-MY3) dio:10.1080/21681015.2014.983195
       
[10] Hsieh, M-C.(謝閔智)#, Chiu, M-C.*, and Hwang, S-L. (2014) “An Interface Redesign for the Feedwater System of the Advanced Boiling Water Reactor in a Nuclear Power Plant in Taiwan,” Journal of Nuclear Science and Technology, 51(5), 720-729. View SCI dio:10.1080/00223131.2014.889584  
       
[9] Chiu, M-C.* and Okudan, G.E. (2014) “An Investigation on Centralized and Decentralized Supply Chain Scenarios at the Product Design Stage to Increase Supply Chain Performance,” IEEE Transactions on Engineering Management, 61(1), 114-128. View SCI dio:10.1109/TEM.2013.2246569  
       
[8] Chiu, M-C.* and Okudan, G.E.# (2014) “An Investigation on the Impact of Product Modularity Level on Supply Chain Performance Metrics: An Industrial Case Study,” Journal of Intelligent Manufacturing, 25(1), 129-145. View SCI doi:10.1007/s10845-012-0680-3
       
[7] Okudan, G.E.*, Ma, J-F., Chiu, M-C., and Lin, T-K.(2013) “Product Modularity and Implications for the Reverse Supply Chain,” Supply Chain Forum: an International Journal, 14(2), 54-69 View  
       
[6] Chiu, M-C.* and Teng, L-W.(鄧力瑋)# (2013) “Sustainable Product and Supply Chain Design Decisions under Uncertainties,” International Journal of Precision Engineering and Manufacturing , 14(11),1953-1960. View SCI (NSC 100-2218-E-007-720) doi:10.1007/s12541-013-0265-x  
       
[5] Okudan, G.E., Chiu, M-C.*, and Kim, T.,(2013) “Perceived Feature Utility-Based Product Family Design: a Mobile Phone Case Study,” Journal of Intelligent Manufacturing, 24(5),935-949. View SCI doi:10.1007/s10845-012-0699-5  
       
[4] Chiu, M-C. and Chu, C-H.* (2012) “Review of Sustainable Product Design from Life Cycle Perspectives,” Journal of Precision Engineering and Manufacturing, 13(7), 1259-1272. View SCI doi:10.1007/s12541-012-0169-1
       
[3] Okudan, G. E.*, Chiu, M-C. , Lin, C-Y., Gupta, S., Claudio, D., and Thevenot, H. (2012) “Applying Axiomatic Design, TRIZ and Mixed Integer Programming to Develop Innovative Design for Locomotive Ballast Arrangement,” International Journal of Advanced Manufacturing Technology, 61(5-8), 827-842. View SCI doi:10.1007/s00170-011-3752-1
       
[2] Chiu, M-C.* and Okudan, G.E.# (2011) “An Integrative Methodology for Product and Supply Chain Design Decisions at the Product Design Stage,” Journal of Mechanical Design, 133(2), 021008:1-15. View SCI doi:10.1007/s00170-011-3752-1
       
[1] Chiu, M-C.* and Okudan, G.E.# (2011) “Investigation of the Applicability of DfX Tools during Design Concept Evolution: A literature Review,” Journal of Product Development,13(2), 132-167. View EI doi:10.1504/IJPD.2011.038869
       
 
 
Selected Refereed Conf. Publications
 
[52] Chen, Y-H.(陳怡諠) & Chiu, M-C.(2024) “Establishing a Case-Based Reasoning System for Carbon Reduction Recommending System”. Symposium on Sustainable Products and Industrial Management 2023 2024, March 23, CNU, Taiwan (Best Paper Award) 2024 永續性產品與產業管理研討會  
 
[52] Huang, H.(黃顥) & Chiu, M-C.(2024) “Incorporating Physiological and Psychological Data with AI Models in 3E Smart User Journey Map for Enhancing User Emotional Experience: A Case Study on APP Usage”. Ergonomics Society of Taiwan Annual Meeting and International Conference 2024, March 09, TTU, Taiwan (Honorable Mention Award) 2024 中華民國人因工程學會年會暨國際學術研討會  
 
[51] Huang, T-H.(黃子恆) , Chiu, M-C. & Kao, M-C. (2023) “Enchancing Emergency First AID Education Effectiveness With An Intelligent Instructional System Integrating Body Movement Classification And Feedback Mechanism: A Case Study On Cardiopulmonary Resuscitation”. Chinese Institute of Industrial Engineers Conference 2023, Dec 09, FCU, Taiwan (Best paper Award) 2023 中國工業工程學會暨學術研討會  
 
[50] Tseng, T-Y.(曾琮祐), Chiu, M-C., Chang, C-C., Chen, C-C. & Yang, S-F. (2023) “Using Deep Learning to Establish a Medical Assistance System for Pressure Injuries Images”. International Conference on Medical and Health Informatics 2023 (ICMHI 2023), May 12, Kyoto, Japan (1st place award) 2023 國際醫學與健康資訊研討會  
 
[49] Bai, Z-R.(白哲睿), Chiu, M-C., Chang, C-C. & Lin, F-C-F. (2023) “Medical Decision Support System of Using Deep Learning to Identify CT Images of Spontaneous Pneumothorax”. International Conference on Medical and Health Informatics 2023 (ICMHI 2023), May 12, Kyoto, Japan (2nd place award) 2023 國際醫學與健康資訊研討會  
 
[48] WEI, C-J.(危佳容), Chiu, M-C., Chang, C-C. & LEE, H-L. (2023) “Utilizing Data Augmentation and Deep Learning to Recognize the Recurrence of HCC Treated with Radical Therapy”. International Conference on Medical and Health Informatics 2023 (ICMHI 2023), May 12, Kyoto, Japan (1st place award) 2023 國際醫學與健康資訊研討會  
 
[47] Hong, S-P.(洪聖博), Chiu, M-C. & Wang, H-F. (2023) “Integrating Multi-Objective Decision Analysis and Multi-Criteria Decision Analysis to Improve Decision-Making Performance of Decision Making: A TCFD Case Study of A Company”. Symposium on Sustainable Products and Industrial Management 2023, APR 22, NTHU, Taiwan (Best paper Award) 2023 永續性產品與產業管理研討會  
 
[46] Tai, P-Y.(戴佩怡), Chiu, M-C. & Zhong W-B.(鍾文彬) (2023) “Applying Natural Language Processing and Life Cycle Assessment to Develop a Green Supplier Risk Assessment System : A Case Study of D Company”. Symposium on Sustainable Products and Industrial Management 2023, APR 22, NTHU, Taiwan (Best paper Award) 2023 永續性產品與產業管理研討會  
 
[45] Yang, L-S.(楊笠笙) & Chiu, M-C. (2023)"Integrating Human Motion Recognition and Virtual Voice Assistant to Improve Assembly Learning Effect: A Case Study of Mobile Phone Assembly (EST 2023), Mar 3, THU, Taiwan (Honorable Mention) 2023 Ergonomics Society of Taiwan Annual Meeting and Conference 人因年會  
 
[44] Chiu, M-C., Hsu, H-W., Chen, K-S.(陳可馨) & Wen, C-Y(溫致淵)., (2023)"A Hybrid CNN-GRU based Probabilistic Model for Load Forecasting from Individual Household to Commercial Building" The 3rd International Conference on Power and Electrical Engineering (ICPEE 2022), Dec 29-31, Singapore (Excellent Presentation Award) 2022 ICPEE國際研討會  
 
[43] Tai, P-Y.(戴佩怡) & Chiu, M-C., (2022) “A Green Supplier Evalution System Based on Natural Language Processing”. Chinese Institute of Industrial Engineers Conference 2022, Nov 12, NQU, Taiwan (Best paper Award) 2022 中國工業工程學會暨學術研討會  
 
[42] Wei, C-J.(危佳容), Chiu, M-C., Chang, C-C. & Lee, H-L. (2022) “Medical Clinical Decision Support System Using Deep Learning to Recognize the Early Recurrence of Eradicative Hepatocellular Carcinoma After Treatment”. Chinese Institute of Industrial Engineers Conference 2022, Nov 12, NQU, Taiwan (Best paper Award) 2022 中國工業工程學會暨學術研討會  
 
[41] Huang, Y-J.(黃于瑞), Chiu, M-C., Lo Kenny. & Wang Alex. (2022) “Using Hybrid Machine Learning Models to Predict Product Quality and Achieve Self Optimization: A Case Study of the Injection Molding Industry”. Chinese Institute of Industrial Engineers Conference 2022, Nov 12, NQU, Taiwan (Best paper Award) 2022 中國工業工程學會暨學術研討會  
 
[40] Wei, C-J.(危佳容) , Chiu, M-C., Li, J-J. , Huang, J-H, Wei, Y-F & Tsai, H-E. (2022) “Applying Enhanced Super-Resolution Generative Adversarial Network on the Correction of Motion Artifact X-ray Image”. Asia Pacific Industrial Engineering and Management System Conference 2022, Nov 9, Evergreen Hotels(Taichung), Taiwan (Best paper Award) 2022 APIEMS 研討會  
 
[39] Tsai, C-Z.(蔡丞洲) & Chiu, M-C., (2022) “Apply Deep Learning Models to Build A Personalized Attraction Recommendation System in A Smart Product Service System”. Symposium on Sustainable Products and Industrial Management 2022, Mar 26, NTHU, Taiwan (Best paper Award) 2022 永續性產品與產業管理研討會  
 
[38] Hsiao, Y-J.(蕭詠仁), Chiu, M-C. & Wang, H-F. (2022) “A Multi-Objective Mathematical Model for Organization Sustainable Management Project Selection: A Case Study of A Company in Taiwan”. Symposium on Sustainable Products and Industrial Management 2022, Mar 26, NTHU, Taiwan (Best paper Award) 2022 永續性產品與產業管理研討會  
 
[37] Feng, P-Z.(馮品叡), & Chiu, M-C., (2022)"Using deep vision recongnition to detect unsafe driving behavior". The 29th Ergonomics Society of Taiwan Annual Meeting and Conference(EST 2022) , Mar 12, STUST, Taiwan (Third Place Award) 2022中華民國人因工程學會年會暨學術研討會  
 
[36] Hsiao, Y-J.(蕭詠仁), Chiu, M-C. & Wang, H-F. (2021) “A Multi-Objective Mathematical Model for Organization Sustainable Management Project Selection: A Case Study of A Company in Taiwan”. Chinese Institute of Industrial Engineers Conference 2021, Nov 20, NCKU, Taiwan (Best paper Award) 2021 中國工業工程學會暨學術研討會  
 
[35] Chiang Y-H.(江毓翔), Chiu, M-C. & Chiu, J-E. (2021) “Integrating Deep Learning and Clustering Algorithms to Automate Inspection Process in Digital Transformation”. Chinese Institute of Industrial Engineers Conference 2021, Nov 20, NCKU, Taiwan (Best paper Award) 2021 中國工業工程學會暨學術研討會  
 
[34] Wang, Y-C.(王禹晴), Chiu, M-C. & Zhong, W-B.(鍾文彬) ,Gao, M-J. (2021) “Apply Text Mining to Establish a Regional Model of TCFD: A Case Study of USA”. Symposium on Sustainable Products and Industrial Management 2021, Mar 20, NCKU, Taiwan (Best paper Award) 2021 永續性產品與產業管理研討會  
 
[33] Liang, Y-J.(梁育嘉), Sheu D. D., Wang, Y-C.(王禹晴) & Chiu, M-C., (2021) “Opportunity Identification of Business Strategy Innovation Based on TRIZ Trends”. 2021 International Conference on Systematic Innovation 2021 Jan 23, CYUT, Taiwan (First Place Award) 2021 中華系統性創新研討會  
 
[32] Chen, T-M.(陳道明) & Chiu, M-C., (2020) “Mask R-CNN for Wafer Maps Defect Patterns Classification”. Chinese Institute of Industrial Engineers Conference 2020, Nov 21, NYUST, Taiwan (Best Paper Award) 2020 中國工業工程學會暨學術研討會  
 
[31] Chen, Z-Y.(陳子芸), Sheu, D. D. & Chiu, M-C., (2020) “Patent Expansion Based on Function Hierarchy”. International Conference on Systematic Innovation 2020, Oct 23, NTUT, Taiwan (Third Place Award) 2020 系統性創新國際研討會  
 
[30] Tu, Y-H.(杜彥陵), Lu, W-Y.(呂宛芸) & Chiu, M-C., (2020) “Apply Deep Learning Image Recognition Technique to Promote Green Consumer Behavior”. Symposium on Sustainable Products and Industrial Management 2020, Mar 21, NTU, Taiwan (Best Paper Award) 2020 永續性產品與產業管理研討會  
 
[29] Lee, Y-H.(李衍函) & Chiu, M-C., (2019) “Combining Content-Based Image Retrieval with Deep Learning on Wafer Map Defect Patterns Classification”. Chinese Institute of Industrial Engineers Conference 2019, Nov 23-24, NTUT, Taiwan (Best Paper Award) 2019 中國工業工程年會暨學術研討會  
 
[28] Chen, K-S.(陳可馨), Wu, M-C.(吳旻靜) & Chiu, M-C., (2019) "Cross-Regional and Seasonal Power Planning Model under Air Pollution Reduction: A Case Study of Taiwan”. Industry 3.5 International Symposium for Intelligent Manufacturing (2019), Sep 25-27, NTHU, Taiwan (Best Presentation Award) 2019 工業3.5國際學術研討會  
 
[27] Sheu, D.D., Cayard, D.(蓋亞德) & Chiu, M-C., (2019) "The 7 Pillars of TRIZ++ Philosophies" The 2019 International Conference on Systematic Innovation (2019 ICSI),Jul 8-11, Liverpool, UK (Excellent Presentation Award) 2019 ICSI國際研討會  
 
[26] Hong, J., Sheu, D.D. & Chiu, M-C., (2019) "Prioritized Effect Identification for Problem Solving Based on Fuzzy Identification" The 2019 International Conference on Systematic Innovation (2019 ICSI),Jul 8-11, Liverpool, UK (Third Place Award) 2019 ICSI國際研討會  
 
[25] Chen, Y-L.(陳映璉), Chiu, M-C., Hsu, H-W., and Lee, Y-C., (2018) "The Equilibrium Contract for Power Buyback in Peak Hour Based on Demand Response Concept" 2018 Symposium on Sustainable Products and Industrial Management(SSPIM 2018),Mar 24, Taoyuan, Taiwan (Best Paper Award) 2018永續性產品與產業管理研討會  
 
[24] Wu, M-C.(吳旻靜), Chiu, M-C., Hsu, H-W., and Lee, M-Y., (2018) "An Optimal Power Mix and Dispatch Model Considering Climate and Environmental Impacts: A Case Study in Taiwan" 2018 Symposium on Sustainable Products and Industrial Management(SSPIM 2018),Mar 24, Taoyuan, Taiwan (Best Paper Award) 2018永續性產品與產業管理研討會  
 
 
[23] Chuang, W-H., Chiu, M-C., and Lin, S-H.(林昕翰), (2018) "The Economic and Sustainable Influence of Package Sizes in a Packaging System" 2018 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2018),Feb 7-9, Hsinchu, Taiwan (Certificate of Best Paper Finalist) 2018ISMI研討會  
 
[22] Chuang, K-H.(莊凱翔), and Chiu, M-C., (2018) "Intergrating Omni Channel and Artificial Intelligence to Achieve Precision Marketing - A Case Study of Sharing Economy Platform" 2018 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2018),Feb 7-9, Hsinchu, Taiwan (Outstanding Presentation Award) 2018ISMI研討會  
 
[21] Chuang, K-H.(莊凱翔), and Chiu, M-C., (2017) "Integrating Omni Channel and Artificial Intelligence to Achieve Precision Marketing - A Case Study of Sharing Economy Platform" 2017 Asia Pacific Industrial Engineering and Management Systems (APIEMS2017),Dec 3-6, Yogyakarta, Indonesia (Best Industrial Application Paper Award) 2017APIEMS研討會  
 
[20] Lin, H-H.(林昕翰), Chung, W-H., and Chiu, M-C., (2017) "Product Packaging System in a Supply Chain Considering Sustainability" 2017 Symposium on Sustainable Products and Industrial Management(SSPIM 2017),Mar 18, Hsinchu, Taiwan (Best Paper Award) 2017永續性產品與產業管理研討會  
 
[19] Wu, C-Y., Han, Y-T., Lin, Y-C., Li, Y-C., and Chiu, M-C., (2017) "Develop a Community Social Media to Enhance Environmental and Social Sustainablility" 2017 Symposium on Sustainable Products and Industrial Management(SSPIM 2017),Mar 18, Hsinchu, Taiwan (Best Paper Award) 2017永續性產品與產業管理研討會  
 
[18] Wu, J-J.(吳家駒), Lin, K-Z., Chen, M-D., and Chiu, M-C., (2017)"An innovative interface design and customized usability testing method: Case study of Internet of Things integration platform interface" The 24rd Annual Meeting of the Ergonomics Society of Taiwan(EST 2017) , Mar 11-12, Kinmen, Taiwan (Excellent Paper Award) 2017人因年會  
 
[17] Chen, L-C.(陳亮潔), and Chiu, M-C., (2016) " Healthcare Quality Measurement and Service Innovation for Type 2 Diabetic Patients " The 23rd Annual Meeting of the Ergonomics Society of Taiwan(EST 2016) , Mar 25, Kaohsiung, Taiwan (Excellent Paper Award) 2016人因年會  
 
[16] Chen, Y-W.(陳易妏), Wang, H-L., and Chiu, M-C., (2016) " The Analysis and Prediction of Incomplete Dataset Using Fuzzy C-Medoids Algorithm with a Case Study of Physical Examination Dataset " The 23rd Annual Meeting of the Ergonomics Society of Taiwan(EST 2016) , Mar 25, Kaohsiung, Taiwan (Excellent Paper Award) 2016人因年會  
 
[15] Lin, W-J.(林婉鈞), Liao, S-H., Tsai, C-Y., Wei, Y-C., and Chiu, M-C., (2016) " Design a Personalizd Brain Computer Interface" The 23rd Annual Meeting of the Ergonomics Society of Taiwan(EST 2016) , Mar 25, Kaohsiung, Taiwan (Excellent Paper Award) 2016人因年會  
 
[14] Tsai, C-H.(蔡奇軒), Chu, C-Y., and Chiu, M-C., (2016) " Design of Personalized Product Service System Utilizing Multi-Agent System " 2016 Symposium on Sustainable Products and Industrial Management(SSPIM 2016) , Mar 19, Tainan, Taiwan (Best Paper Award) 2016永續性產品與產業管理研討會  
 
[13] Weng, M-F.(翁敏鳳), Tzao, S-H.(曹思漢), and Chiu, M-C., (2016) " Applying TRIZ and Multu-Attribute Utility Theory to Develop Innovative Design: A Case Study of Carbohydrate Detecting Device" 2016 Conference of Systematic Innovation , Jan 23, Taoyuan, Taiwan (Excellent Paper Award) 2016系統性創新國際研討會  
 
[12] Tsai, M-Y.(蔡孟宇), and Chiu, M-C., (2016) " Apply TRIZ and AHP to improve Cell Test yield and Reduce Inventory" 2016 Conference of Systematic Innovation , Jan 23, Taoyuan, Taiwan (Excellent Paper Award) 2016系統性創新國際研討會  
 
[11] Lin, I-H.(林懿萱), Weng, M-F.(翁敏鳳), and Chiu, M-C., (2015) " Simulation Based Supply Chain Planning Method Considering Design for Additive Manufacturing and Supply Chain: An Em-pirical Study of Lamp Industry," 2015 Chinese Institute of Industrial Engineers Conference (CIIE 2015), Dec 9, Taichung, Taiwan (Best Paper Award) 2015工工年會  
 
[10] Lee, J-Y., Lin, K-Z.(林孔昭), Chuang C-C., Chiu, M-C., Trappey, A-J-C., Chang, L-G. and Chou, H-Y. (2015) "Screen code standard development and innovative applications," 2015 Chinese Institute of Industrial Engineers Conference (CIIE 2015), Dec 9, Taichung, Taiwan (Best Paper Award) 2015工工年會  
 
[9] Hsu, Y-W.(許雅雯) and Chiu, M-C.*, (2015) "An Investigation on Therapeutic Music Design Utilizing Fuzzy C-Means Clustering and HRV to Enhance User Experience," The 22nd Annual Meeting of the Ergonomics Society of Taiwan (EST 2015), Mar 27-28, 2015, Taoyuan, Taiwan (Best Student Paper Award) 2015人因年會  
 
[8] Ko, L-W.(柯力瑋) and Chiu, M-C.*, (2015) "The Research of Music and Emotion Interaction with a Case Study of Intelligent Music Selection System," The 22nd Annual Meeting of the Ergonomics Society of Taiwan (EST 2015), Mar 27-28, 2015, Taoyuan, Taiwan (Best Student Paper Award) 2015人因年會  
 
[7] Chen, C-C.(陳芝全), Chiou, J-Y.(邱志一), Chu, C-Y.(朱治垣), and Chiu, M-C.*, (2015) "A Systematic Product Service System Design Methodology Based on Dissatisfied Customers – A Case Study of Clothes Industry", 2015 International Symposium on Sustainable Products and Industrial Management (ISSPIM 2014), Mar 21, 2015, Changhua, Taiwan (Best Paper Award) 2015永續性產品與產業管理國際研討會  
 
[6] Chang, Y-J.(張奕傑), Huang, P-H.(黃博信), and Chiu, M-C., Hsu, Y-W., Chen, Y-L., Pan, Y-C., Tzao, S-H.(曹思漢) (2014) "Service recovery design by using logistic regression model – An empirical study to measure effective exercise of motion sport game," 2014 Chinese Institute of Industrial Engineers Conference (CIIE 2014), Dec 6, Taipei, Taiwan (Best Paper Award) 2014工工年會  
 
[5] Chiou, J-Y.(邱志一), Lin, Y-H.(林懿萱), Chiu, M-C.*., and Chung, W-H, (2014) “A Robust Technical Platform Planning Method to Assure Competitive Advantage under Uncertainties,” 2014 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2014), Aug 16-18, Taipei, Taiwan. (Best Student Paper Award) 2014半導體智能製造國際研討會  
 
[4] Cheng, W-Y.(鄭瑋盈), Huang, T-H., Liu, S-T., Wu, K-J., Huang, P-H.(黃博信), and Chiu, M-C.* (2014) “Usability Evaluation Methodology of Health Management Product: an Empirical Study on Motion Sport Product,” The 21st Annual Meeting of the Ergonomics Society of Taiwan (EST 2014), Mar 28-29, 2014, Taichung, Taiwan. (Best Paper Award) 2014人因年會  
 
[3] Kuo, M-Y.(郭明諭), Chiu, M-C.* and Kuo,T-C . (2014) “A New Methodology to Develop Business Model of Product Service System,” 2014 Symposium on Sustainable Products and Industrial Management (SSPIM 2014), Mar 15, 2014, Taipei, Taiwan. (Best Paper Award) 2014永續性產品與產業管理研討會  
 
[2] Cheng, W-Y.(鄭瑋盈), Huang, P-H.(黃博信), and Chiu, M-C.* (2013) “Integrating Physiological Techniques and Questionnaire to Measure and Improve Usability: an Empirical Study on Health management Motion Sport Game,” International Conference on Industrial Engineering (IJIE 2013), Oct 6-9, 2013, Busan, South Korea. (Best Student Paper Award) 2013工業工程國際研討會  
 
[1] Lo, H-P.(羅皓平), Chiu, M-C.* and Chiou, J-Y(邱志一) (2013) “Service Innovation and Performance optimization Using Inter-relationship Digraph and Data Envelopment Analysis,” The 9th International Conference on Intelligent Manufacturing & Logistics Systems (IML 2013), Feb 27-Mar 2, 2013, Shanghai , PRC. (Best Student Paper Award) 2013智能製造與物流系統國際研討會  
 
 
Patents
 
 
a. 已獲證專利
 
 
[4] 邱銘傳、吳家駒(2020),適應性調整使用者介面中資訊量的方法及其電子裝置,美國發明專利第US 10969948-B2號。Chiu, M-C.* Wu, J-J# Method for Adaptively Adjusting Amount of Information in User Interface Design and Electronic Device (#US 10969948-B2) (MOST 106-2221-E-007-073 -MY3)
 
[3] 邱銘傳、吳家駒(2020),適應性調整使用者介面中資訊量的方法及其電子裝置,中華民國發明專利第I718429號。Chiu, M-C.* Wu, J-J# Method for Adaptively Adjusting Amount of Information in User Interface Design and Electronic Device (#I718429)(MOST 106-2221-E-007-073 -MY3)
 
[2] 梁書豪、邱銘傳(2018),應用電力用量特徵之製造管理方法及其系統,中華民國發明專利第I618018號。Liang S-H. Chiu, M-C.* Production Management Method And System Of Utilizing Power Consumption Feature, Taiwan Invention Patent (#I618018) (MOST 105-2622-E-007-015-CC3)
 
[1] 邱銘傳、朱治垣(2018),產品服務系統分類與服務轉型方法,中華民國發明專利第I612485號。Chiu, M-C.* Chu, C-Y.# Method For Product Service System Classification And Service Transformation, Taiwan Invention Patent (#I612485) (MOST 103-2221-E-051-MY3)
 
 
b. 已公開專利
 
 
[2] 梁書豪、邱銘傳(2018),應用電力用量特徵之製造管理方法及其系統,美國發明專利第2018-0299944-A1號。Liang S-H. Chiu, M-C.* Production Management Method And System Of Utilizing Power Consumption Feature, Taiwan Invention Patent (#2018-0299944-A1) (MOST 105-2622-E-007-015-CC3)
 
[1] 邱銘傳、朱治垣(2018),產品服務系統分類與服務轉型方法,美國發明專利第2018-0130124-A1號。Chiu, M-C.* Chu, C-Y.# Method For Product Service System Classification And Service Transformation, US Invention Patent (#2018-0130124-A1) (MOST 103-2221-E-051-MY3)
 
 
Research & Industry Cooperation Projects
 
 
 
[31] "Develop a personalized recommendation system in a smart product service system with machine learning" 以機器學習方法建構智慧產品服務系統中之個人化推薦系統 (PI), MOST 109-2628-E-007-002-MY3, 2020/08/01~2023/07/31.
 
[30] "Artificial intelligence innovation research center on intelligent manufacturing" 人工智慧製造系統研究中心(2/5) (Co-PI), MOST 108-2634-F-007-008, 2019/03/01-2020/02/29.
 
[29] "IRB Experiment Data Analytics" IRB實驗數據分析委託 (PI), ITRI, 2018/07/01-2018/10/31.
 
[28] "Intelligent motion planning technology based on depth sensing for multi-axis glue dispensing in the mixed production of shoe soles" 鞋業混線生產之智慧型多軸自動噴膠系統(PI), MOST 107-2622-8-007-022 , 2018/07/01-2019/06/31
 
[27] "Design a new business model for car rental industry and development of integrative information platform" 租車業新商業模式設計與資訊整合平台設計開發 (PI), MOST 107-2622-E-007-009-CC3, 2018/06/01-2019/05/31.
 
[26] "Artificial intelligence innovation research center on intelligent manufacturing" 人工智慧製造系統研究中心(1/5) (Co-PI), MOST 107-2634-F-007-009, 2018/01/01-2019/02/28.
 
[25] "Planning a new business model for Jiu-Fang car rental company" 巨豐租車業營運模式規劃 (PI), 亞頌科技股份有限公司, 2017/11/01-2018/06/30.
 
[24] "Study on opportunities and applications of foresight research accomplishment" 前瞻計畫成果應用機會調查 (PI), ITRI, 2017/11/20-2017/12/20.
 
[23] "Study of beauty salons service system and platform planning" 亞洲矽谷美容美髮預約與等待跑馬燈服務平台開發計畫系統整體規畫研究 (PI), 群威行銷顧問有限公司 , 2017/06/15-2017/11/06.
 
[22] "Utilizing VLC technology in Innovative Service Validation" VLC技術成果於創新服務驗證 (PI), ITRI, 2017/05/20-2017/12/20.
 
[21] "Study of business model and service design for future smart retailing" 未來商城與智慧商務服務模式之服務設計與創新研究 (PI),ITRI, 2017/03/15-2017/09/15.
 
[20] "Personalized Product Service System Design Method under Dynamic Environment" 動態環境下之個人化產品服務系統設計方法 (PI), MOST 106 -2221-E-007-073-MY3, 2017/08/01-2020/07/31.
 
[19] "Investigation of Application Opportunity for Foresight Research Project" 前瞻計畫成果應用機會調查報告 (PI),ITRI, 2016/11/01-2016/12/20.
 
[18] "User Interface Design and Usability Testing of an IoT Manufacturing Information Platform" (PI), MOST 105 -2622-E-007-015-CC3, 2016/11/01-2017/10/31.
 
[17] "e-Commerce Logistics Service Analysis and Planning for Foreign Traveler" 境外旅客電子商務代購之物流服務分析與規劃 (PI), AVECTEC, 2016/08/15-2016/10/31.
 
[16] "A Teaching Case Study of Business Services Productivity 4.0 " (PI),TCA, 2016/06/01-2016/11/20.
 
[15] "Patent search, translation, research reports and paperwork" 專利檢索、翻譯、研究報告及文書作業(PI),ITRI, 2015/05/01-2015/12/05.
 
[14] "Applying spectrum analysis in scenario and experimental design for diabetes patients" 糖尿病光譜分析應用情境與實驗設計 (PI), ITRI, 2014/09/01-201/12/31.
 
[13] "Applying Design for X Methodologies to Achieve Sustainable Design" 應用周全設計方法設計永續性產品 (PI), NSC, 2012/08/01-2013/07/31.
 
[12] "A Systematic Methodology to Design a Personalized Product Service System" 以系統性方法設計個人化的產品與服務系統(PI), MOST 103 -2221-E-007-051-MY3, 2014/08/01-2017/07/31.
 
[11] "Intelligent Manufacturing Environment from Ergonomics Perspective:Project 3" 智慧製造之人因與系統創新:子計畫三(PI), MOE, 2015/1-2015/12.
 
[10] "Screen Code Standard Development and Innovative Applications" 網頻編碼命名計畫(Co-PI), ITRI, 2015/7-2015/11.
 
[9] "Patent search, translation, research reports and paperwork" 專利檢索、翻譯、研究報告及文書作業(PI), ITRI, 2015/6-2015/11.
 
[8] "Wearable Device and Service Design for Diabetes Patient" 糖尿病光譜分析應用情境與實驗設計(PI), ITRI, 2014/10-2014/12.
 
[7] "3C Product Interface Design and Innovation II:Project 6" 資通訊產品介面設計與創新I:子計畫六(PI), MOE, 2014/1-2014/12.
 
[6] "3C Product Interface Design and Innovation I:Project 6" 資通訊產品介面設計與創新I:子計畫六(PI), MOE, 2013/1-2013/12.
 
[5] "Ergonomic Study on Sensory Ambient and Experience" 感知環境人因研究(PI), ITRI, 2013/10-2013/12.
 
[4] "A Systematic Methodology on Design of New Product Service and Supply Chain System" 系統性整合新產品服務與供應鏈的創新方法(PI), NSC 102 -2221-E-007-058-MY3, 2013/08/01-2016/07/31.
 
[3] "Integration of Sustainable Product Design and Supply Chain from Carbon Footprint Perspective" (PI), NSC 101-2221-E-007-018, 2012/08/01-2013/07/31.
 
[2] "Development of Service Innovation Methodologies based on Service Experience Engineering" (Co-PI), III, 2012/06/-2012/12.
 
[1] "Improving Efficiency and Sustainability of Green Supply Chain at the Product Design Stage" 在產品開發時提升綠色供應鏈之效率與永續性 (PI), NSC 100-2218-E-007-720, 2011/11/01-2012/07/31.
 
 
 
 
 
 
   

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