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劉鎮豪 副教授

姓名：劉鎮豪

職稱：副教授

電子郵件：chliu@email.nqu.edu.tw

聯絡電話：082-313924

學歷

元智大學/工業工程與管理學系/博士

大葉大學/工業工程學系/碩士

中原大學/工業工程學系/學士

專長

人工智慧/機器學習/深度學習、程式設計/資料結構/演算法、大數據資料分析/資料探勘/資料庫程式設計、物聯網應用、多屬性決策、生產排程、時間序列預測

經歷:

  1. 勞動部勞動力發展署桃竹苗分署外聘教師 (Feb. 2025 – now)
  2. 開南大學 AI科技與創新設計學士學位學程主任 (Sep. 2025 – Jan. 2026)
  3. 開南大學 資訊管理學系主任 (Nov. 2023 – Jan. 2026)
  4. 開南大學圖書資訊處 系統開發組組長 (July 2018 – Jan. 2020)
  5. 開南大學圖書資訊處 圖書資源組組長 (Feb. 2018 – Jan. 2020)
  6. 開南大學圖書資訊處 網路媒體組組長 (Feb. 2018 – June 2018)
  7. 開南大學 資訊管理學系主任 (Aug. 2016 – July 2017)
  8. 開南大學資訊科技中心 雲端服務組組長 (Mar. 2015 – July 2016)
  9. 開南大學資訊管理學系 專任助理教授 (Aug. 2008 – Jan. 2011)
  10. 開南大學數位科技學系 專任助理教授(Aug. 2007 – July. 2008)

著作、論文:

(A)期刊論文

  1. Liu, C.H., W.H., Huang, P.C. Chang (2012) “A two-stage AIS approach for grid scheduling problems,” International Journal of Production Research, 50(10), pp.2665-2680. (SCI)
  2. Chang, P.C., J.J. Lin, C.H. Liu (2012) “An attribute weight assignment and particle swarm optimization algorithm for medical database classifications,” Computer Methods and Programs in Biomedicine, 107(3), pp.382-392. (SCI)
  3. Chen, Y.W., M. Larbani, C.H. Liu (2010) “Simulation of a supply chain game with multiple fuzzy goals,” Fuzzy Sets and Systems, 161(11), pp.1489-1510. (SCI)
  4. Chang, P.C., C.H. Liu, C.Y. Fan (2009) “Data clustering and fuzzy neural network for sales forecasting: A case study in printed circuit board industry,” Knowledge-Based Systems, 22(5), pp.344-355. (SCI)
  5. Chang, P.C., C.Y. Fan, C.H. Liu (2009) “Integrating a Piecewise Linear Representation Method and a Neural Network Model for Stock Trading Points Prediction,” IEEE Transactions on Systems, Man, and Cybernetics – part C: Applications and Reviews, 39(1), pp.80-92. (SCI)
  6. Pei-Chann Chang, C.H. Liu, J.L. Lin, C.Y. Fan, Celeste S.P. Ng (2009) “A neural network with a case based dynamic window for stock trading prediction,” Expert Systems with Applications, 36(3), pp.6889-6898. (SCI)
  7. Chang, P.C., C.H. Liu, R. K. Lai (2008) “A fuzzy case-based reasoning model for sales forecasting in print circuit board industries,” Expert Systems with Applications, 34(3), pp.2049-2058. (SCI)
  8. Chang, P.C., C.H. Liu (2008) “A TSK type Fuzzy Rule Based System for Stock Price Prediction,” Expert Systems with Applications, 34(1), pp.135-144. (SCI)
  9. Chang, P.C., S.H. Chen, C.H. Liu (2007) “Sub-Population Genetic Algorithm with Mining Gene Structures for Multi-objective Flowshop Scheduling Problems,” Expert Systems with Applications, 33(3), pp.762-771.(SCI)
  10. Chang, P.C., Y.W. Wang, C.H. Liu (2007) “The development of a Weighted Evolving Fuzzy Neural Network for PCB sales forecasting,” Expert Systems with Applications, 32(1), pp.86-96. (SCI)
  11. Chang, P.C., C.H. Liu, Y.W. Wang (2006) “A Hybrid Model by Clustering and Evolving Fuzzy Rules for Sales Decision Supports in Printed Circuit Board Industry,” Decision Support Systems, 42(3), pp.1254-1269. (SCI)
  12. Chang, P.C., L.Y. Chen, C.H. Liu (2006) “An Evolutionary Regulation Algorithm for the Twin Laser Measuring System,” Journal of Intelligent Manufacturing, 17(5), pp.545-556. (SCI)
  13. Chang, P.C., J.C. Hsieh, C.H. Liu (2006) “A Case-Injected Genetic Algorithm for Single Machine Scheduling Problems with Release Time,” International Journal of Production Economics, 103(2), pp.551-564. (SCI)

(B)國際研討會論文

  1. Wang, Y.W., C.H. Liu, C.Y. Fan (2010) “Develop a Sub-population Memetic Algorithm for Multi-objective Scheduling Problems,” The 2nd International Conference on Computer and Automation Engineering (ICCAE 2010), v5, pp.579-583. 
  2. Liu, C.H., C.Y. Lai, Y.W. Wang (2009) “Evolving Fuzzy Case-based Reasoning in Wholesaler’s Returning Book Forecasting,” International Conference on Hybrid Information Technology (ICHIT 2009), Daejeon, Korea, Aug. 27-29, 2009. 
  3. Chang, P.C., J.C. Hsieh, J.J. Lin, Y.H. Zhou, C.H. Liu (2009) “A Hybrid System with Hidden Markov Models and Gaussian Mixture Models for Myocardial Infarction Classification with 12-Lead ECGs,”The 11th IEEE International Conference on High Performance Computing and Communications (HPCC 2009), pp.110-116, 2009. 
  4. Wang, Y.W., C.Y. Fan, C.H. Liu (2009) “Applying Sub-population Memetic Algorithm for Multi-objective Scheduling Problems,” The 6th International Conference on Informatics in Control, Automation and Robotics, Proceedings (ICINCO 2009), v1, pp. 376-379, 2009. 
  5. Chang, P.C., Y.H. Zhou, J.J. Lin, C.H. Liu (2008) “New Product Manufacturing Unit Cost Forecasting Using Integrated Case-Based Reasoning and Back Propagation Network approach - The Case of the Mobile Phone,” International Conference on Digital Content (ICDC 2008), Chungli, Taiwan, 2008.
  6. Liu, C.H., P.C. Chang, I.W. Kao (2008) “Cluster Based Evolving FCBR for Flow Time Prediction in Semiconductor Manufacturing Factory,” The Proceedings of the 8th WSEAS International Conference on APPLIED COMPUTER SCIENCE (ACS 2008), Venice, Italy, pp.424-429, Nov. 21-23, 2008.
  7. Chang, P.C., C.H. Liu, C.Y. Fan, W.H. Huang (2007) “Establishing a Cluster Based Evolving Fuzzy Decision Tree on Financial Time Series Data,” The 8th Asia Pacific Industrial Engineering and Management Systems Conference (APIEM 2007), Kaohsiung December 9-13.
  8. Chang, P.C., C.H. Liu, C.Y. Fan, W.H. Huang (2007) “The Prediction of Stock Trading Point by Integrating a Piecewise Linear Representation Method and a Neural Network Model,” The 8th Asia Pacific Industrial Engineering and Management Systems Conference (APIEM 2007), Kaohsiung December 9-13.
  9. Chang, P.C., C.H. Liu, C.Y. Fan, H.C. Chang (2007) “Data Clustering and Fuzzy Neural Network for Sales Forecasting in Printed Circuit Board Industry,” 2007 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2007), pp.107-113.
  10. Chang, P.C., C.H. Liu, C.Y. Fan (2006) “A Depth-First Mutation-Based Genetic Algorithm for Flow Shop Scheduling Problems,” International Conference on Hybrid Information Technology (ICHIT'06),

JeJu, Korea, Vol. 1, pp. 25-32, 2006.

(C)國內研討會論文

  1. Yu-Chun Chen, Chen-Hao Liu, “The Application of CNN Models in Yoga Pose Recognition”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.
  1. Zhi-Hung Zhu, Chen-Hao Liu, “Animal Face Recognition Using Convolutional Neural Network Models”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.
  2. Wen-An Chen, Kuo-Min Hung, Chen-Hao Liu, “Packet classification based on machine learning”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.
  3. Wei-Xiang Huang, Chen-Hao Liu, “Research on Covid-19 Optical Image Recognition Using Convolutional Neural Networks (CNN)”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.
  4. Rui-Yong Ou, Chen-Hao Liu, Hung-Ming Sun, “Analysis of Darknet Packets Based on Machine Learning”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.
  5. Chih-Cheng Lu, Chen-Hao Liu, “Research on Applying Convolutional Neural Networks for Animal Image Classification”, Conference on Management Thinking and Practice & Applied Science, Taipei, 14-June, 2024.

國科會計畫:

  1. 「智慧型電網資源決策系統之開發，子計畫四：多目標分散式配電作業排程系統之開發」，MOST-101-2221-E-424-003-MY3。(2012-2015)
  2. 「智慧型計算於知識萃取之整合研究，子計畫一：開發基於先導知識與模糊決策樹之混合模式於知識萃取之研究-以醫療預測與股市預測為例」，NSC-100-2221-E-424-001。(2011)
  3. 「智慧型計算於知識萃取之整合研究，子計畫一：開發基於先導知識之混合模式於知識萃取之研究-以醫療預測與股市預測為例(I)」，NSC-99-2221-E-424-003。(2010)
  4. 「智慧型計算於知識萃取之整合研究，子計畫一：開發基於先導知識之混合模式於知識萃取之研究(I)」，NSC-98-2221-E-424-003。(2009)
  5. 「建構分群式決策支援系統於訂單交期之預測」，NSC-97-2410-H-424-013。(2008)

產學計畫(共同主持人):

  1. 「金光煥發人工智慧應用工作坊」，經濟部產業發展數。(2025)
  2. 「AI新世代：新住民新映像暨影像創作培力」，教育部第四期大學社會責任實踐計畫。(2025)

學術服務:

  1. Reviewer of Soft Computing
  2. Reviewer of Journal of Production Engineering
  3. Reviewer of International Journal Production Economic
  4. Reviewer of Neurocomputing
  5. Reviewer of IJISLM
  6. International Technical Committee of CSCT 2016
  7. Session chair of ICEI 2012
  8. Session chair of IEA/AIE 2009
  9. 勞動部技術士技能檢定學科測試監評委員
  10. 勞動部訓練機具設備需求評估、購置會議委員
  11. 教學實踐研究計畫審查委員
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