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劉恩睿 助理教授

劉恩睿
劉恩睿 EN-JUI, LIU
◆ 學　　歷：國立清華大學 動力機械工程博士
◆ 電　　話：089-318855 分機6715
◆ 信　　箱：ejliu@nttu.edu.tw
◆ 專　　長：能源工程、能源管理與節能技術、智慧計算與最佳化演算法、智慧型控制、新能源動力車、鋰電池狀態估測、STEAM教育
◆ 開授課程：普通物理、控制系統、訊號與系統、電池管理系統設計、自動儲能系統、氫能與燃料電池、太陽能工程、電動車機電整合
個人網站

研究著作
  • Wei-Lun Yu, En-Jui Liu*, Jen-Yuan Chang* (2026, Jan). Enhancing Global Search of Honey Badger Algorithm for High-Accuracy Lithium-Ion Battery Modeling and SOC Estimation. International Journal of Electrical Power & Energy Systems. 174, 111566. (SCI IF 5.0 @ 2024)
  • Yan-Hao Huang*, En-Jui Liu*, Bo-Cing Wu, Yong-Jie Ning  (2025, Dec). Safe UAV Control Against Wind Disturbances via Demonstration-Guided Reinforcement Learning. Drones, 10(1), 2; https://doi.org/10.3390/drones10010002. NSTC 114-2221-E-143-005. (SCI IF 4.8 @ 2024) 
  • En-Jui Liu*, Cai-Chun Ting, Wei-Hsuan Hsu, Pei-Zhang Chen, Wei-Hua Hong, Hung-Chih Ku (2025, Aug). Combining Forgetting Factor Recursive Least Squares and Adaptive Extended Kalman Filter Techniques for Dynamic Estimation of Lithium Battery State of Charge. Engineering Proceedings, 108(1), 1; https://doi.org/10.3390/engproc2025108001. NSTC 114-2221-E-143-005. 本人為第一作者、通訊作者
  • En-Jui Liu*, Rou-Wen Chen, Qing-An Wang, Wan-Ling Lu (2025, Jul). Shuffled Puma Optimizer for Parameter Extraction and Sensitivity Analysis in Photovoltaic Models. Energies, 18(15): 4008. NSTC 114-2221-E-143-005. 本人為第一作者、通訊作者 (SCI IF 3.2 @ 2024) 
  • En-Jui Liu*, Jui-Chun Cheng (2025, May). Parameter Identification and Sensitivity Analysis of PEM Fuel Cell Systems via Puma Optimizer. Energy Reports, vol. 13, p. 6328-6348. 本人為第一作者、通訊作者 (SCI IF 5.1 @ 2024)
  • En-Jui Liu*, Yan-Hao Huang, Wei-Lun Lin, Chen-Kai Wen, Chun-I Lin (2025, May). Rapid, Precise Parameter Optimization and Performance Prediction for Multi-Diode Photovoltaic Model Using Puma Optimizer. Energies, 18(11): 2855. 本人為第一作者、通訊作者 (SCI IF 3.2 @ 2024) 
  • Wei-Lun Yu, Chen-Kai Wen, En-Jui Liu, Jen-Yuan Chang (2024, Jul).Implementation of Accurate Parameter Identification for Proton Exchange Membrane Fuel Cells and Photovoltaic Cells Based on Improved Honey Badger Algorithm. Micromachines, 15(8), 998. 本人為通訊作者.(SCI IF 3.0 @ 2023)
  • J.-L. Liu, E.-J. Liu, "Data Visualization of Unstructured Text Mining Analysis," Journal of Green Science, vol. 13, no. 1, pp. 1, 2023.
  • Pan, T. C., Liu, E. J., Ku, H. C., & Hong, C. W. (2022). Parameter identification and sensitivity analysis of lithium-ion battery via whale optimization algorithm. Electrochimica Acta, 404, 139574. (SCI, Impact Factor: 6.901).
  • Liu, E. J., Hung, Y. H., & Hong, C. W. (2021). Improved metaheuristic optimization algorithm applied to hydrogen fuel cell and photovoltaic cell parameter extraction. Energies, 14(3), 619. (SCI, Impact Factor: 3.34).
  • Liu, J. L., Liu, E. J., & Chu, H. H. (2019). Optimal path planning of unmanned combat aerial vehicle using improved swarm intelligence algorithms. Journal of Aeronautics, Astronautics and Aviation, 51(4), 381-390. (EI).
  • Pan, J. S., Liu, J. L., & Liu, E. J. (2019). Rank-based whale optimization algorithm for solving parameter optimization of solar cells. International Journal of Modeling and Optimization, 9(4), 209-215. (EI).
  • Fuh, Y. K., Kuo, C. C., Huang, Z. M., Li, S. C., & Liu, E. R. (2016). A transparent and flexible graphene‐piezoelectric fiber generator. Small, 12(14), 1875-1881. (SCI, Impact Factor: 8.67)

 

國際會議論文
  • En-Jui Liu*, Chun-I Lin, Chung-Ming Kao, Li-Tsing Tseng (2026, Apr). SFOA-Assisted Adaptive Extended Kalman Filter for Online SOC Estimation of Lithium- Ion Batteries Under Dynamic Loads. 2026 IEEE 5th International Conference on Electronic Communications, Internet of Things and Big Data, New Taipei, Taiwan. 國科會：114-2221-E-143-005。本人為第一作者、通訊作者。
  • En-Jui Liu*, Pei-Zhang Chen, Yu-Hsiang Huang (2026, Apr). Lithium-Ion Battery SOC Estimation Using HBA-Optimized Adaptive Extended Kalman Filter. 2026 IEEE 12th International Conference on Applied System Innovation, Kyoto, Japan. 國科會：114-2221-E-143-005。本人為第一作者、通訊作者。
  • 高崇銘、林峻誼、劉恩睿*（2025年12月）。基於海星演算法之鋰電池參數鑑定與行車模型驗證。中國機械工程學會114年度年會暨第42屆全國學術研討會，新竹。國科會：114-2221-E-143-005。本人為通訊作者。
  • 曾立行、陳霈璋、黃昱翔、陳秉頡、余威論、劉恩睿*（2025年11月）。透過蜜獾演算法改良自適應擴展型卡爾曼濾波器應用於鋰離子電池動態狀態估測。第46屆中華民國電力工程研討會暨第22屆台灣電力電子研討會，彰化。國科會：114-2221-E-143-005。本人為通訊作者。優秀論文獎
  • En-Jui Liu*, Qing-An Wang, Wan-Ling Lu, Rou-Wen Chen, Cai-Chun Ting, Chen-Kai Wen (2025, Oct). A Unified Method for Accurate Online SOC Estimation in Lithium-Ion Batteries Using Uniform Puma Optimizer and Extended Kalman Filter. 14th Joint Conference of Renewable Energy and Nanotechnology (JCREN), Taoyuan. NSTC 114-2221-E-143-005. 本人為第一作者、通訊作者.
  • Yu-Hsiang Huang, Li-Tsing Tseng, Pei-Zhang Chen, Bing-Jie Chen, Wel-Lun Lin, En-Jui Liu* (2025, Nov). Unified Puma Optimizer and Adapted Unscented Kalman Filter for Lithium-Ion Battery SOC Estimation. 2025 IEEE 14th Global Conference on Consumer Electronics (GCCE 2025), Osaka, Japan. 本人為通訊作者。
  • Zong-Yu Lee, Xuan-Yu Liou, En-Jui Liu*, Cian-Tong Lu* (2025, Jun). Modelling of PEMFCs for Parameter Estimation Utilizing Clan Cooperative Based Puma Optimizer. 2025國際氫能與燃料電池學術研討會, 高雄. 本人為通訊作者。

  • 陳秉頡、曾立行、徐唯瑄、丁彩淳、劉恩睿*（2025年05月）。以元啟發式演算法發展自適應擴展型卡爾曼濾波器用於實時估測鋰離子電池電荷狀態。2025年中華民國系統科學與工程研討會（NSSSE 2025），台中。本人為通訊作者。學生論文競賽佳作

  • En-Jui Liu*, Cai-Chun Ting, Wei-Hsuan Hsu, Pei-Zhang Chen, Wei-Hua Hong, Hung-Chih Ku (2025, Apr). Combining FFRLS and DAEKF Techniques for Dynamic Estimation of Lithium Battery State of Charge. 2025 IEEE 5th International Conference on Electronic Communications, Internet of Things and Big Data, New Taipei, Taiwan. 本人為第一作者、通訊作者。Best Conference Paper Award
  • 徐唯瑄、陳秉頡、丁彩淳、洪偉華、劉恩睿*（2024年11月）。建構自適應型卡爾曼濾波器估測動力電池電荷狀態。中國機械工程學會 113 年度年會暨第 41 屆全國學術研討會，高雄。本人為通訊作者。
  • 溫晨楷、林暐倫、陳柔彣、王清安、呂宛岭、劉恩睿* （2024年11月）。應用美洲獅演算法於多種光伏打電池之模組參數最佳化。第二十一屆台灣電力電子研討會，台南。本人為通訊作者。
  • Bing-Jie Chen, Chung-Jie Liao, Chun-Ju Li, Hung-Chih Ku, Wei-Lun Yu, En-Jui Liu. Enhancing the Extended Kalman Filter with Bio-inspired Algorithms for Battery SOC Estimation. 2024 IEEE 13th Global Conference on Consumer Electronics , Fukuoka, Japan. nstc 112-2222-E-143-001. 本人為通訊作者. (2024, Oct)
  • Chen-Kai Wen, Wel-Lun Lin, Hung-Chih Ku, Wei-Lun Yu, En-Jui Liu.Applying Modified Metaheuristic Algorithm for Optimizing Parameters in Lithium-Ion Batteries. 2024 IEEE 13th Global Conference on Consumer Electronics , Fukuoka, Japan. nstc 112-2222-E-143-001. 本人為通訊作者. (2024, Oct)
  • En-Jui Liu, Jenn-Long Liu, Chen-Kai Wen, Kai-Jun Weng, Wei-Lun, Lin and Hung-Chih Ku . Implementation of Power Battery Parameter Identification Using Honey Badger Algorithm Based on Brownian Motion. 2024 IEEE 4th International Conference on Electronic Communications,Internet of Things and Big Data, Taipei. nstc 112-2222-E-143-001. 本人為第一作者、通訊作者. 最佳研討會論文獎 (2024, Apr)
  • En-Jui Liu, Jenn-Long Liu, Chen-Kai Wen, Wei-Lun Lin, Hung-Chih Ku, WeiLun Yu. Combining Spiral and Sigmoid Function to Improve Honey Badger Algorithm for Optimization of Lithium-Ion Battery Parameters. 10th IEEE International Conference on Applied System Innovation, Kyoto. nstc 112-2222-E-143-001. 本人為第一作者、通訊作者.(2024, Apr)
  • Liu, E. J., Pan, T. C., Yu, W. L., & Hong, C. W. (2021, September). Application of Whale Optimization Algorithm in the Optimization of Lithium Battery Parameters. 2021 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-TW) (pp. 1-2), IEEE, Penghu, Taiwan, September 15-17, 2021.
  • Liu, E. J., Hong, C. W., “Parameter Tuning of Fuel Cell System Using an Improved Whale Optimization Algorithm,” 2019 Fuel Cell Seminar ＆ Energy Exposition, Long Beach, CA, USA, November 5-7, 2019.
  • Jeng-Shyang Pan, Jenn-Long Liu, En-Jui Liu, “Rank-based Whale Optimization Algorithm for Solving Parameter Optimization of Solar Cells,” 2019 11th International Conference on Machine Learning and Computing, Zhuhai, Guangdong , China, 2019.02.
  • Jeng-Shyang Pan, Jenn-Long Liu, En-Jui Liu, “Improved Whale Optimization Algorithm and its Application to UCAV Path Planning Problem,” The 12th International Conference on Genetic and Evolutionary Computing, Changzhou Jiangsu, China, 2018.12.
  • Liu, E. J., Hong, C. W., “Parameter Tuning of a Solar Cell- LiB Hybrid System Using an Improved Whale Optimization Algorithm,” 2018 Advanced Automotive Battery Conference Asia, Osaka, Japan, , October 14-18, 2018.
  • Liu, E. J., Chen, Y. M., and Hong, C. W., “First Principles Investigation on CO2 Reduction to Methanol at the Aluminium Doped Graphene,” Asia-Pacific Conference on Energy Storage and Conversion 2018, Singapore, , May 17-21, 2018.
  • Liu, E. J., Wang, W. T., and Hong, C. W., “Integration of First Principles Molecular Dynamics of Molten Electrolytes and CFD Analysis on Thermal Batteries,” 2017 ASME Power & Energy conference, Charlotte, NC, USA, , June 26-30, 2017.

 

執行計畫
  • 112年度科技部專題研究計畫 (新進人員研究計畫)：動態智能調節動力電池安全系統技術開發/主持人/2023.08.01~2024.07.31

 

教學輔導
  • 112年度大專學生研究計畫
    學生姓名：王昱健
    計畫名稱：結合強化學習於四軸無人機之新型控制系統設計與動態性能研究
    計畫期間：112年7月1日至113年2月29日
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