Machine/Deep Learning Algorithms

Data Science 

Quality Control and Management

Reliability Life Analysis

Time Series Forecasting

使用 sLSTM 和量子演算法進行鋰離子電池組健康狀態估計，國立臺灣科技大學工業管理系，主持人，NT3,258,000元。(2025.8-2028.7)

[產學 - DELL] 筆電物件偵測與聲音比對之 AI 模型開發，國立臺灣科技大學，主持人，NT1,750,000元。(2024.3 - 2025.3)

[產學 - Foxconn] 生成式 AI 於工業質檢與機台故障偵測之應用技術研發，國立臺灣科技大學，主持人，NT625,000元。(2024.1 - 2024.12)

[產學 - Foxconn] AI工業質檢應用與新技術研發產學合作案，國立臺灣科技大學，主持人，NT625,000元。(2023.1 - 2023.12)

智慧製造環境下的管理系統與模型建立與分析 - 子計畫三:混合方法於智慧製造工廠的能耗預測 ，NT2,795,000元。(2023.8 - 2026.7)

Jia-Hong Chou and Fu-Kwun Wang, "Future prediction on the remaining useful life of proton exchange membrane fuel using temporal fusion transformer model," Renewable Energy, 247, 123019, 2025. [SCIE] [Impact Factor = 9.1, CiteScore = 17.6. (34/182 SCIE Q1)@2024JCR, Energy & Fuels; (18/102 SCIE Q1)@2024JCR, Green & Sustainable Science & Technology] (DOI: https://doi.org/10.1016/j.renene.2025.123019)

Fu-Kwun Wang, Getnet Awoke Kebede, and Bereket Haile Woldegiorgis, "State of Health Prediction for Lithium-Ion Battery Pack Using a Shared Embedding Layer-Based Quantum Long Short-Term Memory with Transfer Learning," Journal of Physics Conference Series, 2968, 012010, 2025.

Fu-Kwun Wang, Getnet Awoke Kebede, Shih-Che Lo, and Bereket Haile Woldegiorgis, "An embedding layer-based quantum long short-term memory model with transfer learning for proton exchange membrane fuel stack remaining useful life prediction," Energy, 308, 133054, 2024. [SCIE] [Impact Factor = 9.0, CiteScore = 15.3. (24/171 SCIE Q1)@2023JCR, Energy & Fuels; (3/78 SCIE Q1)@2023JCR, Thermodynamics] (DOI: https://doi.org/10.1016/j.energy.2024.133054)

Getnet Awoke Kebede, Shih-Che Lo, Fu-Kwun Wang, and Jia-Hong Chou, "Transfer learning-based deep learning models for proton exchange membrane fuel remaining useful life prediction," Fuel, 367, 131461, 2024. [SCIE] [Impact Factor = 6.7, CiteScore = 12.8. (23/170 SCIE Q1)@Chemical Engineering; (46/171 SCIE Q2)@2023JCR, Energy & Fuels] (DOI: https://doi.org/10.1016/j.fuel.2024.131461)

William Gomez, Fu-Kwun Wang, and Shih-Che Lo, "A Hybrid Approach Based Machine Learning Models in Electricity Markets," Energy, 289, 129988, 2024. [SCIE] [Impact Factor = 9.0, CiteScore = 15.3. (24/171 SCIE Q1)@2023JCR, Energy & Fuels; (3/78 SCIE Q1)@2023JCR, Thermodynamics] (DOI: https://doi.org/10.1016/j.energy.2023.129988) 

Benedictus Rahardjo, Fu-Kwun Wang, Shih-Che Lo, and Tzu-Hsien Chu, "A Sustainable Innovation Framework Based on Lean Six Sigma and Industry 5.0," Arabian Journal for Science and Engineering, 2023. [SCIE] [Impact Factor = 2.6, CiteScore = 5.7. (41/134 SCIE Q2)@2023JCR, Multidisciplinary Sciences] (DOI: https://doi.org/10.1007/s13369-023-08565-3)

Jia-Hong Chou, Fu-Kwun Wang, and Shih-Che Lo "Predicting Future Capacity of Lithium-ion Batteries Using Transfer Learning Method," Journal of Energy Storage, 71, 108120, 2023. [SCIE] [Impact Factor = 8.9, CiteScore = 11.8. (29/171 SCIE Q1)@2023JCR, Energy & Fuels] (DOI: https://doi.org/10.1016/j.est.2023.108120)

William Gomez, and Fu-Kwun Wang, "Hybrid Decomposition-Deep Learning Model for Energy Load Prediction," Conference: 2023 IEEE 5th Eurasia Conference on IOT, Communication and Engineering (ECICE) (DOI: https://10.1109/ECICE59523.2023.10383005) 

Jia-Hong Chou, Fu-Kwun Wang, and Shih-Che Lo "A Novel Fine-Tuning Model Based on Transfer Learning for Future Capacity Prediction of Lithium-Ion Batteries," Batteries, 9(6), 325, 2023. [SCIE] [Impact Factor = 4.6, CiteScore = 4.0. (16/45 SCIE Q2)@2023JCR, Electrochemistry;(141/439 SCIE Q2)@2023JCR, Materials Science, Multidisciplinary; (79/171SCIE Q2)@2022JCR, Energy & Fuels] (DOI: https://doi.org/10.3390/batteries9060325)

Zemenu Endalamaw Amogne, Fu-Kwun Wang, and Jia-Hong Chou "Transfer Learning Based on Transferability Measures for State of Health Prediction of Lithium-Ion Batteries," Batteries, 9(5), 280, 2023. [SCIE] [Impact Factor = 4.6, CiteScore = 4.0. (16/45 SCIE Q2)@2023JCR, Electrochemistry;(141/439 SCIE Q2)@2023JCR, Materials Science, Multidisciplinary; (79/171SCIE Q2)@2022JCR, Energy & Fuels] (DOI: https://doi.org/10.3390/batteries9060325)

Benedictus Rahardjo, Fu-Kwun Wang, Shih-Che Lo, and Jia-Hong Chou "A Hybrid Multi-Criteria Decision-Making Model Combining DANP with VIKOR for Sustainable Supplier Selection in Electronics Industry," Sustainability, 15(5), 4588, 2023. [SCIE, SSCI] [Impact Factor = 3.3, CiteScore = 6.8. (66/182 SSCI Q2)@2023JCR, Environmental Studies; (159/358 SCIE Q2)@2023JCR, Environmental Sciences; (58/91 SCIE Q3)@2023JCR, Green & Sustainable Science & Technology] (DOI: https://doi.org/10.3390/su15054588)

William Gomez, Fu-Kwun Wang, and Jia-Hong Chou "Electricity Load and Price Forecasting Using a Hybrid Method Based Bidirectional Long Short-Term Memory with Attention Mechanism Model," International Journal of Energy Research, 8, 2023. [SCIE] [Impact Factor = 4.3, CiteScore = 1.19. (83/171 SSCI Q3)@2023JCR, Energy & Fuels] (DOI: https://doi.org/10.1155/2023/3815063)

Fu‐Kwun Wang, William Gomez, Zemenu Endalamaw Amogne, and Benedictus Rahardjo "Transfer learning based deep learning model and control chart for bearing useful life prediction," Quality and Reliability Engineering International, 39, 3, 837-852, 2023. [SCIE] [Impact Factor = 2.2, CiteScore = 0.55. (38/69 SSCI Q3)@2023JCR, Engineering, Industrial] (DOI:  https://doi.org/10.1002/qre.3261)

Fu‐Kwun Wang, William Gomez, Zemenu Endalamaw Amogne, and Benedictus Rahardjo "Transfer learning based deep learning model and control chart for bearing useful life prediction," Quality and Reliability Engineering International, 39, 3, 837-852, 2023. [SCIE] [Impact Factor = 2.2, CiteScore = 0.55. (38/69 SSCI Q3)@2023JCR, Engineering, Industrial] (DOI:  https://doi.org/10.1002/qre.3261)

Benedictus Rahardjo, Fu-Kwun Wang, Shih-Che Lo, and Yu-Ping Chen "Lean Manufacturing in Industry 4.0: A Smart and Sustainable Manufacturing System," Machines, 11, 1, 72, 2023. [SCIE] [Impact Factor = 2.5, CiteScore = 0.60. (182/366 SSCI Q2)@2023JCR, Engineering, Electrical & Electronic] (DOI:  https://doi.org/10.3390/machines11010072)

Benedictus Rahardjo, Fu-Kwun Wang, and Pol Rifa Rovira "Lean Six Sigma with Value Stream Mapping in Industry 4.0 for Human-Centered Workstation Design," Sustainability, 14, 17, 11020, 2023. [SCIE] [Impact Factor = 2.3, CiteScore = 0.67. (67/102 SSCI Q3)@2023JCR, Green & Sustainable & Technology] (DOI:  https://doi.org/10.3390/su141711020)