Big data analysis and AI application on remaining useful life prediction of intelligent machine tool spindle system  

工具機智慧主軸剩餘有用壽命預測之大數據分析與人工智慧技術應用  

PI, NSTC 114-2221-E-005-066-MY2 

Alliance on Advanced Smart Manufacturing Technologies  

先進智慧製造技術聯盟(2/3)  

co-PI, NSTC 114-2622-8-005-002-TE3 

Intelligent tube wrinkle state estimation in tube bending machine  

彎管機智能化技術於彎管皺褶品質估測應用 

PI, NSTC 113-2622-E-005-022 

Study of signal feature engineering for RUL prediction technology in smart spindle bearing 

訊號特徵工程於智慧主軸軸承剩餘壽命預測之應用研究與技術發展 

PI, NSTC 113-2221-E-005-056 

Intelligent used tool inspection system  

智能化二手刀具檢測分類系統  (國科會大專學生研究計畫) 

PI, NSTC 113-2813-C-005-122-E 

Alliance on Advanced Smart Manufacturing Technologies  

先進智慧製造技術聯盟(1/3) 

co-PI, NSTC 113-2622-8-005-005-TE3 

工具機主軸智慧診斷系統  

台灣瀧澤科技股份有限公司 

co-PI

Intelligent tennis sifting and classification system 

智慧型網球篩檢分類系統 (國科會大專學生研究計畫) 

PI, NSTC 112-2813-C-005-119-E

半導體產業鏈之車銑複合機數位升級計畫, 經濟部科技研究發展專案, 產業升級創新平台輔導計畫, 台灣瀧澤科技股份有限公司 

co-PI, 

Intelligent fabric color classification system

智能化廢布分色與分類系統 (科技部大專學生研究計畫)

PI, MOST 111-2813-C-005-085-E

Research and technology development of bearing remaining useful life estimation in intelligent machine tool spindle system through vibration analysis (MOST)

振動分析於智能化工具機主軸軸承壽命預估研究與技術發展 (科技部)

PI, MOST 111-2221-E-005-083

Development of intelligent techniques in milling process: surface quality prediction, machining parameter optimization, cutting force prediction and spindle remaining useful life estimation (MOST)

智慧銑削加工技術發展: 表面品質預測、加工參數優化、切削力預測與加工主軸有用餘命預估 (科技部)

PI, MOST 110-2221-E-005-066

AI於智慧機台系統開發(4/4) (科技部)

Co-PI,   MOST 110-2634-F-009-024 

AI於智慧機台系統開發(3/4) (科技部)

Co-PI,   MOST 109-2634-F-005-004 

RAS-400雙軸迴轉工作台設計及品質管理優化  (上銀科技股份有限公司) 

Co-PI

Intelligent machine technology for tooling status monitoring, workpiece quality prediction and bearing remaining useful life prediction

機械智能化技術於加工狀態監控和加工品質預測與軸承元件壽命預估之應用 (科技部)

PI,  MOST 108-2221-E-005-052 

AI於智慧機台系統開發(2/4) (科技部)

Co-PI,   MOST 108-2634-F-005-001 

Software Development of Dynamic Balance Analysis and Correction for Grinding Disc (Jainnher Machine CO. LTD)

PI,   磨床磨盤動平衡檢測與校正軟體, . 鍵和機械產學對外服務 

Intelligent Process Monitoring for Saw Grinding Machine

智能鋸片磨切機製程監測 (科技部大專學生研究計畫)

PI,  MOST 107-2813-C-005-026-E 

Digital Design, Manufacturing and Intelligent Control Technology Alliance for Machine Tools(2/3) 

工具機數位設計製造與智慧控制技術聯盟(3/3) (科技部)

Co-PI,   MOST 107-2218-E-194-002 

Digital Design, Manufacturing and Intelligent Control Technology Alliance for Machine Tools(2/3) 

工具機數位設計製造與智慧控制技術聯盟(2/3)  (科技部)

Co-PI,   MOST 106-2218-E-194-002 

Mechatronic machine tool design and validation technology (4/4) 

工具機機電一體化設計與驗證技術(4/4)  科技部深耕工業基礎技術專案計畫

Co-PI,   MOST 105-2218-E-005-001 

Study of multi-faults in rotating machinery and diagnostic technique in high-speed spindle applications (II) (1/3~3/3), 

旋轉機械之複合故障特徵分析與診斷技術研究與工具機高速主軸預診技術應用(II) (科技部)

 PI,   MOST 105-2221-E-005-025-MY3 

Digital Design, Manufacturing and Intelligent Control Technology Alliance for Machine Tools(1/3) 

工具機數位設計製造與智慧控制技術聯盟(1/3) (科技部)

Co-PI,   MOST 105-2218-E-194-004 

Mechatronic machine tool design and validation technology (3/4) 

工具機機電一體化設計與驗證技術(3/4), 科技部深耕工業基礎技術專案計畫

 Co-PI,   MOST 104-2218-E-005-003 

Study of multi-faults in rotating machinery and diagnostic technique in high-speed spindle applications 

旋轉機械之複合故障特徵分析與診斷技術研究與工具機高速主軸預診技術應用(I) (科技部)

PI,    MOST 104-2221-E-005-095 

Technology Development on Process Monitoring and Digital Design and Manufacturing for Hard-Machining Material in Aerospace Industry 

航太難切削材加工製程監測與數位設計製造技術開發 (科技部)

 Co-PI,   MOST 104-3011-E-005-002 

Study of amplitude / frequency normalization and time-frequency analysis for multi-faults diagnosis in machinery under variable rotation speed 

振幅與頻率正規化之時頻分析於非固定轉速機械之複合故障診斷研究 (科技部)

 PI,   MOST 103-2221-E-005-012 

Mechatronic machine tool design and validation technology (2/4) 

工具機機電一體化設計與驗證技術(2/4), 科技部深耕工業基礎技術專案計畫

 Co-PI,   MOST 103-2218-E-005-003 

Study of angle-order spectrology and multi-scale analysis on machine malfunctions identification under variable rotating speed through hardware-implemented order tracking techniques 

硬體實現之階次追蹤技術結合多尺度角度-階次譜分析的變轉速機械故障診斷研究(國科會) PI,   NSC102-2221-E-005-097 

Mechatronic machine tool design and validation technology (1/4) 

工具機機電一體化設計與驗證技術(1/4), 國科會深耕工業基礎技術專案計畫

Co-PI,   NSC 102-2218-E-005-014 

Investigation of intelligent diagnostics and Hilbert-Huang Transform on characteristic instantaneous frequencies of faulted rotary system under variable rotating speed 

智慧型診斷與希爾伯特黃變換於變轉速旋轉機械故障特徵分析與瞬時頻率之研究 (國科會)

 PI,   NSC 101-2221-E-008-009 

Study of Hilbert-Huang Transform on instantaneous characteristic frequencies of faulty rotating machinery under variable speed operation 

希爾伯特黃變換於變轉速旋轉機械故障特徵與瞬時頻率之分析研究 (國科會)

PI,   NSC 100-2221-E-008-033 

Vibration measurements and analysis of wind turbine power generator  (INER) 

風力發電機振動量測與分析 (核研所) 

Co-PI,   1002001INER070 

Developing Hilbert-Huang Transform as an adaptive data analysis tool for biomedical research--subproject 1: Development of HHT methodology with emphasis on image analysis(3/3) 

以希爾伯特－黃變換為生醫研究適應性資料分析工具之發展-HHT於影像分析應用之發展(子計畫一) (3/3)  (國科會)

PI,   NSC 99-2627-B-008-005 

Developing Hilbert-Huang Transform as an adaptive data analysis tool for biomedical research--subproject 1: Development of HHT methodology with emphasis on image analysis (2/3) 

以希爾伯特－黃變換為生醫研究適應性資料分析工具之發展-HHT於影像分析應用之發展(子計畫一) (2/3) (國科會)

PI,   NSC 98-2627-B-008-007 

Structural vibration control and acoustic reduction through mode shape tailoring and disturbance rejection via adaptive evolution algorithm of left-right eigenvector assignment 

以模態訂製和干擾阻絕為基礎之結構抑振與減噪的適應性左右特徵向量演化法 (國科會)

PI,   NSC 97-2221-E-008-016 

Developing Hilbert-Huang Transform as an adaptive data analysis tool for biomedical research--subproject 1: Development of HHT methodology with emphasis on image analysis

以希爾伯特－黃變換為生醫研究適應性資料分析工具之發展-HHT於影像分析應用之發展(子計畫一)(1/3) (國科會)

PI,   NSC 97-2627-B-008-007