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題名:探針卡印刷電路板電鍍銅製程關鍵參數搜尋之資料挖礦架構與實證研究
書刊名:品質學報
作者:王俊堯陳暎仁簡禎富
作者(外文):Wang, Chun-yaoChen, Ying-jenChien, Chen-fu
出版日期:2018
卷期:25:6
頁次:頁361-379
主題關鍵詞:資料挖礦與大數據分析良率提升錯誤偵測與分類探針卡印刷電路板半導體製造Data mining and big data analyticYield improvementFault detection and classificationProbe card PCBSemiconductor manufacturing
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:0
  • 共同引用共同引用:15
  • 點閱點閱:22
期刊論文
1.吳冠宏、吳信宏、郭廣洋(20060900)。應用分群技術於交通事故資料分析。品質學報,13(3),305-312。new window  延伸查詢new window
2.Chien, C.-F.、Wang, W. C.、Cheng, J. C.(2007)。Data mining for yield enhancement in semiconductor manufacturing and an empirical study。Expert Systems with Applications,33(1),192-198。  new window
3.Tseng, T. L. B.、Jothishankar, M. C.、Wu, T. T.(2004)。Quality control problem in printed circuit board manufacturing-- an extended rough set theory approach。Journal of Manufacturing Systems,23(1),56-72。  new window
4.Shaw, M. J.、Subramaniam, C.、Tan, G. W.、Welge, M. E.(2001)。Knowledge management and data mining for marketing。Decision Support Systems,31(1),127-137。  new window
5.Kusiak, A.、Kurasek, C.(2001)。Data mining of printed-circuit board defects。IEEE Transactions on Robotics and Automation,17(2),191-196。  new window
6.He, H.、Garcia, E. A.(2009)。Learning from Imbalanced Data。IEEE Transactions on Knowledge and Data Engineering,21(9),1263-1284。  new window
7.Chien, Chen-Fu、Chuang, Shih-Chung(2014)。A framework for root cause detection of sub-batch processing system for semiconductor manufacturing big data analytics。IEEE Transactions on Semiconductor Manufacturing,27(4),475-488。  new window
8.Chien, C. F.、Hsu, C. Y.、Chen, P. N.(2013)。Semiconductor fault detection and classification for yield enhancement and manufacturing intelligence。Flexible Services and Manufacturing Journal,25(3),367-388。  new window
9.許嘉裕、簡禎富、林國義、簡禎裕(20100300)。Data Mining for Yield Enhancement in TFT-LCD Manufacturing: an Empirical Study。工業工程學刊,27(2),140-156。new window  延伸查詢new window
10.簡禎富、林昀萱、鄭仁傑(20080600)。建構模糊決策樹及其在有交互作用之半導體資料之資料挖礦以提昇良率之研究。品質學報,15(3),193-210。new window  延伸查詢new window
11.Kass, G. V.(1980)。An Exploratory Technique for Investigating Large Quantities of Categorical Data。Journal of the Royal Statistical Society, Series C: Applied Statistics,29(2),119-127。  new window
12.Chawla, N. V.、Bowyer, K. W.、Hall, L. O.、Kegelmeyer, W. P.(2002)。SMOTE: Synthetic Minority Over-sampling Technique。Journal of Artificial Intelligence Research,16,321-357。  new window
13.Chang, P. C.、Liu, C. H.、Fan, C. Y.(2009)。Data clustering and fuzzy neural network for sales forecasting: A case study in printed circuit board industry。Knowledge-Based Systems,22(5),344-355。  new window
14.Chien, Chen-Fu、Chou, Che-Wei、Yu, Hui-Chun(2016)。A Novel Route Selection and Resource Allocation Approach to Improve the Efficiency of Manual Material Handling System in 200-mm Wafer Fabs for Industry 3.5。IEEE Transactions on Automation Science and Engineering,13(4),1567-1580。  new window
15.簡禎富、林國義、許鉅秉、吳政鴻(20160300)。臺灣生產與作業管理之相關期刊文獻回顧與前瞻:從工業3.0到工業3.5。管理學報,33(1),87-103。new window  延伸查詢new window
16.Chang, P. C.、Wang, Y. W.、Tsai, C. Y.(2005)。Evolving neural network for printed circuit board sales forecasting。Expert Systems with Applications,29(1),83-92。  new window
17.陳麗妃、蘇朝墩、黃偉家、Cayard, Dimitri(20171000)。Classifying Quality Attributes in the Kano Model Using Clustering Analysis: An Empirical Study。品質學報,24(5),335-347。new window  new window
18.Chien, C. F.、Liu, C. W.、Chuang, S. C.(2017)。Analysing semiconductor manufacturing big data for root cause detection of excursion for yield enhancement。International Journal of Production Research,55(17),5095-5107。  new window
19.Chien, Chen-fu、Hong, Tzu-yen、Guo, Hong-zhi(20171000)。An Empirical Study for Smart Production for TFT-LCD to Empower Industry 3.5。Journal of The Chinese Institute of Engineers,40(7),552-561。  new window
20.Chu, P. C.、Chien, C. F.、Chen, C. C.(2016)。Analyzing TFT-LCD array big data for yield enhancement and an empirical study of TFT-LCD manufacturing in taiwan。International Journal of Industrial Engineering,23(5),318-331。  new window
21.Haberle, K. R.、Burke, R. J.、Graves, R. J.(2010)。Cycle time estimation models for printed circuit board design。International Journal of Production Research,40(4),1017-1028。  new window
22.Huang, C. Y.、Lin, Y. H.(2013)。Applying CHAID algorithm to investigate critical attributes of void formation in QFN assembly。Soldering & Surface Mount Technology,25(2),117-127。  new window
23.Khakifirooz, M.、Chien, C. F.、Chen, Y. J.(2018)。Bayesian inference for mining semiconductor manufacturing big data for yield enhancement and smart production to empower Industry 4.0。Applied Soft Computing,68,990-999。  new window
24.Kong, F. H.(2007)。A new method for locating solder joint based on rough set。International Conference on Machine Learning and Cybernetics,7,3678-3681。  new window
25.Kwon, Y.、Omitaomu, O. A.、Wang, G. N.(2008)。Data mining approaches for modeling complex electronic circuit design activities。Computers & Industrial Engineering,54(2),229-241。  new window
26.Laakso, T.、Johnsson, M.、Johtela, T.、Smed, J.、Nevalainen, O.(2001)。Estimating the production times in PCB assembly。Journal of Elctronics Manufacturing,11(2),161-170。  new window
27.Lee, H.、Kim, C. O.、Ko, H. H.、Kim, M. K.(2015)。Yield prediction through the event sequence analysis of the die attach process。IEEE Transactions on Semiconductor Manufacturing,28(4),563-570。  new window
28.Ng, M. K.(2000)。A note on constrained k-means algorithms。Pattern Recognition,33(3),515-519。  new window
29.Sim, H.、Choi, D.、Kim, C. O.(2014)。A data mining approach to the causal analysis of product faults in multi-stage PCB manufacturing。International Journal of Precision Engineering and Manufacturing,15(8),1563-1573。  new window
30.Tien, F. C.、Yeh, C. H.、Hsieh, K. H.(2004)。Automated visual inspection for microdrills in printed circuit board production。International Journal of Production Research,42(12),2477-2495。  new window
31.Vainio, F.、Maier, M.、Knuutila, T.、Alhoniexni, E.、Johnsson, M.、Nevalainen, O. S.(2010)。Estimating printed circuit board assembly times using neural networks。International Journal of Production Research,48(8),2201-2218。  new window
32.Yu, C. M.、Chien, C. F.、Kuo, C. J.(2017)。Exploit the value of production data to discover opportunities for saving power consumption of Production Tools。IEEE Transactions on Semiconductor Manufacturing,30(4),345-350。  new window
33.Zhang, F.、Luk, T.(2007)。A data mining algorithm for monitoring PCB assembly quality。IEEE Transactions on Electronics Packaging Manufacturing,30(4),299-305。  new window
34.Quinlan, J. R.(1986)。Introduction to decision trees。Machine Learning,1(1),81-106。  new window
會議論文
1.Meyer, S.、Wohlrabe, H.、Wolter, K. J.(2010)。Neural network modeling to predict quality and reliability for BGA solder joints。The IEEE 60th Electronic Components and Technology Conference。Las Vegas, NV。  new window
2.Ostmann, A.、Manessis, D.、Stahr, J.、Beesley, M.、Cauwe, M.、De Baets, J.(2008)。Industrial and technical aspects of chip embedding technology。The 2nd Electronics System-Integration Technology Conference。London。  new window
圖書
1.Breiman, L.、Friedman, J. H.、Olshen, R. A.、Stone, C. J.(1984)。Classification and Regression Trees。Chapman & Hall/CRC。  new window
2.簡禎富、許嘉裕(2014)。資料挖礦與大數據分析。前程文化公司。  延伸查詢new window
3.Hosmer, D. W. Jr、Lemeshow, S.、Sturdivant, R. X.(2013)。Applied Logistic Regression。Hoboken, New Jersey:Wiley。  new window
4.Quinlan, J. Rose(1993)。C4.5: Programs for Machine Learning。Morgan Kaufmann Publishers。  new window
5.林定皓(2015)。高密度印刷電路板技術。臺北:全華圖書。  延伸查詢new window
 
 
 
 
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