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題名:以基因規劃和人工免疫演算法最佳化薄型晶圓片切割參數
書刊名:明新學報
作者:徐志明 引用關係陳子安李漢宗
作者(外文):Hsu, Chih-mingChen, Zi-anLee, Han-tzong
出版日期:2011
卷期:37:2
頁次:頁165-183
主題關鍵詞:晶圓片切割基因規劃人工免疫演算法參數設計Wafer slicingGenetic programmingArtificial immune algorithmsParameter design
原始連結:連回原系統網址new window
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電子產品中絕大部分都有IC (integrated circuit)的存在,隨著IC晶片逐漸朝向輕量化、薄型化與高密度發展,為了維持高良率與應有的生產效益,晶圓片切割技術也隨著基本材料的不同以及晶圓片的薄化,在封裝製程上已被視為控制品質成功關鍵的因素之一。然而,以傳統試誤法與工程師自身經驗來決定的切割參數,並無法保證這些切割參數值為最佳設定。本研究結合實驗設計、基因規劃及人工免疫演算法提出一個系統化的晶圓片切割品質最佳化的參數設計程序。同時,透過一個改善薄型晶圓片-蕭特基二極體(Schottky diode)切割製程的實證案例,以驗證所提之演算法的可行性和有效性。驗證結果顯示出薄型晶圓片的切割品質均能接近理想值並完全符合其規格限制。因此,本研究所提的整合式演算程序在解決單一品質特性參數設計問題上是一種有效的工具。
All electronic products almost contain integrated circuits (IC). As the progress of the lightening, thinning and high density of IC, the technologies of wafer dicing has been one of the critical factors which influence the slicing capability. Traditionally, engineers determined the optimal settings of slicing parameters through trial and error or according to their own experience. However, the parameter setting cannot be proven to be real optimal. This study integrated the experimental design, genetic programming and artificial immune algorithms to develop a systematic procedure for optimizing parameter settings in wafer slicing. A case study of improving the slicing process of Schottky diodes was used to demonstrate the feasibility and effectiveness. The experimental results revealed that the cracks in both front and back sides of wafers can fulfill the specifications. Hence, the proposed procedure can be considered an effective method for resolving a parameter design problem with single quality characteristic.
期刊論文
1.Chen, W.-C.、Fu, G.-L.、Tai, P.-H.、Deng, W.-J.(2009)。Process Parameter Optimization for MIMO Plastic Injection Molding via Soft Computing。Expert Systems with Applications,36(2),1114-1122。  new window
2.Dubey, A. K.、Yadava, V.(2008)。Multi-Objective Optimisation of Laser Beam Cutting Process。Optics & Laser Technology,40(3),562-570。  new window
3.Gaitonde, V. N.、Karnik, S. R.、Davim, J. P.(2008)。Selection of Optimal MQL and Cutting Conditions for Enhancing Machinability in Turning of Brass。Journal of Materials Processing Technology,204(1/3),459-464。  new window
4.Hsu, C. -M.(2010)。PCB Design Improvement in the Circuit between the North Bridge and SDRAM through an Integrated Procedure。Expert Systems with Applications,37(4),2978-2990。  new window
5.Routara, B. C.、Mohanty, S. D.、Datta, S.、Bandyopadhyay, A.、Mahapatra, S. S.(2010)。Combined Quality Loss (CQL) Concept in WPCA-based Taguchi Philosophy for Optimization of Multiple Surface Quality Characteristics of UNS C34000 Brass in Cylindrical Grinding。International Journal of Advanced Manufacturing Technology,57(1/4),135-143。  new window
6.Sibalija, T. V.、Majstorovic, V. D.(2009)。Multi-Response Optimisation of Thermosonic Copper Wire-Bonding Process with Correlated Responses。International Journal of Advanced Manufacturing Technology,42(3/4),363-371。  new window
7.Yin, F.、Mao, H. J.、Hua, L.、Guo, W.、Shu, M. S.(2011)。Back Propagation Neural Network Modeling for Warpage Prediction and Optimization of Plastic Products During Injection Molding。Materials & Design,32(4),1844-1850。  new window
8.Phadke, M. S.、Kackar, R. N.、Speeney, D. V.、Grieco, M. J.(1983)。Off-line quality control in integrated circuit fabrication using experimental design。The Bell System Technical Journal,62(5),1273-1309。  new window
9.Aggarwal, A.、Singh, H.、Kumar, P.、Singh, M.(2008)。Optimization of multiple quality characteristics for CNC turning under cryogenic cutting environment using desirability function.。Journal of Materials Processing Technology,205(1/3),42-50。  new window
10.Kovacha, J.、Cho, B. R.(2008)。Development of a multidisciplinary-multiresponse robust design optimization model.。Engineering Optimization,40(9),805-819。  new window
11.Nguyen, H. H.、Jang, N.、Choi, S. H.(2009)。Multiresponse optimization based on the desirability function for a pervaporation process for producing anhydrous ethanol.。Korean Journal of Chemical Engineering,26(1),1-6。  new window
12.Sait, A. Naveen、Aravindan, S.、Haq, A. N.(2009)。Optimisation of machining parameters of glass-fibre-reinforced plastic (GFRP) pipes by desirability function analysis using Taguchi technique。International Journal of Advanced Manufacturing Technology,43(5/6),581-589。  new window
會議論文
1.Chaware, R.、Hoang, L.(2006)。Reliability improvement of 90nm large flip chip low-k die via dicing and assembly process optimization622-626。  new window
2.Wang, Z. J.、Jiang, Y. W.(2005)。Dicing saw process optimization on die crack during IC packaging。ISTM/2005: 6th International Symposium on Test and Measurement,1-9+4806-4810。  new window
學位論文
1.王兆煒(2000)。鑽石刀片切割矽晶片之破裂分析(碩士論文)。華梵大學。  延伸查詢new window
2.王衍智(2004)。台灣股票選擇權日內價格訂價模型研究-比較時間序列方法與基因規劃方法(碩士論文)。朝陽科技大學。  延伸查詢new window
3.王啟華(2006)。結構生物學分析系統:以GA/GP增進藥物對接(嵌合)模擬準確率(碩士論文)。元智大學。  延伸查詢new window
4.吳集銓(2005)。鑽石刀片切割銅導線/低介電值介電層晶圓之研究(碩士論文)。國立中興大學。  延伸查詢new window
5.林佑儒(2006)。IC封裝業覆晶技術晶圓切割製程參數設計之研究(碩士論文)。逢甲大學。  延伸查詢new window
6.許鴻仁(2007)。應用田口法評估封裝切割製程之參數最佳化設計(碩士論文)。國立高雄第一科技大學。  延伸查詢new window
7.郭博文(2007)。鑽石刀結構最佳化於提昇高速晶粒切割之研究(碩士論文)。國立高雄大學。  延伸查詢new window
8.蕭宜昌(2007)。結合決策樹與基因規劃法於資料分類之研究(碩士論文)。國立屏東科技大學。  延伸查詢new window
9.陳介元(2007)。去離子水添加界面活性劑對晶圓切割之研究(碩士論文)。國立高雄第一科技大學。  延伸查詢new window
圖書
1.Koza, John R.(1992)。Genetic Programming: On the Programming of Computer by Natural Selection。Cambridge, Mass.:MIT Press。  new window
圖書論文
1.Fukuda, T.、Mori, K.、Tsukiama, M.(1999)。Parallel search for multi-modal function optimization with diversity and learning of immune algorithm。Artificial Immune Systems and Their Applications。Berlin:Springer-Verlag。  new window
 
 
 
 
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