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研究生:盧冠睿
研究生(外文):Guan-ruei Lu
論文名稱:考慮製程、壓力、溫度的可適應性最差情形確認方法
論文名稱(外文):Adaptive PVT Corner Analysis for Efficient Worst Case Identification
指導教授:劉建男劉建男引用關係
指導教授(外文):Chien-nan Liu
學位類別:碩士
校院名稱:國立中央大學
系所名稱:電機工程學系
學門:工程學門
學類:電資工程學類
論文種類:學術論文
論文出版年:2013
畢業學年度:101
語文別:中文
論文頁數:50
中文關鍵詞:良率角落分析穩健設計
外文關鍵詞:yieldcorner analysisRobust design
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現今的製程已經達到奈米層級,在元件(device)上因製造(manufacture)時所產生的變異(variation)隨處可見,而且變異所造成的影響將隨著元件縮小而呈現指數成長,在未來的製程中它將成為一個嚴重的問題。當製程變異造成電路效能變化過大時,可能會造成電路設計失效(design failed),而導致晶片製造良率(yield)下降,傳統上,在晶片正式下線之前需要進行角落分析(Corner Analysis),以保證出貨的晶片有著一定的良率,這也是晶圓廠對客戶的最低要求。
角落分析最重要的功能就是預估電路的最差情形,讓使用者去改善電路而讓良率增加。以往進行角落分析時,只考慮製程變異(process variation)的5種角落,這很容易可以進行徹底的角落分析;而在現今製程中,需要把電源(voltage)及溫度(temperature)的變異也考慮進去,因此,一個設計要徹底地進行角落分析,可能有數百或數千個角落需要進行模擬,這是非常耗時的。本論文提出一個演算法有效地萃取出合適的角落(corners),讓設計者不需要對所有角落進行模擬,只需要少量的模擬,就能找出最差的情形,大大的改善了良率分析的效率。

In today’s nanometer IC process, process variation in devices is a common phenomenon. This process variation problem gets exponentially worse as device size shrinks, which will become a big issue in the future.
If process variation changes the chip performance too much, it could make the design fail to meet the specification and reduce the design yield. Before tape-out, foundry will ask the customer to do corner analysis as least to guarantee the design yield.
The goal of corner analysis is to find the worst-case performance values across all PVT corners. If the yield is not good, the designers can redesign the circuits before tape out. Traditionally, there are only 5 process corners. It’s quite easy to run full corner analysis. In modern designs, the variations of supply voltage and temperature should be considered, too. Therefore, there can be hundreds or thousands of PVT corners. This is quite time-consuming to run full corner analysis.
This thesis proposes an algorithm to extract the most relevant corners to be simulated. Instead of full corner analysis, only a few simulations are enough to find the worst case among all corners. As shown in the experimental results, this approach greatly improves the efficiency and accuracy of design yield analysis.

摘要 i
Abstract ii
目錄 iv
圖目錄 vi
表目錄 viii
第一章 緒論 1
1-1 研究動機 1
1-2 相關研究 2
1-2-1 猜測最差情形方式 (Guess Worst Case) 2
1-2-2 一次一因子法 (One-Factor-at-a Time) 3
1-2-3 析因抽樣 (Factorial Sampling) 4
1-2-4 完全析因抽樣 (Full Factorial Sampling) 6
1-3 論文結構 7
第二章 背景知識 8
2-1 變異種類 (variation type)[2] 8
2-2 參數變異帶來的影響 9
2-3 模型組方法(modelset approach) [5] 10
2-4 PVT角落分析(PVT Corner Analysis) 11
第三章 可適性的最差情形確認方法 13
3-1 階層式取樣方法 (Hierarchical Sampling) 14
3-1-1 起始角落與起始分組 (Initial Corner & Group) 15
3-1-2 影響量計算 (Weight Calculation) 15
3-1-3 產生下一組角落 (Generate Next Corners) 17
3-1-4 階層式取樣停止條件 18
3-2 相依關係的檢測 (Dependency Check) 19
3-3 決定分組 (Grouping)與拆分組(Ungrouping) 22
第四章 實驗結果與分析 24
4-1 6T靜態記憶體元件 (6T SRAM bit cell) 24
4-1-1 實驗環境 25
4-1-2 實驗結果 25
4-2 二級式運算放大器 (Two-stage operational amplifier) 28
4-2-1 實驗環境 29
4-2-2 實驗結果 30
4-3 記憶體存取電路 (Memory I/O) 33
4-3-1 實驗環境 33
4-3-2 實驗結果 34
第五章 結論 38
第六章 參考文獻 39

[1] C. Guardiani, M. Bertoietti, N. Dragone, M. Malcotti, and P. McNamara, “An Effective DFM Strategy Requires Accurate Process and IP Pre-Characterization,” in Proc. Design Automation Conf., pp. 760-761, Jun. 2005.
[2] Robert L. Mason, Richard F. Gunst, James L. Hess, Statistical Design and Analysis of Experiments, Wiley, 2003
[3] Czitrom, V., “One-Factor-at-a-Time v.s. Designed Experiments,” American Statistical Association, 1999
[4] Synopsys, Hspice user guide:Simulation and Analysis, pp. 773-774, December 2010
[5] Trent McConaghy, Kristopher Breen, Jeffrey Dyck, Amit Gupta, Variation-Aware Design of Custom Integrated Circuits: A Hands-on Field Guide, Springer, 2013
[6] T. Karnik, S. Borkar, V. De, “Sub-90 nm technologies and opportunities for CAD,” International Conference on Computer-Aided Design, pp. 203-206, 2002.
[7] T. Karnik, S. Borkar, V. De, “Parameter variations and Impact on Circuits and Microarchitecture,” Design Automation Conf., pp. 338-342, 2003
[8] R. S. Ghaida , P. Gupta, “Within-Layer Overlay Impact for Design in Metal Double Patterning,” Transsctions on Semiconductor Manufacturing, pp. 381-390, 2010
[9] Liyi Xiao, Chang Liu, Yu Sun, “A novel adpative reverse body technique to minimize stanby leakage power and compensate process and temperature variations,” Cross Strait Quad-Regional Radio Science and Wireless Technology Conference, pp. 1565-1568, 2011
[10] S. Kirkpatrick, C. D. Gelatt Jr., and M. P. Vecchi, “Optimization by Simulated Annealing”, Science, vol. 220, no. 4598, pp. 671-680, May 1983.
[11] Agilent Inc, “Introduction of Corner Modeling ”, http://edocs.soco.agilent.com/display/iccap2010/Introduction+to+Corner+Modeling
[12] Solido Design Automation Inc, “Variation-Aware Custom IC Design: Improving PVT and Statistical Maximum Yield at the Performance Edge ”
[13] Solido Variation Designer cand Cadence Virtuoso Custom IC Platform, “Fast, Accurate Variation-Aware Custom IC Design”
[14] Solido Design Automation Inc, Synopsys Inc, “De-Risking Variation-Aware Custom IC Design with Solido Variation Designer and Synopsys Hspice”
[15] Solido Design Automation Inc, “High-Sigma Monte Carlo for High Yield and Performance Memory Design”

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