Design of Experiments to Achieve High Yield Manufacturing at 6-inch Foundry

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Design of Experiments to Achieve High Yield Manufacturing at 6-inch Foundry M97U0213 胡胡胡 胡胡胡胡 胡胡胡胡胡

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Design of Experiments to Achieve High Yield Manufacturing at 6-inch Foundry. M97U0213 胡又元 授課教師 葉榮懋老師. Abstract. 0.35um pHEMT gate lithography process was improved by using Bayesian methodology . - PowerPoint PPT Presentation

Transcript of Design of Experiments to Achieve High Yield Manufacturing at 6-inch Foundry

Page 1: Design of Experiments to Achieve High Yield Manufacturing at 6-inch Foundry

Design of Experiments to Achieve High Yield

Manufacturing at 6-inch Foundry

M97U0213 胡又元 授課教師 葉榮懋老師

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Abstract

• 0.35um pHEMT gate lithography process was improved by using Bayesian methodology .

• A DOE with Taguchi analysis method was utilized to find the optimal implant isolation condition in HBT .

• DOE with ANOVA analysis have also been carried out for the scribe and break process to find the optimal scribing force and angle.

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GaAs HBT Epi Wafer

• 砷化鎵異質接面雙載子電晶體 • 廣泛應用於無線通訊領域,特別是在手機及無線區域網路

( WLAN)的功率放大器( Power Amplifier, PA)應用

• 手機 (Mobile Handsets) • 無線區域網路 (WLAN) • 藍芽通訊 (Blue Tooth) • 汽車防撞雷達 (Automobile Radar) • 基地台 (Base Stations) • 光纖通訊 (Optical Fiber Communications) • 衛星通訊 (Satellite Communications)

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pHEMT

• pHEMT 假型高速電子移動電晶體 • 在無線通訊及光纖通訊領域佔有相當重要的地位,特別在

超高頻領域應用上的功率放大器,開關及低雜訊放大器均具有非常重要的地位。

• 手機 (Mobile Handsets) • 無線區域網路 (WLAN) • 藍芽通訊 (Blue Tooth) • 基地台 (Base Stations) • 汽車防撞雷達 (Automobile Radar) • 高頻低雜訊放大器 (Low Noise Amplifier, LNA) • 高頻功率放大器及切換開關 (PA, Switches) • 衛星通訊 (Satellite Communications

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INTRODUCTION

• Engineers at WIN has applied DOE techniques in all process areas to screen the process variables, find the process windows, optimize key parameters, and then innovate repeatable, stable and high yield process technologies.

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• In this paper, we demonstrate four examples of using statistical techniques to improve the process capabilities. They cover all the important process areas including photo, isolation, thin-film, and backside modules.

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DOE DESIGN AND ANALYSIS

• Taguchi method:

• Analysis of Variance (ANOVA)

• Bayesian variable selection methodology

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DOE ONE : 0.35um GATE LITHOGRAPHY

• Photolithography with lift-off structure has been the key process used in GaAs MMIC industry. However, the reproducibly and CD control for a small feature (< 0.5 um) is still a challenge.

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Experimental Procedure and Results

• Three series of experiments were carried out to investigate the effects of 8 factors, each at 3 levels

• 18-run mixed-level-orthogonal array, L18

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• The higher PEB (post exposure bake) temperature provides smaller CD to meet 0.35um target

• the level-3 soaking and 90-sec soft bake time can provide good DOF

• fixed two variables of soaking and soft bake time, and orient the PEB tendency to higher temperature on the second series

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• L9 experimental matrix with 4 control variables, including coating speed, soft bake temperature, PEB time and temperature.

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• DOF=1.022+(0.6928*Fl*Gq)

• there is a significant interaction between Fl (linear effect of factor F, PEB time) and Gq

(quadratic effect of factor G, coating speed).

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DOE TWO : HBT IMPLANT ISOLATION

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Experimental Procedure

• Four factors were chosen, including the energy and implant dose for step 1 (lowest energy) and step 5 (highestenergy), energy for step 2, and energy for step 4.

• L9 matrix was generated based on these 4 factors with 3 levels to process wafers and measure the leakage current.

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Analysis and Discussion

• find the higher S/N ratio for the lower isolation leakage current to determine the optimal condition

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DOE THREE : OHMIC CONTACT

• HBT base-metal contact process is to deposit Ti-Pt-Au multiple metal layers on p-type GaAs layer, then perform RTP alloy to achieve Ohmic contact.

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Experimental Procedure

• In this study, 4 factors were chosen for the design of experiment. They are (1) bottom metal thickness,(2) alloy temperature, (3) alloy time, and (4) temperature ramp up rate.

• L9 matrix for four-factor with three-level design

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Analysis and Discussion

• Taguchi data analysis method was utilized to find the higher S/N ratio for the lower Rs and Rc to determine the optimal condition

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DOE FOUR : SCRIBE AND BREAK

• The yield in the scribe and break separation of GaAs wafers is very critical since the wafers are close to the end of production.

• For scribing quality, serious chipping will generate the debris to containment the chip surface and moreover damage the device area.

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Experimental Procedure

• Three wafers were implemented with 18 various scribe and break conditions from angles and forces of X and Y-axes by DOE method, which is a combination of 4 factors(X-force, X-angle, Y-force, and Y-angle) and 3 levels. The whole experiment was carried out in one diamond tool (The tool life was keep in 75.2m~152.7m).

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• check the separation rate and the scribing quality for every condition on the wafers after the expanding process. The scribing quality was quantified by using visual inspection with a score system

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Analysis and Discussion

• ANOVA method to find the significant factors.It was found that the Y-angle had the most significant impact (under 0.05 significant level) on the scribing quality

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• The best condition to achieve highest scribing quality was Y-force and Y-angle both at level 2.

• No interaction was found between the four factors to impact the separation.

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CONCLUSIONS

• We have demonstrated four examples of using statistical techniques to improve the process. They include a 0.35 pHEMT gate lithography optimization, DOE for implant isolation to reduce leakage current, Ohmic contact process for better contact and sheet resistance, and the scribe and break process improvement by DOE. All the optimized process has been implemented in WIN’s production line to produce high performance and high yield HBT and Phemt MMICs.

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報告心得 雖然本篇報告的主題是討論非現在趨勢的六吋晶圓生產 , 不過可以藉由研讀文章來學習實驗設計方法來輔助未來論文的研究與撰寫 , 著實是令人受益良多 , 也高度認同葉老師期望學生能以各自研究相關文章來進行期中報告以督促自己論文進度的教學方法