aveek poster v3 - mos-akmos-ak.org/india/presentations/aveek_mos-ak_india12.pdf · microsoft...

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Compact Model based Efficient Methodology for Successful Technology Transfer Compact Models Compact Models Analysis and Discussion Analysis and Discussion Motivation Motivation Methodology for Efficient Technology Methodology for Efficient Technology Transfer Transfer Results Results Results Results A. N. Chatterjee 1 , V. N. Vanukuru 1 , and S. Parthasarathy 1 1 SRDC, IBM, Bangalore, India E-mail: [email protected] Conclusions Conclusions 1) J.K.C. Chen, M. Moslehpour, A.C.P. Lin, and B. Bayaraa, 2011 Proceedings of PICMET ’11, 2011 2) J.K.C. Chen, Chen Yu-Shan, and M. Hung, 6th International Conference on Service Systems and Service Management, 2009en, Linear Networks and Systems (Book style). Belmont, CA: Wadsworth, 1993, pp. 123–135. Technological advancement in IC manufacturing continues to increase in demand every year. Due to continued and rapid growing market for IC industry, extension of semiconductor manufacturing sites wafer fabrication (fab) is necessary. Large-scale firms have to transfer the manufacturing technology from one fab to another or to new sub-fabs. Fabrication technology transfer to alternate fabs is required for several reasons [1] (e.g. lower operation cost, increased peak demand, contingency plan for natural calamity, etc.). One of key issues for the firms is to make sure the most efficient and practical way for technology transfer [2]. The objective of this research is to propose a systematical analysis methodology for technology transfer in the IC-industry. This work is based on a case study of recent technology transfer in RF IC fab. ( ) ( ) m L W C C A VNCAP μ 8 . 2 - × × = { } { } 11 11 Im Y Q Re Y =- 1 1 2 21 L Im f Y π = THE FABRICATION PROCESS AFTER TECHNOLOGY TRANSFER HAS BEEN ABLE TO ACHIEVE THE TARGET C A VALUES. COLOR CODE: YELLOW (BML: M1, TML: MT) BLUE (BML: M1, TML: M1) GREEN (BML: M1, TML: M2) RED (BML: M2, TML: M2) Comparison of measured C A with C A predicted by the model for all the wafers. THE INTER-SITE VARIATION OF C A IS WITHIN PROCESS TOLERANCE. COLOR CODE: YELLOW (BML: M1, TML: MT) BLUE (BML: M1, TML: M1) GREEN (BML: M1, TML: M2) RED (BML: M2, TML: M2) Model Vs. Hardware correlation of inductor for successful technology transfer Model Vs. Hardware correlation of inductor showing issues in technology transfer Compact model of an On chip inductor We observe that the capacitance densities are very close to target. The standard deviation of inter site data are well within the process tolerance. TCC (temperature coefficient of capacitance) for V N capacitors are matching with reasonable degree of accuracy. Thus, V N capacitor characterization for technology transfer does not show any major fabrication issues. Root cause analysis (using SEM) performed for variances in inductor fabrication revealed an issue with the etch depth of the via connecting the two metals of the spiral. Due to the randomness in the etching of via, contact between both the metals was not proper on several sites/wafers. •Used a case study of recent technology transfer in RF IC fab to demonstrate a compact model based efficient methodology •High fidelity compact models for V N capacitors and inductors are used for hardware qualification. •Very good hardware-model correlation for VNCAPs. •Inductors show very poor hardware-model correlation and had to be diagnosed for process related defects. •By applying a top down approach to process qualification, we were able to zero in on a specific process related defect during technology transfer to an alternate foundry. C A is capacitance density (fF/ μm2), W is design width in μm, and L is design length in μm. 2.8 μm is length used up by the contacts. V N Capacitors Inductors V N capacitors are tested from 3 lots and 9 wafers. Hardware data is collected from 24 devices, and each device is tested on 10 sites. The VNCAP devices are fabricated with the following metal layers: M1, M2, and MT. A combination of these metal layers act as bottom metal layer (BML) and top metal layer (TML). Inductance and Q factor obtained from the S- Parameter data sets are used as metrics for comparison. 3) M. Erturk, et al., “Methodology and Design Kit Integration of a Broadband Compact Inductor Model,” in 2007 Workshop on Compact Modeling Santa Clara, California, U.S.A May 20-24, 2007 3 •Develop high-fidelity compact model •Compute the process tolerance for all the devices •Do multi-lot and multi-wafer testing of the devices •Refer to the flow chart for details

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Page 1: Aveek poster v3 - MOS-AKmos-ak.org/india/presentations/Aveek_MOS-AK_India12.pdf · Microsoft PowerPoint - Aveek_poster_v3.ppt Author: aveechat Created Date: 3/20/2012 11:42:44 PM

Compact Model based Efficient Methodology for Successful Technology Transfer

Compact ModelsCompact Models

Analysis and DiscussionAnalysis and Discussion

MotivationMotivationMethodology for Efficient Technology Methodology for Efficient Technology

TransferTransfer

ResultsResults

ResultsResults

A. N. Chatterjee1, V. N. Vanukuru1, and S. Parthasarathy1

1SRDC, IBM, Bangalore, IndiaE-mail: [email protected]

ConclusionsConclusions

1) J.K.C. Chen, M. Moslehpour, A.C.P. Lin, and B. Bayaraa, 2011 Proceedings of PICMET ’11,

2011

2) J.K.C. Chen, Chen Yu-Shan, and M. Hung, 6th International Conference on Service Systems

and Service Management, 2009en, Linear Networks and Systems (Book style). Belmont, CA:

Wadsworth, 1993, pp. 123–135.

Technological advancement in IC manufacturing continues to

increase in demand every year. Due to continued and rapid growing

market for IC industry, extension of semiconductor manufacturing

sites wafer fabrication (fab) is necessary. Large-scale firms have to

transfer the manufacturing technology from one fab to another or to

new sub-fabs. Fabrication technology transfer to alternate fabs is

required for several reasons [1] (e.g. lower operation cost,

increased peak demand, contingency plan for natural calamity, etc.).

One of key issues for the firms is to make sure the most efficient

and practical way for technology transfer [2]. The objective of this

research is to propose a systematical analysis methodology for

technology transfer in the IC-industry. This work is based on a case

study of recent technology transfer in RF IC fab.

( )( )mLWCC AVNCAP µ8.2−××=

{ }{ }

11

11

Im YQ

Re Y= −

1 1

221

L Imf Yπ

=

THE FABRICATION PROCESS

AFTER TECHNOLOGY TRANSFER HAS BEEN ABLE TO

ACHIEVE THE TARGET CA

VALUES. COLOR CODE: YELLOW (BML:

M1, TML: MT) BLUE (BML: M1,

TML: M1) GREEN (BML: M1, TML: M2) RED (BML: M2, TML: M2)

Comparison of measured CA

with CA predicted by the model for all the wafers.

THE INTER-SITE VARIATION OF CA IS WITHIN PROCESS

TOLERANCE.

COLOR CODE: YELLOW (BML: M1, TML: MT) BLUE (BML: M1,

TML: M1) GREEN (BML: M1, TML:

M2) RED (BML: M2, TML: M2)

Model Vs. Hardware correlation of inductor for

successful technology transfer

Model Vs. Hardware correlation

of inductor showing issues in

technology transfer

Compact model of an On chip inductor

We observe that the capacitance densities are very close to target. The standard

deviation of inter site data are well within the process tolerance. TCC (temperature

coefficient of capacitance) for V N capacitors are matching with reasonable degree of

accuracy. Thus, V N capacitor characterization for technology transfer does not show

any major fabrication issues.

Root cause analysis (using SEM) performed for variances in inductor fabrication

revealed an issue with the etch depth of the via connecting the two metals of the spiral.

Due to the randomness in the etching of via, contact between both the metals was not

proper on several sites/wafers.

•Used a case study of recent technology transfer in RF IC fab to demonstrate a compact model based efficient methodology

•High fidelity compact models for V N capacitors and inductors are used for hardware qualification.

•Very good hardware-model correlation for VNCAPs.

• Inductors show very poor hardware-model correlation and had to be diagnosed for process related defects.

•By applying a top down approach to process qualification, we were able to zero in on a specific process related defect during technology transfer to an alternate foundry.

CA is capacitance density (fF/ µm2), W is design width in µm, and L is design

length in µm. 2.8 µm is length used up by the contacts.

V N Capacitors

Inductors

V N capacitors are tested from 3 lots and 9 wafers.

Hardware data is collected from 24 devices, and each

device is tested on 10 sites. The VNCAP devices are

fabricated with the following metal layers: M1, M2, and

MT. A combination of these metal layers act as bottom

metal layer (BML) and top metal layer (TML).

Inductance and Q factor obtained from the S-

Parameter data sets are used as metrics for

comparison.

3) M. Erturk, et al., “Methodology and Design Kit Integration of a Broadband Compact Inductor Model,” in 2007 Workshop on Compact Modeling Santa Clara, California, U.S.A May 20-24, 2007

3

•Develop high-fidelity compact model

•Compute the process tolerance for all the devices

•Do multi-lot and multi-wafer testing of the devices

•Refer to the flow chart for details