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Test Operations Optimization
& Adaptive Test Proliferation




                       Debbora Ahlgren
                       14th-July-2010
                       TechSite
Industry Transformation
Industry Transformation
 Vertically Integrated                                  Horizontal Structure




                                                                                                                                          Assembly & Test (SATs)
                                                                                                                  Fabless Design Houses
      Customer Fulfillment




                                                                                            3rd Party Designers
                                                    Foundry Players


                                                                          EDA Players
        Assembly & Test

      Backend Production
                                  Competition
                                  Economics
         Productization
                                  Standardization
                                  Talent Access
         Silicon Design           Market Access

   IP & Process Development
                                                                      Test Optimization Software
                   Test Optimization
          Design Tools Software is
                                                                                        Off Shoring
                     supporting the
 Si Technology & Manufacturing
                   transformation of                Vertically Integrated Companies
                      the industry
                        structure
An Industry in Transition
 2003-07     2008-11       2012+

                                    Chipmakers need to keep pace
                                    with technology & focus on design


                                          Increasing Complexity

                         ~$1,300M
             ~$600M-
 ~$310M-      $900M
  400M
   65nm      45-32nm     22-12nm                            ~$4.5B-
                                                ~$3.5B-      $6.0B
                                    ~$2.5B-
…while the costs of manufacturing                $4.0B
                                     $3.0B
& R&D continue to grow

                                    90-65nm     45-32nm     22-12nm
Evolution of Testing Innovation
   100%


    90%                                                                       Data & Statistics

    80%                                                                                                  Analysis & Modeling
                                                                Automation & Modeling

    70%
                                                        Quality & Reliability
    60%
                 DFT, DFM & EDA                   Intrinsic Defects/Faults
    50%
                                                        Yield                                                    Yield
    40%
                                                                                                                 EDA
    30%                                               Mechanical Contacting

                                                 Cost / Parallelism
    20%
                 Interface& I/O
                                                           Integration & Packaging
    10%
                 Device Characteristics

     0%
       2001                 2003          2005         2007            2009             2011      2013


  Source: ITRS


7/20/2010               4
OptimalTest Confidential
An Evolved Fabless Manufacturing Model – 2009




      Source: Jim Clifford, QCT, 2009


                               A Networked EcoSystem
Adaptive Test “Building Blocks”                         – ITRS TWG
Data
       Various sources … may be real time, historical or feed-forward, &
       structured to feed decision “engine” (algorithms)
Data Structure & Control Path
       Deliver targeted data to the analysis engine & decisions to the action
       point
Decision Algorithms
       Models to automatically adjust test … based on input data
Analysis Engine(s)
       Executes “rules”/algorithms on the data … based on product
       parameters. May be separate or embedded in test program or
       station controller software
Station Controller
       To communicate with or run the analysis engine and take action
linked
              reports




OPTIMAL EST
       T
 Database
Email Notification
includes:
  Specific Lot
  Information
  Rule Information
  Alert Information
  Link to OT-PORTAL




                      TI/OT Confidential   7/20/2010   8
– Illustrating the Problem
in the eMail Alert




                                              eMail links to the “live” OT-
                                              Portal view of the Rule that
                                                  has been triggered:
                                                5% S2S Yield Variation




                                   TI/OT Confidential       7/20/2010         9
Examples
– Product Engineer's View

                       Multiple layouts     Wide variety of
                      accessible via tabs    "widgets" with
                                            all relevant KPI's




  Highlight
 equipment
   outliers
- Application Interface

Drilldown –
presented data
is “actionable”,
allowing the
user to interact
and perform a
“drilldown”
into a deeper
level of
information
Engineering Productivity
 Adaptive TTR Analysis and Simulation
 Adaptive TTR implementation without recompiling test programs

                                         Process-related
                                         signature identified
                                         by OT tools


                                              Wafer Map
                                              recompiled from ~40
                                              lots of final test data
                                              displayed as a single
                                              wafer
Integrated Fabless Model
    Off-line & Near Time                              At the Design the SAT         O Box
                                                                  At                T
                                                          Center                            Tester

            APPLICATIONS
                                                                                            Handler
                                                                                            Prober

              TTR & Outlier
OT-Portal                     OT-Rules2
               Simulation
                                                                                    O Proxy
                                                          Real Time                 T
                                                                                         Tester
            ALGORITHMS                                    ALGORITHMS
                                                            Real-Time   Real-Time
 Product        Outlier       Equipment      Real-Time      Adaptive     Outlier
   SPC         Detection         SPC        Product SPC        TTR      Detection   O Proxy
                                                                                    T
                                                                                         Tester
      NEAR-TIME PLATFORM                           REAL-TIME PLATFORM
  Test        Applications                                               OT-Proxy
                              OT-Post         OT-Box         OT-Proxy
Database        Server                                                    Server        Tester


                         ENTERPRISE TEST IT INFRASTRUCTURE
   TP-DB         MAP-DB          eMail     Workflow          MES        STDF DB
Global Operations Model
    Off-line & Near Time                                   Real Time

            APPLICATIONS                               APPLICATIONS                      O Box
                                                                                         T
                                                                                                 Tester
              TTR & Outlier                                              OT-Control              Handler
OT-Portal                     OT-Rules2 OT-Rules2
               Simulation                                                  Room                  Prober




            ALGORITHMS                                     ALGORITHMS
                                                             Real-Time       Real-Time   O Proxy
 Product        Outlier       Equipment       Real-Time                                  T
                                                             Adaptive         Outlier
   SPC         Detection         SPC         Product SPC        TTR          Detection        Tester


      NEAR-TIME PLATFORM                            REAL-TIME PLATFORM
  Test        Applications                                                    OT-Proxy   O Proxy
                              OT-Post         OT-Box         OT-Proxy                    T
Database        Server                                                         Server
                                                                                              Tester

                         ENTERPRISE TEST IT INFRASTRUCTURE
   TP-DB         MAP-DB          eMail     Workflow           MES            STDF DB
                                                                                             Tester
Increase Production Yield
                                       Improve Production Yield
                                      Speed Time to Entitled Yield


  Increase Product
      Reliability
Increase Product Reliability
                                           1-4%                               Optimize Overall
                                                                            Equipment Efficiency
                                                                     Optimize Overall Equipment Efficiency (OEE)
 Through Outlier Detection                                                Speed Time to Actionable Data



20-50%                                                                   10-20%
                                    MEASURABLE
           Improve Product &          RESULTS                          Reduce Test Times
             Testing Quality                                     Advanced Adaptive Test for TTR and/or
      Increase Product & Testing Quality                              Improve Capital Utilization



                                                               10-30%
          Reduce Customer Returns



       50-75%
THANK YOU!

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Ot Tech Site Ahlgren

  • 1. Test Operations Optimization & Adaptive Test Proliferation Debbora Ahlgren 14th-July-2010 TechSite
  • 2. Industry Transformation Industry Transformation Vertically Integrated Horizontal Structure Assembly & Test (SATs) Fabless Design Houses Customer Fulfillment 3rd Party Designers Foundry Players EDA Players Assembly & Test Backend Production Competition Economics Productization Standardization Talent Access Silicon Design Market Access IP & Process Development Test Optimization Software Test Optimization Design Tools Software is Off Shoring supporting the Si Technology & Manufacturing transformation of Vertically Integrated Companies the industry structure
  • 3. An Industry in Transition 2003-07 2008-11 2012+ Chipmakers need to keep pace with technology & focus on design Increasing Complexity ~$1,300M ~$600M- ~$310M- $900M 400M 65nm 45-32nm 22-12nm ~$4.5B- ~$3.5B- $6.0B ~$2.5B- …while the costs of manufacturing $4.0B $3.0B & R&D continue to grow 90-65nm 45-32nm 22-12nm
  • 4. Evolution of Testing Innovation 100% 90% Data & Statistics 80% Analysis & Modeling Automation & Modeling 70% Quality & Reliability 60% DFT, DFM & EDA Intrinsic Defects/Faults 50% Yield Yield 40% EDA 30% Mechanical Contacting Cost / Parallelism 20% Interface& I/O Integration & Packaging 10% Device Characteristics 0% 2001 2003 2005 2007 2009 2011 2013 Source: ITRS 7/20/2010 4 OptimalTest Confidential
  • 5. An Evolved Fabless Manufacturing Model – 2009 Source: Jim Clifford, QCT, 2009 A Networked EcoSystem
  • 6. Adaptive Test “Building Blocks” – ITRS TWG Data Various sources … may be real time, historical or feed-forward, & structured to feed decision “engine” (algorithms) Data Structure & Control Path Deliver targeted data to the analysis engine & decisions to the action point Decision Algorithms Models to automatically adjust test … based on input data Analysis Engine(s) Executes “rules”/algorithms on the data … based on product parameters. May be separate or embedded in test program or station controller software Station Controller To communicate with or run the analysis engine and take action
  • 7. linked reports OPTIMAL EST T Database
  • 8. Email Notification includes: Specific Lot Information Rule Information Alert Information Link to OT-PORTAL TI/OT Confidential 7/20/2010 8
  • 9. – Illustrating the Problem in the eMail Alert eMail links to the “live” OT- Portal view of the Rule that has been triggered: 5% S2S Yield Variation TI/OT Confidential 7/20/2010 9
  • 10. Examples – Product Engineer's View Multiple layouts Wide variety of accessible via tabs "widgets" with all relevant KPI's Highlight equipment outliers
  • 11. - Application Interface Drilldown – presented data is “actionable”, allowing the user to interact and perform a “drilldown” into a deeper level of information
  • 12. Engineering Productivity Adaptive TTR Analysis and Simulation Adaptive TTR implementation without recompiling test programs Process-related signature identified by OT tools Wafer Map recompiled from ~40 lots of final test data displayed as a single wafer
  • 13. Integrated Fabless Model Off-line & Near Time At the Design the SAT O Box At T Center Tester APPLICATIONS Handler Prober TTR & Outlier OT-Portal OT-Rules2 Simulation O Proxy Real Time T Tester ALGORITHMS ALGORITHMS Real-Time Real-Time Product Outlier Equipment Real-Time Adaptive Outlier SPC Detection SPC Product SPC TTR Detection O Proxy T Tester NEAR-TIME PLATFORM REAL-TIME PLATFORM Test Applications OT-Proxy OT-Post OT-Box OT-Proxy Database Server Server Tester ENTERPRISE TEST IT INFRASTRUCTURE TP-DB MAP-DB eMail Workflow MES STDF DB
  • 14. Global Operations Model Off-line & Near Time Real Time APPLICATIONS APPLICATIONS O Box T Tester TTR & Outlier OT-Control Handler OT-Portal OT-Rules2 OT-Rules2 Simulation Room Prober ALGORITHMS ALGORITHMS Real-Time Real-Time O Proxy Product Outlier Equipment Real-Time T Adaptive Outlier SPC Detection SPC Product SPC TTR Detection Tester NEAR-TIME PLATFORM REAL-TIME PLATFORM Test Applications OT-Proxy O Proxy OT-Post OT-Box OT-Proxy T Database Server Server Tester ENTERPRISE TEST IT INFRASTRUCTURE TP-DB MAP-DB eMail Workflow MES STDF DB Tester
  • 15. Increase Production Yield Improve Production Yield Speed Time to Entitled Yield Increase Product Reliability Increase Product Reliability 1-4% Optimize Overall Equipment Efficiency Optimize Overall Equipment Efficiency (OEE) Through Outlier Detection Speed Time to Actionable Data 20-50% 10-20% MEASURABLE Improve Product & RESULTS Reduce Test Times Testing Quality Advanced Adaptive Test for TTR and/or Increase Product & Testing Quality Improve Capital Utilization 10-30% Reduce Customer Returns 50-75%