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Production Platform for Device Quality and Cost of Manufacturing Reduction
Streetwise™,
has been deployed in production, globally in a broad variety of
semiconductor device manufacturing operations and fabless design centers
since 2004, and has become the industry’s most advanced Statistical
Post Processing analysis platform for maximizing device quality while at
the same time providing proven multi-flow analysis methodologies for
reducing device manufacturing costs.
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Streetwise™ supports the use of basic Part Average Testing (PAT) guardbanding methods (see chart 1. below) recommended by the AEC in 1997. (http://www.aecouncil.com) While well understood, these guardbanding methods have recognized limitations and drawbacks. |
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Chart 1: AEC Q001 guideline for basic distribution N-Sigma outlier detections |
Moreover, Streetwise™
platform extends the ability to expose device marginalities well beyond
these traditional PAT methodologies, and with more confidence, through
the comprehensive application of Single Variant, Multivariate (NNR,
Regression), Spatial, and Composite analysis methods applied in single
or multiple data flow manufacturing environments. |
Chart 2: Multivariate Hybrid Analysis (NNR)

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Chart 3: Multivariate Regression Analysis
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The increased analysis granularity Streetwise™ uniquely
exposes dramatically extends the opportunity to employ advanced next
generation feed forward adaptive test strategies as outlined in the
latest International Technology Roadmap for Semiconductors (ITRS: http://www.itrs.net).
The industry has recognized that the referenced Adaptive Test
strategies are required as semiconductor device manufacturing cost and
quality demands continue to drive the market forward. |
Streetwise™
analysis uniquely identifies device performance variability which
exposes performance marginalities on a per die basis for next process
step or disposition decision. (see chart 4.) |
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Chart 4: Variance pareto across parametric tests on a per die basis |
Streetwise™ uniquely
integrates comprehensive Geographical analysis with Parametric analysis
given the combination of analysis types are considered fundamental in
achieving a high efficiency and effectivity for device disposition
decisions. |
It has been widely
documented within the industry that failed die and/or marginal
performing die adjacencies must be considered in order to properly
disposition target die.
The Streetwise™
analysis architecture leverages its innovative parametric analysis
methods in order to expose geographic based marginalities that expose
not only die related defects, but confirm process or systematic related
defects within identified geographic regions of the wafer. Another
fundamental comprehension of geographical analysis is achieved through
stacked or composite level analysis.
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Chart 5: Regional geographic spatial analysis
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Again, well
documented within the industry, specific locations of the wafer may
expose repeatable marginal die locations that may only be exposed
through comprehensive Composite analysis methods.
Streetwise™ geographical
analysis not only leverages Parametric analysis as described above, but
also contains additional sophisticated analysis methods such as:
failure and die marginality clustering, die location exclusion,
proximity analysis, pattern detection, and sub-wafer regional
statistical bin limit detections.
Streetwise™ analysis
technologies have been field proven to apply these next generation
process methodologies today by removing the barriers between wafer fab
parametric data and wafer sort electrical test screenings and final outgoing inspection (see Freescale Press Release for more information).
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Streetwise™ Engineering
is a comprehensive product engineering workbench providing the user
with an easy to use recipe development and validation environment.
Recipe development and validation within the engineering workbench
ensures absolute traceability and revision control when developed
recipes are ultimately uploaded and released to the Streetwise™
Production Tool.
- Application operates on Engineer P.C. or Laptop
- Define Analysis and Binning Strategy
- Validate Analysis results using Data Results Viewer
- Linked to Production for Recipe Management (see recipe mgt chart)
- User Friendly GUI and Editor
- 2D & 3D Wafer view (see wafer view chart)
- Revision controlled recipe editor
- Data trends/histograms/paretos
- Wafer Statistics
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Recipe Management
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2D & 3D Wafer View
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Streetwise™ Production
is a robust production proven 24 X 7 platform that runs the workbench
“recipe” ensuring worry free operation without the necessity of manual
intervention by operators. Integration within manufacturing production
operations is seamless and highly flexible by choosing either TCP/IP
protocol socket connections, file based operations, or Web Services
communications. Data analysis traceability is ensured while recipes and
their corresponding analysis results are defined with four levels of
granularity as Product Family, Recipe ID, Version and History.
- 24/7 hands free production operation
- Scalable software architecture
- Supports Clustered configuration for Automatic failover of application and database
- File, Socket, or Web Services Host Adapters
- Browser based In-Process status interrogation
- Lot results
- Wafer level results
- Automated email notification
- Processing error conditions
- Yield excursion notification
- Revision controlled traceability
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© 2012, 2014, 2021 Test Acuity Solutions, Inc. |
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