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6.780 covers statistical modeling and the control of semiconductor fabrication processes and plants.

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English

English [CC]

FREE

Description

Topics covered include: design of experiments, response surface modeling, and process optimization; defect and parametric yield modeling; process/device/circuit yield optimization; monitoring, diagnosis, and feedback control of equipment and processes; and analysis and scheduling of semiconductor manufacturing operations.

Course content

  • Overview of Semiconductor Manufacturing Unlimited
    • Statistics Review: Distributions Unlimited
    • Statistics Review: Estimation Unlimited
    • Hypothesis Tests and Control Chart Introduction Unlimited
    • Advanced Control Charts, Nested Variance Unlimited
    • Analysis and Design of Experiments Unlimited
    • MANOVA, Factorial Experiments Unlimited
    • Design of Experiments and Response Surface Modeling Unlimited
    • RSM and Regression Unlimited
    • Sensors and Signals Unlimited
    • Run by Run Control Unlimited
    • Scheduling Unlimited
    • Factory Design and Efficiency Unlimited

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Instructor

Massachusetts Institute of Technology
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