Semiconductor Manufacturing

Lecture Notes

LEC #

TOPICS

1

Overview of Semiconductor Manufacturing (PDF)

Statistical Process Control

2

Statistics Review: Distributions (PDF)

3

Statistics Review: Estimation (PDF)

4

Hypothesis Tests and Control Chart Introduction (PDF)

5

Control Charts

6

Advanced Control Charts, Nested Variance (PDF)

Experimental Design

7

Analysis and Design of Experiments (PDF)

8

ANOVA, Variance Component Estimation

9

MANOVA, Factorial Experiments (PDF)

Quiz #1

Yield and Yield Learning

10

Design of Experiments and Response Surface Modeling (PDF)

11

RSM and Regression (PDF) (PDF)

12

Yield Management and Modeling

13

Yield Modeling

Advanced Process Control

14

Spatial Modeling

15

Sensors and Signals (PDF)

16

PCA and Time Series

17

Run by Run Control (PDF)

18

Real Time Control, Scheduling

Factory Operation and Design

19

Scheduling (PDF)

Quiz #2

20

Planning (PDF)

21

Factory Design and Efficiency (PDF)

Assignments

Problem Set 1 (PDF)
Problem Set 2 (PDF)
Problem Set 3 (PDF)
Problem Set 4 (PDF)
Problem Set 5 (PDF)
Problem Set 6 (PDF)
Problem Set 7 (PDF)
Critical Paper Review (PDF)

 

Exams

Quiz 1 with solutions (PDF)
Quiz 2 with solutions (PDF)