Title: Taguchi Method and SPC system in Semiconductor Manufacturing
1Taguchi Method and SPC system in Semiconductor
Manufacturing
Chin-Yuan Chen ???Quality ManufactoryAdvance
Semiconductor Engineering Manufacturing Company,
Ltd Fisher_Chen_at_aseglobal.com
April 30, 2010
2Abstract
This presentation will cover the following
topics, Taguchi Method Application in Assembly
and Testing Site, SPC appliation system in
Assembly process.
- First, to present basic process introduction of
semiconductor of assembly and testing. Taguchi
Methodology and examples of assembly/test will be
shown. To assist engineers to find root casue and
enhance process capability, reduce variance,
improve process capacity. Our company offer
complete statistic training to new engineers. - However, SPC methodology is most important tool
for process control. To understand SPC concept,
QC tools and OCAP(Out of Control Action Plan)
become basic request of engineers. - JMP software
3The statistical software in ASE
4The statistical software in ASE
5Content
- Assembly/Test brief introduction
- 2. Taguchi Method in test site
- - Enhance wrinkle bump yield
- 3. Taguchi Method in Assembly site
- - Gold Wire Diameter Reduction Evaluation
- 4. SPC in Assembly site
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6- 1. Assembly/Test brief introduction
7What common point they had?
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11ASE VisionThe Comprehensive Solution
Module, Board Assembly Test (DMS)
Final Test
Assembly
Wafer Bumping/Probing
Foundry
Materials
Circuit Design
Engineering Test
12Brief Assembly Process
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13Brief Assembly Process
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14Brief Assembly Process
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15Brief Assembly Process
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16Brief Test Process
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17Brief Test Process
18- 2. Taguchi Method in test site
19Wrinkle bump issue
Low Yield
Normal bump
Wrinkle bump
20Test Pin
Test Pin
Normal Bump
Wrinkle Bump
21Normal Bump
Wrinkle Bump
If you are engineer, then what will you improve?
22Hint
Good Contact
Good Yield
23Normal Bump
Wrinkle Bump
Contact deeper (Enhance Over Drive)
24 25- Taguchi Method - Analysis
To choose L9 Taguchi experiment matrix and
consider two response(y) as above table.
26 27- 3. Taguchi Method in Assembly site
28- Customer want cost saving with device, and to
reduce gold wire diameter. - Current diameter is 25um, customer request to
reduce as 20 um. - Current composition is Au, customer need to
replace by Au-Pb.
29652 golden wire
30 31On Desirability Functions The desirability
functions are smooth piecewise functions that are
crafted to fit the control points. The minimize
and maximize functions are three-part piecewise
smooth functions that have exponential tails and
a cubic middle. The target function is a
piecewise function that is a scale multiple of a
normal density on either side of the target (with
different curves on each side), which is also
piecewise smooth and fit to the control points.
These choices give the functions good behavior
as the desirability values switch between the
maximize, target, and minimize values. For
completeness, we implemented the upside-down
target also. JMP doesn't use the Derringer and
Suich functional forms. Since they are not
smooth, they do not always work well with JMP's
optimization algorithm.
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36???
????(Enhance wrinkle bump yield, Gold Wire
Diameter Reduction Evaluation) ???????
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