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8/4/2019 Ernest DMAIC Project
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Reduction of Blo Holes defect
Team Leader: Ernest Manuel
Member: Fernando Arce
Noel Castillo
Eric Garalde
Jhonny Ledesma
Annaliza Kalaw
Lexter Roxas
Quinee Laco
SIX SIGMA BLACKBELT PROJECT
Champion: Eduardo Bagadiong
Josephine Tablada
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• Project Charter
•Project Background•Metric Chart
• Baseline Data
• Savings Computation
DEFINE PHASE
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PICO Fast Acting,250V and Slo blo products.Team will study, investigateand perform experiment. Team can implement any decisions based on
good data after discussion with MRB.
July 22, 2008 - Sept 2008
Project Title:
Problem Statement Business Case
Goal Statement
Team Leader
Members
Scope and Limitations
Time Line
Champion
Financial Benefit
Reduction of Blo Holes defect in PICO fuses
On the current PICO fuse process , several inspector were being utilized tosort out cosmetic defect induced during coating process with blo holes as the
top contributor. Reducing blo holes will result to reduction of inspection process.
This project adheres to the core values and beliefs for continuous
improvement through Lean Six Sigma strategies by elimination of non value
added process and reducing scrap cost by 50% .
Start
Define and Measure
Analyze and Improve
Control
Completion
Fernando Arce , Noel Castillo , Jessie Dela Pena, Ruel A. ,
Quennie Laco .
StakeholdersLittelfuse Philippines Inc Associates
Ernesto Manuel
Eduardo Bagadiong
Feb 20,2008 – March 20,2008
March 21,2007 – June 21,2008
To reduce blo holes defect from 1.6% to 0.8% July 2008 .
• PROJECT CHARTER
Annual savings of $114,000.
Feb 2008
Oct 2008
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PICO LEAN INITIATIVE PROJECT BACKGROUND
2004 PICO Layout
Identify
waste
Measure
&
Adjust
Current
state
Future
state
Implement
Continuous
Incremental
Improvement
The Lean Process2004 PICO PRODUCTION AREA (24,010 sq ft)
CYCLE TIME: 27 HOURS / FEET TRAVELLED: 525 FT
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PICO Lean Initiatives
• Leadtime is down from 8 weeks to
3 weeks
LEAN BENEFITS
• Process yield is up from 82% to 93%
• Quality also improved , our DPPM was
down from 332 ( 2004 ) to 10 ( 2007 )
• Able to accommodate new product on
same floor area (TR/TE and Thinfilm
and Distribution center)
2004 PICO Layout 2007 PICO Layout
Feet traveled = 525 ft
Hours = 27 hours
Feet traveled = 148 ft
Hours = 3.5 hours
• Work in process was reduced by 500%
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PICO PROCESS FLOW
MULTIMAG
ASSEMBLYWHEELCOATER
(COATING/ LASER MARKING/100%
RESISTANCE )
PAPER
TO TAPE
LASER MARKING EPOXY COATINGVISUAL INSPECTIONASSEMBLY PROCESS
PREMELT
JIFA 100% RES. TEST
AND LABELING
VISUAL INS.
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2009 CURRENT LAYOUT
127 ft
1 Sorter associate ( INSPECT fuses
while on rolling on belt) - done
2 VI associate (INSPECT fuse on tape)
2 JI associate ,
re-INSPECT fuse
prior Final Audit
Sources of Muda Sources of Muda
Paper to tape ( TRANSFER
fuse to paper tape for final
packaging / 100% resistance
TESTING)
1 Reeler associate ( INSPECT crossfuses while on conveyor)
PURSUIT OF PERFECTION !!!
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• BACKGROUND
Visual Defect Breakdown
• BACKGROUND
Team will focus on
reduction of Blo defect on
this project.
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• BACKGROUND• BACKGROUND
Monthly Projected Output: 20,000,000
Baseline Data 97.30%
Target 98.30%
Projected monthly Saved Qty 200,000
Unit Cost $0.025
Monthly Savings $5,000.00
Annual savings $60,000.00
Inspection cost: 3000 / year for 1 associate
Target number of inspection process to be remove:3 associates / line ( a total of 6 lines )
= $ 54000
Scrap Reduction cost savings:
Labor cost savings:
Total annual cost savings : $ 114000
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• BACKGROUND
MEASURE PHASE
Operational Definition
Detailed Process Map
Attribute Agreement Analysis
Baseline Metrics and Sigma Level
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• Process Flow Chart
PremeltPremelt
MultimagMultimag
WheelcoatingWheelcoating
Visual
InspectionVisual
Inspection
Color BandColor Band
RadialRadial
TegamTegam
JI InspectionJI Inspection
Premelt
ProcessProcessProcessProcessKPIVKPIVKPIVKPIV KPOVKPOVKPOVKPOV
Multimag
(CLI)
Wheelcoating
VI
Radial
Quality of Caps & leadSolder Weight/ No Melt / Empty
Bend/ Exposed Copper
Caps & LeadSolder Lead
Bended/Damaged LeadBroken GlassFlyawayEmpty/ DoubleUnseated
Caps & LeadCLI Track/ HarmonicaTop / Bottom TrayHeat Set-upGlassingPin TrayTurning
D-D-MM-A-I-C-A-I-C
Tegam
TYPETYPETYPETYPE
C
C
C
C
C
C
TemperatureCoating wheelBend FuseMM Fall Apart FuseBare Fuse
Coating RejectsBlo HolesFalloutResistance defect
Coating RejectsDamage LeadGood Fuse
VI Escapee RejectsGood Fuse
VI Escapee RejectsGood FuseVI Escapee RejectsGood FuseDamaged Lead
VI Escapee RejectsGood FuseDamaged Lead
VI Escapee RejectsGood FuseDamaged Lead
VI Escapee RejectsGood FuseDamaged Lead
• Process Mapping• Process Mapping
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• BACKGROUNDMEASURE PHASE
DEFECT DEFINITION
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• BACKGROUND
Attribute Agreement Analysis (3 inspectors using 25 Good / 25 Reject w/ 3 trial each )
TinaQunnieHazel
95
90
85
80
75
70
65
Appraiser
P e r c e n t
95.0% CI
Percent
TinaQunnieHazel
95
90
85
80
75
70
65
Appraiser
P e r c e n t
95.0% CI
Percent
Assessment Agreement
Wit hin Appr aisers Ap pr aiser vs St and ar d
TinaQunnieHazel
80
75
70
65
60
55
50
45
Appraiser
P e r c e n t
95.0% CI
Percent
TinaQunnieHazel
80
75
70
65
60
55
50
45
Appraiser
P e r c e n t
95.0% CI
Percent
Assessment Agree ment
Wit hin Appraiser s Appr aiser vs St andard
All Appraisers vs Standard
Assessment Agreement
# Inspected # Matched Percent 95 % CI
50 16 32.00 (19.52, 46.70)
# Matched: All appraisers' assessments agree with the known standard.Fleiss' Kappa Statistics
Response Kappa SE Kappa Z P(vs > 0)
A 0.687838 0.0471405 14.5912 0.0000
R 0.687838 0.0471405 14.5912 0.0000
All Appraisers vs Standard
Assessment Agreement
# Inspected # Matched Percent 95 % CI
50 32 64.00 (49.19, 77.08)
# Matched: All appraisers' assessments agree with the known standard.
Fleiss' Kappa Statistics
Response Kappa SE Kappa Z P(vs > 0)
A 0.852435 0.0471405 18.0829 0.0000
R 0.852435 0.0471405 18.0829 0.0000
MEASURE PHASE
1ST Run
Date: March 10, 2008Validation Run:
Date: March 24, 2008
conclusion: kappa level is only 0.68 , need to conduct eyeball
correlation to correct judgment of inspectors.
conclusion: kappa level improved by 25% after eyeball correlation
and now above 0.7 requirement . We can now proceed
with the analyze phase..
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• BACKGROUND
5 why analysis on Blo Holes , Fallout and Coating defect
MEASURE PHASE
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• BACKGROUND
Prioritization of possible root cause
Y (% rate) = f(X1) + f(X2) + f(X3)
MEASURE PHASE
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• BACKGROUND
Baseline data
CURRENT
1 Number Of Units Processed N= 60,000,000
2 Total Number Of Defects Made D= 1,702,345
(Include Defects Made And Later Fixed)
3 Number Of Defect Opportunities O= 1
Per Unit
4 Solve For Defects Per Million Opportunities 28372
5 Look Up Process Sigma In Abridged Sigma Conversion Table Sigma= 3.41
Sigma Performance
MEASURE PHASE
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• BACKGROUND
ANALYZE PHASE
Validation of factors.
Using Dorian Shainin methodology:“Don’t’ let the engineer do the guessing
Let the parts do the talking”
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7 lbs min0.115” max
Negative correlation exist between cap retention and cap top to cap top.
Lower cap top will result to higher cap retention value .
SIGNIFICANT
Effect of Cap retention
P-Value = 0.00 P-Value = 0.03
Remarks: p-value<0.05,accept Ha: proportion A
≠ proportion B
Conclusion: there is
Significant difference
exist , lower capretention will result
blo holes defect.
Remarks: p-value<0.05,
accept Ha: proportion A
≠ proportion B
Conclusion: there is
Significant difference
exist , lower cap top tocap top dimension will
result to lesser blo
holes defect.
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ANALYZE PHASE
Validation run:Build 2 sets of samples using solder weight with an average
of 0.043 grams and 0.045 grams respectively. Compare the
cap retention using hypothesis test .
Remarks: p-value<0.05, accept Ha: proportion A ≠ proportion B
Conclusion: there is Significant
difference exist , lower solder weight will result to lower
cap retention. SIGNIFICANT
0.045 g cap ret0.043 g cap ret
14
12
10
8
6
4
2
c a p
r e t e n t i o n
7 . 5 0 6 6 7
1 0 . 0 2
Boxplot of Cap retention ( 0.043g vs. 0.045g)
X1 :Variation on Solder Weight
P-Value = 0.00
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ANALYZE PHASE
SIGNIFICANT
BEND UPRIGHT
Validation run:Build 2 sets of samples using tray with bend upright
(mis-align fuse condition ) and trays in a good condition.
Compare the cap top using hypothesis test .
cap top align fusecap rention mis align fuse
0.125
0.120
0.115
0.110
0.105
c a p
t o p
t o
c a p
t o p
0.11386
0.108903
Boxplot of Cap top to cap top ( Mis al ign vs. ALign fuse)
X3: improper handling of trays during assembly process
P-Value = 0.004
Remarks: p-value<0.05, accept Ha: proportion A ≠ proportion B
Conclusion: there is Significant
difference exist , lower solder weight will result to lower
cap retention.
Cap top mis-align fuse Cap top align fuse
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CURRENT
-Temperature are being adjusted to optimize the diameter , length of fuse and quality of cured epoxy powder .Fuse after curing process should
pass acetone test and no significant change on resistance value of the fuse.
ANALYZE PHASE
- defect increases during transition of single coating to double
coating since NO define temperature setting per series
(single or double coating ) .
- Temperature specification is too wide
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
3.00%
471 ( optr A) 473 (Optr A) 471 ( optr B)
Shift to Shift variation on wheelcoater
coating defect
fallout
Blo holes
2.0%
2.8%
SIGNIFICANT
X5 : Not optimize wheelcoater temperature setting
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• BACKGROUND
IMPROVE PHASE
Hypothesis test for solder wt evaluation
DOE on wheelcoater
Hypothesis test for Coating Adjuster
Improvement plan on Handling of trays
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• BACKGROUND
Current:-Too many moving parts
- adjustment of solder pellet length
base on on set screw position
- difficult to troubleshoot
- Pinch wheel is adjusted by screw
Modified:
-Less moving parts
-adjustment of solder cut is base on
digital controller integrated on servo motor
- Rubber lining on both pinch wheels
instead of on just one wheel
- Spring loaded pinch wheels with
adjustable spring load instead of
pinching the solder wire thru set screw
- rollers are equipped with bearings
IMPROVE PHASE
Low Cpk of Solder Weight at Premelt Machine
P-Value = 000
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• BACKGROUNDIMPROVE PHASE
Low Cpk of Solder Weight at Premelt Machine
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
3.00%
current Premelt Optimize Premelt
EFFECT OF OPTIMIZE PREMELT
high resistance
open fuse
flyaway
fallout
Fallapart
Blo holes
2.8%
2.1%
P-Value = 000
Using optimize premelt machine , projected reduction ofdefect related to solder weight is only at 0.7% .
Cost of 1 machine: $3050
Total cost for 10 machines: $30500
ROI at 0.7% defect reduction: 9 months
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IMPROVE PHASE
Blo holes fallout,resistance and
mechanical bond
defect
Still OK
Low Cpk of Solder Weight at Premelt Machine
On current specification , defect such as blo holes , falloutand resistance are already being encountered even
with just a shift of below 3 % from the nominal value
Improvement plan:
Shift the nominal solder weight specification by 11% ,from 0.0045g to 0.0050g to compensate the variation of solder weight.
This will improve the cap retention by approximately 25%.
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IMPROVE PHASE
Low Cpk of Solder Weight at Premelt Machine
Increase nominal solder weight specification from 0.045g to 0.050g ( 11% increase) to compensate variation of premelt operation.
0.00%
1.00%
2.00%
3.00%
4.00%
0.0045 grams 0.0050 grams
Increase on Solder weigth evaluation
low resistance
open fuse
flyaway
coating defect
fallout
exposed solder
Fallapart
Blo holes
increase solder wtsummary
defect related to solder will be reduced
from 3.5% to 2.28%
will have 1.2% reduction on defect.Supporting document: PCP 08-043
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CURRENTIMPROVEMENT PLAN ( PCP 08-044)
- Perform DOE :
- to define optimize set up per series to minimize variation on set up
- to allow entrapped air to escaped prior curing process
-Temperature are being adjusted to optimize the diameter , length of fuse and quality of cured epoxy powder .Fuse after curing process should
pass acetone test and no significant change on resistance value of the fuse. Note temperature should not exceed 300C (melting point of solder )to avoid solder reflow.
IMPROVE PHASE
Not optimize wheelcoater temperature setting
- defect increases during transition of single coating to double
coating since NO define temperature setting per series
(single or double coating ) .
- Temperature specification is too wide
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IMPROVE PHASE
X2 : Not optimize wheelcoater temperature setting
Pareto chart shows that Preheathas the most significant effect in
reducing blo holes defect .
Main effect graph shows thathigher preheat will result to lesser
blo holes.
DOE on Wheelcoater Temperature
Design: 4 factors w / 2 level each
Next step: Validate result of DOE optimize setting on larger samples.
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IMPROVE PHASE
Not optimize wheelcoater temperature setting
Using DOE set up , projected reduction
on wheelcoater defect is at 0.9%.
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
old setting DOE best
setting
Validation run on DOE setting
Exposed cap
falloutexposed solder
Blo holes
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CONTROL PHASECONTROL PHASE
Summary of Corrective / Preventive Actions
and Documentations
SPC and Reaction Plan
Trend Chart
Acknowledgement
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• BACKGROUNDCONTROL PHASE
W P 107 PICOimag Turning Opera
solder weightdrawing
DO and Donts ofhandling trays
F9 006oater Temperature
Summary of Corrective and Preventive Action
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• BACKGROUNDCONTROL PHASE
• Update SPC Chart to Reflect change on Solder Weight specification from 0.0045g ±5% to 0.0050 ±5% )
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• BACKGROUNDCONTROL PHASE
• Update SPC Chart to Reflect change on Cap retention specification from 7lbs min to 10 lbs min
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• BACKGROUNDCONTROL PHASE
• Generate Out of Control Reaction plan for Blo Holes and Exposed solder
Blo Holes OCAPflow
Out of Control Action Plan will serve as
systematic guideline for troubleshooting
blo holes and exposed solder defect.
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• BACKGROUNDCONTROL PHASE
Perform eyeballcorrelation
DOE on wheelcoatertemperature
Orientation on Do andDonts of Handling trays
Increase solder wt
from 0.045 to 0.050g
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• BACKGROUNDCONTROL PHASE
Intangible Benefits
• Break traditional set up for PICO Wheelcoater process
• Application of Six Sigma Tools in doing Process Improvement.
• Develop TEAMWORK while ACHIEVING WORK SATISFACTION in making improvement
Tangible Benefits
• $ 60,000 annual cost saving on scrap
• $ 54,000 annual savings on wages and fringes as a result of reduction of 10 sorter associates
Future Plans
• Pursue Solder weight Cpk improvement as a greenbelt project
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• BACKGROUNDAcknowledgementAcknowledgement
The team would like to acknowledge our associates for sharing their genuine ideas and ourfellow Technician and PE for their cooperation and during the evaluation run
• To the management for giving us a chance to be part of LF 6 sigma culture
• Also for the guidance of our superiors:
Ms. Zorayda Zordilla – Improvement Manager
Mrs. Josephine Tablada - Production ManagerSir Ed Bagadiong – Plant Manager
Sir Dan Onken - Operations Director
There's always room for improvement, you know--it's the biggest room in the house."--Louise Heath Leber