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Launsby Consulting 2002
Fall Technical Conference
October 172002
Launsby Consulting 2002
Robert Launsby Co-author of three books on
experimental design Co-developer of DOE Wisdom software Trained several thousand folks in
industry on problem solving approaches Article “Straight Talk on DFSS”, SSFM
8/2002 www.launsby.com
Download of examples using toys
Launsby Consulting 2002
Agenda Model for change “Super Simulation” of air bag
deployment system Trebuchets, electromagnets,
antacid pills, catapults
Launsby Consulting 2002
Boston Survival Skills Statement: Accents are wonderful,
We all have them (we just don’t know it)
South Boston (Kennedy accent) Car, Harvard, Chelmsford, Factor, Shark Data, Pizza, Cuba, peninsula “Park the car in Harvard yard” Tuna, tuner
Launsby Consulting 2002
Niccolo Machiavelli “There is nothing more difficult to carry
out, nor more doubtful of success, nor more dangerous to handle than to initiate a new order of things. For the reformer has enemies in all those who profit by the old order, and only lukewarm defender by all those who could profit by the new order. This luke-warmness arises from the incredulity of mankind who do no truly believe in anything new until they have had actual experience with it.”
Launsby Consulting 2002
Change The application of simple
statistical tools to day-to-day activities represents a huge change for many businesses
Launsby Consulting 2002
Strategic Change Matrix Right Thing Wrong Thing
Done Well
Done Poorly
Stage 1
Stage 2
Stage 3Stage 4
Continue doing old right thing
Deny new reality
Folks need practice!
The world changes
Launsby Consulting 2002
Getting Folks Out of Stage 2 Into Stage 3 High contrast and confrontation One approach
Air bag simulation using “Super Sim” Student challenge (30 minutes)
Team exercise Select best settings (25 trials max) Define technology guide for each
response
Launsby Consulting 2002
Auto Air Bag System
Orifice diameter
Type of charge, amount of charge
Gas weight
Four factors
Launsby Consulting 2002
Auto Air Bag System (cont.)
Factor Range
Orifice diameter
0.08 to 0.14
Gas weight 12.0 to 14.5
Prop. Type 23b, 35b
Prop. Weight .85, 1.2
Launsby Consulting 2002
Auto Air Bag System (cont.)
Time to first pressure
Time to 90 % max.
Max Pressure delivered
Launsby Consulting 2002
Auto Air Bag System (cont.)
Time to 90 %8 9 10
Max Pressure
110 120 130
Time to First Pressure
2 3
Goal: Nominal values for all three responses
Launsby Consulting 2002
Auto Air Bag System (cont.)
D(composite)
wt
orif
Response Surface**type(B)=23b,propwt(D)=1.00000
0.0860.0968
0.10760.1184
0.12920.14
12.8
13
13.2
13.4
13.6
13.8
0
0.2
0.4
0.6
0.8
1
Launsby Consulting 2002
Getting Folks Out of Stage 3 Into Stage 4 Trebuchet
More complex DOE, PLS techniques Electromagnets
DOE, ANOVA, regression Antacid pills
Variance reduction, simple DOE Catapults
Problem solving, control charts, MSA, simple DOE
M&M’s for attributes MSA, C-charts
Tools are great for starters, but don’t forget real applications
Launsby Consulting 2002
Trebuchet Real Trebuchets were weapons of mass
destruction in 12th century Used in TV show “Northern Exposure” to
launch piano Today: Used to toss Yugo’s, pumpkins,
etc, great amount of info on internet Interesting challenge for getting
students beyond simple Design of Experiments, PLS
Launsby Consulting 2002
Possible Trebuchet Factors
Potential factors of interest
Number of weights
Pivot point of arm
Release arm position
Sling length
Release bar position
Possible responses
Total distance
Height
Flight distance
Launsby Consulting 2002
Trebuchet (cont.)Distance
8Multiple R:
0.998703
0.9974080.995463
2.89396
Variable Coefficient Std Error 95% CI Tolerance T P(2 Tail)
Constant 156.875 1.02317 ± 2.84133 153.323 0Rel Bar -27.125 1.02317 ± 2.84133 1 -26.511 0S Length -12.375 1.02317 ± 2.84133 1 -12.095 0AB -26.875 1.02317 ± 2.84133 1 -26.266 0
Standard Error of Estimate:
Dependent Variable:Number Runs(N):
Squared Multiple R:Adjusted Squared Multiple R:
Model looks good!
Launsby Consulting 2002
Trebuchet (cont.)
2 3 4 5
Rel Bar
0
0.6
1.2
1.8
2.4
3S Length
Contour Plot
Distance
180
160
140
120
100
Prediction is 165
Actual value from trial was 194
Launsby Consulting 2002
Trebuchet (cont.) Eventually fit special cubic model
to obtain useful predictions for flight distance with previous factor ranges
Note: you can download details from my website
Launsby Consulting 2002
Electromagnets
Some possible factors
Diameter of wire
Number of turns
Amount of current
Type of core
Distance of gauss meter from core
Possible Responses
Gauss
Distance from coil to move compass needle
Launsby Consulting 2002
Electromagnets (cont.)
0
10
20
30
40
green(-)gold(+)wire(A)
1.5(-)3(+)voltage(B)
0(-) 1(+)dist(C)
10(-)20(+)turns(D)
Factors
Main Effects
field str
Launsby Consulting 2002
Electromagnets (cont.)
10 12 14 16 18 20turns
1.5
1.8
2.1
2.4
2.7
3
voltage
Contour Plot**wire(A)=green,dist(C)=0.000000
field str
12
14
16
18
20
Launsby Consulting 2002
Antacid pills
Factors: Water temp, amount of cola
Response:
Dissolve time
Experiment demonstrates interaction, non-linearity, and variance reduction
0
100
200
1(-) 1.5 2(+)water(A)
Factors
Scatter Plot
time
Launsby Consulting 2002
Antacid pills (cont.)
0
20
40
60
80
100
120
1(-) 1.5 2(+)
acid(-)
1(-) 1.5 2(+)
acid(+)
1(-) 1.5 2(+)
acid(0)
water(A)
Factors
Interactions
time
Interaction tested to be significant
Launsby Consulting 2002
Catapult Possible factors: pull back angle, “pin on
pole”, hook position, cup position, stop position, ball type, etc.
Possible responses: total distance, height, flight distance.
Positives: simple linear model provides useful predictions
Other uses: Control charts (older rubber band will demonstrate shift in mean), problem solving
Launsby Consulting 2002
Catapult (cont.)
20
44
68
92
116
140
150(-) 186(+)Angle(A)
-1(-) 1(+)Band(B)
-1(-) 1(+)Peg(C)
Factors
Main Effects
dist
Launsby Consulting 2002
Catapult (cont.)
0
100
200
150(-) 186(+)
Band(-)
150(-) 186(+)
Band(+)
Angle(A)150(-) 186(+)
Peg(-)
150(-) 186(+)
Peg(+)
Angle(A)-1(-) 1(+)
Peg(-)
-1(-) 1(+)
Peg(+)
Band(B)
Factors
Interactions
dist
Launsby Consulting 2002
Catapult (cont.)
150 157.2 164.4 171.6 178.8 186
Angle
-1
-0.6
-0.2
0.2
0.6
1
Band
Contour Plot**Peg(C)=-1.00000
dist
20
80
100
120
60
40
Launsby Consulting 2002
Paper Helicopter Numerous potential factors
including Wing length Wing width Number of weights Type of weight Paper weight Body length
Launsby Consulting 2002
Paper HelicopterDependent Variable: TimeNumber Runs(N): 36Multiple R: 0.99464Squared Multiple R: 0.989308Adjusted Squared Multiple R: 0.980304Standard Error of Estimate: 0.0733144Variable Coefficient Std Error P(2 Tail)Constant 1.65896 0.0399463 0Wing Width(A) 0.186528 0.0145436 0Wing Length(B) 0.420556 0.0157747 0Weight(C) -0.290972 0.0145436 0Body Length(D) -0.0811806 0.0131981 0Paper(E) -0.181181 0.0131981 0AB -0.00777778 0.0157747 0.628AC 0.0419444 0.0145436 0.009AD -0.0390972 0.0131981 0.008AE -0.0203472 0.0131981 0.14BC -0.0827778 0.0157747 0BD -0.05625 0.015873 0.002BE -0.04625 0.015873 0.009CD 0.0696528 0.0131981 0CE 0.0709028 0.0131981 0DE -0.011875 0.015873 0.464Wing Length**2 0.0766667 0.0473242 0.122
Launsby Consulting 2002
Paper Helicopter
D(Time)
Paper
Wing Length
Response Surface**Wing Width(A)=2.40000,Weight(C)=1.40000,Body Length(D)=12.0000
1
1.2
1.4
1.6
1.8
2
55.8
6.67.4
8.29
0
0.2
0.4
0.6
0.8
1
Launsby Consulting 2002
M&M’s Simple to use Simple to define defect Useful for attributes R&R study and C-
charts You can sample (eat) some of the
product
Launsby Consulting 2002
Summary Please visit my website to
download case studies and find listing of what is required for each experiment
www.launsby.com