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1POSTECH ME PCM Chapter 03 Basic concept I
Basic Concept of Axiomatic Design II
Prof. W. HwangDept. of Mechanical Engineering
Postech
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1. The Second Axiom
The Information Axiom
The design that has the smallest information contents is the best.
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3POSTECH ME PCM Chapter 03 Basic concept I
2.1 Information Contents
Information content Ii for a given FRi is definedin terms of the probability Pi of satisfying FRi.
The information is given in units of bits.
Ex: Cutting a shaft length of 40.1 m
Probability = P = 2(0.1 m)/(4 m) = 1/20Information = I = log2(1/P) = log2 (20) = 4.32 bits
)(log1
log 22 yprobabilitisPP
P
I iii
i
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2.2 Information Contents
In the general case of m FRs,
All FRs are statistically independent,
All FRs are not statistically independent,
Where Pi|{j} is the conditional probability of satisfying FRi
given that all other correlated {FRj}j=1,, i-1 are also satisfied
)(log }{}{2 yprobabilitntjoitheisPPI mmsys
m
i
im PP1
}{ m
i
i
m
i
isys PII1
2
1log
m
i
jim PP1
}{|}{}1,,2,1{}{ ijfor
m
i
jisys PI
1
}{|2log
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5POSTECH ME PCM Chapter 03 Basic concept I
2.3 Information Contents
RangeSystem
RangeCommonP
CR
SR
PI 22 log
1log
Figure.3.1. FR vs. Probability Density
,rangedesigninincludedisrangesystemWhen
,rangedesignofoutisrangesystemWhen
0I
I
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6POSTECH ME PCM Chapter 03 Basic concept I
Example 1.1 Cutting Rod to a Length
Two kinds of cutting condition
Rod A to 1 0.000001 meters and Rod B to 1 0.1 meters
The nominal length of the rod is 30 meters rather than 1 meter
How is the probability of success?
The answer depends on the cutting equipment available for the job!
However, generally
So, PA is lower than PB.
lengthnalnomi
tolerance
fP
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7POSTECH ME PCM Chapter 03 Basic concept I
Example 1.2 Cutting of the Rod with a Hacksaw
The PDF of hacksaw
Rod A -> Probability 0 (For One Micron) -> I =
Rod B -> Probability = 1 (For Ten Centimeters) -> I = 0
Figure 3.2. The design ranges and the system pdf for hacksaw
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8POSTECH ME PCM Chapter 03 Basic concept I
3. Complexity
Def. : A measure ofuncerta intyin achieving the specified FRs
Complexity is related to information content.
A design is called complex when its probability of success is low.
The greater the information required to achieve the FRs of a design, the
greater is the information content, and thus the complexity.
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9POSTECH ME PCM Chapter 03 Basic concept I
4. Advantage of information axiom
Need not additional weighting factors
Select the best among those designs that are acceptable
Provide theoretical basis for design optimization and robust
design
The intention of the designer and the importance assigned to
each FR by the designer are represented by the design range.
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10POSTECH ME PCM Chapter 03 Basic concept I
5.1 Robust design
How can we get robust design?
Elimination of bias
Reduction of variance
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11POSTECH ME PCM Chapter 03 Basic concept I
5.2.1 Elimination of bias
The distance between the target value and the mean of the systempdf is called bias.
Figure 3.3. Design range, system range, common range
and system pdf for a FR
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12POSTECH ME PCM Chapter 03 Basic concept I
5.2.2 Elimination of bias
In one-FR design, the bias can be reduced or eliminated bychanging the appropriate DP.
However, in multi-FRs design, the bias can not eliminated when the
design is coupled.
When the design is decoupled or uncoupled design, the bias can be
eliminated by changing DPs.
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13POSTECH ME PCM Chapter 03 Basic concept I
5.3 Reduction of variance
Variance : A statistical measure of the variability of a pdf.
Variability is caused by a number of factors.
Noise
Coupling
Environment
Random variations in design parameters
The variance must be minimized.
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14POSTECH ME PCM Chapter 03 Basic concept I
5.3.1 Reduction of stiffness
Suppose there is only one FR that is related to its DP as
FR1=(A11)DP1
stiffness
In a linear design, the allowable
tolerance for DP1, given the specified
design range for FR1, depends on the
magnitude of A11, i.e. the stiffness.
The smaller the stiffness, the larger is
the allowable tolerance of DP1. Figure 3.4. Allowable variation of DP as afunction of stiffness
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15POSTECH ME PCM Chapter 03 Basic concept I
Example 2.1 Automobile Wheel Cover(hub cap)
Sheet metal is pressed to make a decorative cover to hide the lug
nuts that hold the rim of the wheel assembly onto the car.
Holes are punched in the rim of the wheel and metallic clip springs
are welded in the wheel cover. To attach the cover on the rim, the
springs are pushed into the holes in the rim.
FR1 = Prevent the cover from falling off the wheel when car goes over a bump
FR2 = Make the mounting of the rim easy when the tires are replaced.
Design Range is from 30N to 38N
Figure 3.5. A hub cap for cars
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16POSTECH ME PCM Chapter 03 Basic concept I
Example 2.2 Automobile Wheel Cover(hub cap)
Because of slight misplacement of the spring during welding andthe wear of punching dies during fabrication of the rim, it was
found that the force is not always in this range.
Figure 3.6. Percentage of parts vs. retention force
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17POSTECH ME PCM Chapter 03 Basic concept I
Example 2.3 Automobile Wheel Cover(hub cap)
The DP is the deflection of the spring that is determined by the
relative radial position of the spring with respect to the punched-hole
location.
To reduce the system range, which is associated with the variance,
so that the system range is inside the design range, we need to usesprings with softer stiffness.
FR1=Retention force= A11(DP1)=( ) (rrim-rspring)springofstiffness
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18POSTECH ME PCM Chapter 03 Basic concept I
Example 2.4 Automobile Wheel Cover(hub cap)
When we use a soft spring,
the allowable DR range is
larger than when we use a
stiff spring.
Then, we can reduce the
variance.
Figure 3.7. Spring force as a function of the requireddeflection of the spring
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19POSTECH ME PCM Chapter 03 Basic concept I
5.3.2.1 Immune to variation
When there are many DPs that affect a given FR, design should be
done so that the FR will be immune to variation of all these other
DPs except the one specific DP chosen to control the FR.
Consider the one-FR design problem.
FR = f(DPa, DPb, DPc) or
FR = AaDPa + AbDPb + AcDPc
In this case, we make FR immune to DPb and DPc changes, which can be doneeither if Ab and Ac are small or if DPb and DPc are fixed so that they remain
constant. Then, we can reduce the variation of the design.
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20POSTECH ME PCM Chapter 03 Basic concept I
5.3.2.2 Immune to variation
Now consider the case of the multi-FR ideal design.
For reducing variation from errors in DPs, the coefficients A11, A22
and A33 should be small, but large enough to exceed the requiredsignal-to -noise ratio.
3
2
1
33
22
11
3
2
1
00
00
00
DP
DP
DP
A
A
A
FR
FR
FR
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21POSTECH ME PCM Chapter 03 Basic concept I
Example 3.1 Windshield Wiper-Robust Mounting Design
Eliminate squeaking sounds under all conditions
The windshield-wiper assembly
consists of the pivot of the wiper
blades, itself and the mounting
bracket with three-mounting holes
The location of the three holes
defines the angle of the pivot of
the wiper-blade assembly when it
is mounted on the car.Figure 3.8. Windshield and windshield
-wiper assembly
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22POSTECH ME PCM Chapter 03 Basic concept I
Example 3.2 Windshield Wiper-Robust Mounting Design
The source of noise is the chatterof the rubber blade due to
frictional force and the elastic
nature of the blade.
The physics of chatter
Force apply -> Exert the force on
the mass-> The spring
compression -> The spring
stretching -> Frictional forcedecrease -> The mass stop ->
Repeat
Figure 3.9. Modeling of chatter
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23POSTECH ME PCM Chapter 03 Basic concept I
Example 3.3 Windshield Wiper-Robust Mounting Design
When the direction of the wiper reverses at the end of the stroke and
goes from right to left, the blade will experience the reversal of the
loading direction- elastic unloading first, followed by the change in
the direction of the applied force.
Figure 3.10. Attack angle of bladeFigure 3.11. History of tangential force
acting on the blade
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24POSTECH ME PCM Chapter 03 Basic concept I
Example 3.4 Windshield Wiper-Robust Mounting Design
The condition for flipping is :
tan
sincos
or
FhFh
wiperthetoappliedforcecontactanttresultheisF
Figure 3.12. Condition for flipping of the blade
Figure 3.13. System pdf and designrange of the attack angle
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25POSTECH ME PCM Chapter 03 Basic concept I
Example 3.5 Windshield Wiper-Robust Mounting Design
The attack angle is a function of the position of the windshield.
Where, X1 = pivot axis
X2 = position of the twist arm
X3 = vector normal to the windshield
Expanding the attack angle about its mean position
)()()(),,( *333
*
22
2
*
11
1
*
3
*
2
*
1
* XXX
XXX
XXX
XXX
),,( 321 XXX
),,(*
3
*
2
*
1 XXX
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26POSTECH ME PCM Chapter 03 Basic concept I
Example 3.6 Windshield Wiper-Robust Mounting Design
The mean shift in the attack angle is given by
The variance of the mean shift
)()()( *333
*
22
2
*
11
1
* XXX
XXX
XXX
2
3
3
2
2
2
2
1
1
2)(
X
XX
XX
X
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27POSTECH ME PCM Chapter 03 Basic concept I
Example 3.7 Windshield Wiper-Robust Mounting Design
The last two term on the right-hand side of the variance may be assumed to be negligible by properinstallation of the windshield and the accurate manufacture of the twist arm.
Then, the variance of the mean shift
The deviation of the attack angle due to the pivot axis may expressed in terms of the error in the
windshield assembly as received and the errors due to deviations of mounting point coordinates for
three holes, which may be expressed as
When is (d /dMi) Mi the smallest, the attack angle is immune to the variation of the mounting
position Mi.
2
1
1
2)(
X
X
holesthreeforscoordinatentpoi
mountingtheareMwhere i
3
1
1
1
1
1 i
i
i
receivedasM
MX
XX
X
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28POSTECH ME PCM Chapter 03 Basic concept I
Example 3.8 Windshield Wiper-Robust Mounting Design
The net hole(solid circle) eliminates three DOF.The elongated hole allows in-and-out motion along
one direction thus using 2 DOF.
The loose hole only restricts vertical motion.
When the net hole is at Position #3, the meanshift and the standard deviation of the attack angle
were the smallest.
Once the #3 hole is fixed, the sensitivity was not
very high, regardless of whether #1 hole or #2 hole
was the elongated hole, although the results
favored making #1 the elongated hole.Figure 3.14. Location of three
mounting holes.
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29POSTECH ME PCM Chapter 03 Basic concept I
Problem
Meaning of I/O , U/D and F/A
motions
Role and Principal of mounting
hole
Goal of mounting
Figure ex.2.4.h Location of Mounting Holes
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30POSTECH ME PCM Chapter 03 Basic concept I
1. I/O , U/D and F/A
U/D : up and down motion
I/O : in and out motion
F/A : forward and aft motion
From Rotational motion
of 3 DOF
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31POSTECH ME PCM Chapter 03 Basic concept I
1-1. Motion 1(I/O and F/A)
Plate
Wiper arm
F=T/L
N
Jointmotion
I/O and F/A motion: FromYawing Motion
Motion
I/O
F/A
Motion
Net
hole
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32POSTECH ME PCM Chapter 03 Basic concept I
1-2. Motion 2-1(U/D)
U/D Motion:FromPitching and Vibration
MotionU : velocity of
air(140km/h over)
MotionVibration From
roadMotion
Net
hole
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33POSTECH ME PCM Chapter 03 Basic concept I
1-2. Motion 2-2 (U/D)
U
U
U/D Motion : From Rolling Motion
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34POSTECH ME PCM Chapter 03 Basic concept I
2-1. Roles of Mounting Points
Net hole:Eliminating 3DOF
Elongated hole:
Allows 2 motion(U/D, either I/O
or F/A)
Loose hole:
restricts the vertical motion(U/D)
Figure ex.2.4.h Location of Mounting Holes
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35POSTECH ME PCM Chapter 03 Basic concept I
2-2. Principle mounting point
A : Nethole C : Loose
hole
B : Elongated
hole
1.Axis
between 2
point
2.Axis of
perpendicular
between 2point
A :
3DOF(x,y,z) motion is fixed
A and B :
Rotational motion of 2Axis
direction is fixed (1DOF)
B :Yawing motion(1DOF) control
and Vertical motion (rotational
motion of 1Axis direction
1DOF) allows
C :vertical motion control
6DOF motion of Plate is
controlled
Slot
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3. Goal of Mounting
Meaning :
Fix and control rigid body motion
of wiper linkage system
Keeping optimal attack angle
through to prevent vibration
problems during wiping
Figure ex.2.4.a Windshield and Windshield-
Wiper Assembly
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5.3.3.1 Fix the values of extra DPs
When the design is a redundant design the variance of the FRs can
be reduced by identifying the key DPs and preventing the extra DPs
from variation,
i.e., fixing the values of these extra DPs.
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5.3.3.2 Fix the values of extra DPs
Consider a multi-FR design.
By fixing DP4, DP5 and DP6 or by making the coefficient of these DP
zeros, we can make the design an ideal and uncoupled design.
The variation can also be reduced by setting A14, A15, A25, A26, A34 and
A36 to zero so that the FRs will be immune to changes of in DP4, DP5
and DP6.
6
000
000
000
5
4
3
2
1
363433
262522
151411
3
2
1
DPDP
DP
DP
DP
DP
AAA
AAA
AAA
FR
FR
FR
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39POSTECH ME PCM Chapter 03 Basic concept I
5.3.4 Minimize the random variation of DPs and PVs
One way of reducing the variance of the FRs is to reduce therandom variation of input parameters since they contribute to the
total random variation of the FRs. The variance of FR may be
expressed as
By reducing the variance of any of the DPj, we can reduce the
contributions to the variance of FRi
. Moreover, if some of the DPs
are in dependent of one another, the relevant covariance terms
disappear from the above equation, further reducing the
contributions to the variance of FRi.
n
j
j
k
kjikij
n
j
DPjijFRi DPDPCovAAA1
1
11
222 ),(2
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40POSTECH ME PCM Chapter 03 Basic concept I
5.3.5 Increase the design range
In some special cases, the design range can be increased
without jeopardizing the design goals.
Then, the system range may be inside the design range.( I = 0 )
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Example 4.1 Re-evaluation of buying a House
FR1 = Commuting time must be in the range of 15 to 30 minutes.FR2 = The quality of the high school must be good ,i.e.,more than 65% of the high
school graduates must go to reputable colleges.
FR3 = The quality of air must be good over340 days a year.(original)
FR4 = The price of the house must be reasonable, i.e., a four bedroom house with
3,000 square feet of heated space must be less than $650,000.
Town FR1=Commutetime[min]
FR2=Quality ofschool[%]
FR3=Quality ofair[days]
FR4=Price
[103$]
A 20 to 40 50 to 70 300 to 320 $450 to 550
B 20 to 30 50 to 75 340 to 350 $450 to 650
C 25 to 45 50 to 80 350 and up $600 to 800
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Example 4.2 Re-evaluation of buying a House
Town I1[bits] I2[bits] I3[bits] I4[bits] I
A 1.0 2.0 Infinite 0 Infinite
B 0 1.32 0 0 1.32
C 2.0 1.0 0 2.0 5.0
Figure 3.15. Probability distribution ofcommuting time
Figure 3.16. Probability distribution of thequality of schools
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43POSTECH ME PCM Chapter 03 Basic concept I
Example 4.3 Re-evaluation of buying a House
If the range of air quality is expended from 340 days a year to 300days a year,
Town A is acceptable, but town B st i l l is best choice.
Town I1[bits] I2[bits] I3[bits] I4[bits] I
A 1.0 2.0 0 0 3
B 0 1.32 0 0 1.32
C 2.0 1.0 0 2.0 5.0
Then,
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5.3.6.1 Integration of DPs
The information contents can be made small by reducing the
likelihood of introducing errors when many physical parts are
assembledorby making the manufacturing operation simple.
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5.3.6.2 Integration of DPs
Examples)
Figure 3.17. Beverage can Figure 3.18. Bottle and can opener
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Example 5. Faucet design(for integration)
Figure 3.19. Three valves Figure 3.20. Two valves
Figure 3.21. Two valves Figure 3.22. One valve
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6.1. Common mistake by Designers
Coupling due to insufficient number of DPsIn an ideal design, the number of FRs and the number of DPs are the same.
Not recognizing a decoupled design
The decoupled design must be changed according to the proper sequence.
Having more DPs than FRs
The redundant design must fix extra DPs.
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6.2. Common mistake by Designers
Not creating a robust design- Not minimize the Information Content through
elimination of bias and reduction of variance
Concentrating on symptoms rather than cause- Importance of establishing and concentrating on FRs
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Example 6.1. Hood Lock-and-Release Mechanism
Make undesirable sound.
Analyze current design.
Design an improved design
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Original Design
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51POSTECH ME PCM Chapter 03 Basic concept I
Example 6.2. Hood Lock-and-Release Mechanism
FR1 = Hold the pin (attached to the hood) in the locked positionFR2 = Release pin from locked position to an open position
C1 = Noise level should not exceed 50 dB.
C2 = Manufacturing cost cannot be more than current cost.
DP1 = Mechanical locking mechanism
DP2 = Release mechanism
2
1
2
1
0
0
DP
DP
X
X
FR
FR
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52POSTECH ME PCM Chapter 03 Basic concept I
Example 6.3. Hood Lock-and-Release Mechanism
FR1 = Hold the pin (attached to the hood) in the locked position
FR11 = Locate the pin (attached to the hood) at the locked position.
FR12 = Lock the pin.
DP11 = A cam plate that provides a dead-stop positionDP12 = Rotating cam plate with a slot for the pin and a cam profile to
engage a spring-loaded ratchet mechanism
(to keep the ratchet spring loaded against the cam surface)
12
11
12
11
0
0
DP
DP
X
X
FR
FR
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Example 6.4. Hood Lock-and-Release Mechanism
FR2 = Release pin from locked position to an open position
FR21 = Release the pin
FR22 = Put the pin and the rotating disk at the normally open position
DP21 = Ratchet-removing mechanismDP22 = Spring force at the hinge of the hood to pull the pin and rotate
the rotating locking disk out of the locked positions
(lets put a spring on the hood hinge)
22
21
22
21
0
0
DP
DP
X
X
FR
FR
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54POSTECH ME PCM Chapter 03 Basic concept I
Example 6.5. Hood Lock-and-Release Mechanism
FR22 = Put the pin and the rotating disk at the normally open position
FR221= Put the rotating disk at normally open position.
FR222= Put the pin at its normally open position.
DP221 = Soft spring of the latch (that replaces the heavy spring)DP222 = Equilibrium position determined by the spring force on the hood
hinge and the weight of the hood
This design is a completely uncoupled design.
222
221
222
221
0
0
DP
DP
X
X
FR
FR
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55POSTECH ME PCM Chapter 03 Basic concept I
Example 6.6. Hood Lock-and-Release Mechanism
The original design differs from thisproposed design in that it relies on the
heavy spring to unlock and push the
hood upward.
To provide enough energy to
accelerate the hood upward, a heavy
spring was used.
Then a stopper had to be placed on
the lock plate to stop the cam.
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Example 6.7. Hood Lock-and-Release Mechanism
Original design
FR221 = Accelerate the pin (and hood) out of its closed position.
FR222= Put the cam plate at normally open position.
DP221 = Heavy spring/cam plateDP222 = Stopper
The original design is a coupled design, but noise is made
because of the conversion of mechanical energy to acoustic
energy by the stopper.
222
221
222
2210
DP
DP
XX
X
FR
FR
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7.1 Summary
The field of AD is a broad one that transcends specificengineering fields and encompasses such areas as
management and business.
The basic concept of AD theory are presented as a scientific
base.
The basic concepts and methodologies of AD include the
concepts of domains, mapping, the two design axioms,
decomposition, hierarchy, and zigzagging.
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7.2 Summary
Several key terms, such as functional requirement (FR), designparameter (DP), and process variable (PV) are defined. The
acceptance of these definitions is a pre-requisite in applying the
axiomatic principles for design.
Mapping between the domains generates design equations anddesign matrices. The design equation models the relationship
between the design objectives (whatthe design is trying to
achieve) and the design features (howthe design goals are to be
satisfied).
Uncoupled and decoupled designs are shown to satisfy the
Independence Axiom and thus are acceptable. Coupled designs
do not satisfy Independence Axiom and thus are unacceptable.
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7.3 Summary
The Independence Axiom states that the functional requirementsmust be maintained independent of one another by choosing
appropriate design parameters.
The Information Axiom deals with information content, the
probability of satisfying the FRs, and complexity.
To be able to satisfy the functional requirements, the designer
must always think in terms of FRs before any solution is sought.
Robust design is a design that satisfies the functionalrequirements easily, although large tolerances are given to DPs
and PVs.