number of factors (n) each at 2 levels number of treatments in full factorial (2 n ) 24 38 416 532...
TRANSCRIPT
A
BY
EntityUnder
Experimentation
Number of factors (n) eachat 2 levels
Number of treatments infull factorial (2n)
2 4
3 8
4 16
5 32
6 64
7 128
8 256
9 512
10 1024
n 2n
Table 8.11
Setting Notation
Factor A set to its low level A-
Factor A set to its high level A+
Factor B set to its low level B-
Factor b set to its high level B+
Table 8.1
Treatment Combination Setting of A Setting of B
Notation(for each treatment)
1 A- B- (1)
2 A- B+ b
3 A+ B- a
4 A+ B+ ab
Table 8.2
Note: There are (# of Treatment Combinations)! number of possible ways to test these factors and levels (“Run Combinations”).
Pick one randomly to do your testing. Don’t always test in a pre-described order.
Notation in right columnof the table above Meaning
(1) Both A and B are set to their low levels
a Only A is set to its high level
b Only B is set to its high level
ab Both A and B are set to their high levels
Table 8.3
A B Y
― ― y(1) = (1)
― + yb = b
+ ― ya = a
+ + yab = ab
Table 8.4
B
A
aba
b(1)-
+
- +
Figure 8.2
2
)())1(( babaA
Eq. 1
“A main effect”
The “A main effect” is the average change in Ywhen factor A changes from low to high (- to +)
A is the average change from the bottom to the top of the square.
2
)())1(( aabbB
Eq. 2
“B main effect”
The “B main effect” is the average change in Ywhen factor B changes from low to high (- to +)
B is the average change from the left to the right side of the square.
2
)())1(( baabAB
Eq. 3
AB is the difference in the average of the responses across both diagonals of the square.
AB is a measure of the interaction between factors A and B.
TreatmentStimulus Type
(S)Electrode Type
(E)Reaction Time
(T) msec
1 Square Silver 160 (1)
2 Square Platinum 150 e
3 Sinusoidal Silver 190 s
4 SinusoidalPlatinum
170 es
Table 8.5
-
+
- +
E
S
190160
170
e
150
es
s(1)
Figure 8.3
152
2010
2
)190170()160150(
2
))()1((
seseE
252
2030
2
)150170()160190(
2
))())1((
eessS
52
340330
2
)190150()160170(
2
)())1((
seesES
A
- +
Y
(1)ab
b+
a -
B
Figure 8.4
Square
190
180
170
160
150
140
200
Silver
Platinum
E
SinusoidalS
T(ms)
Figure 8.5
AA
AAAX A
2
2
)(
AAXAAA A
Eq. 4
Eq. 5
XA XB XAXB Y
−1 −1 +1 Y(1) = (1)
−1 +1 −1 Yb = b
+1 −1 −1 Ya = a
+1 +1 +1 Yab = ab
Table 8.6
I XA XB XAXB Y
+1 −1 −1 +1 Y(1) = (1)
+1 −1 +1 −1 Yb = b
+1 +1 −1 −1 Ya = a
+1 +1 +1 +1 Yab = ab
Table 8.7
I XA XB XAXB
+(1) −(1) −(1) +(1)
+b −b +b −b
+a +a −a −a
+ab +ab +ab +ab
(1)+b+a+ab -(1)-b+a+ab -(1)+b-a+ab (1)-b-a+ab
Table 8.8
kI = ((1)+b+a+ab)/4 Eq. 6a
kA = (-(1)-b+a+ab)/4 Eq. 6b
kB = (-(1)+b-a+ab)/4 Eq. 6c
kAB = ((1)-b-a+ab)/4 Eq. 6d
Y = kI+kAXA+ kBXB+ kABXAXB Eq. 7
Resistance (ohms)Factor A
Capacitance (μF)Factor B Fall Time (μsec)
10500 0.05 360 = a
10000 0.06 420 = b
10000 0.05 350 = (1)
10500 0.06 440 = ab
Example: RC Circuit
Resistance (ohms)Factor A
Capacitance (μF)Factor B Fall Time (μsec)
10000 0.05 350 = (1)
10000 0.06 420 = b
10500 0.05 360 = a
10500 0.06 440 = ab
Example: RC Circuit
Example: RC Circuit
Resistance (ohms)Factor A
Capacitance (μF)Factor B Fall Time (μsec)
−1 −1 350 = (1)
−1 +1 420 = b
+1 −1 360 = a
+1 +1 440 = ab
Tables 8.7 and 8.8
I XA XB XAXB t
+1 −1 −1 +1 350
+1 −1 +1 −1 420
+1 +1 −1 −1 360
+1 +1 +1 +1 440
350+420+360+440 = 1570 -350-420+360+440 = 30 -350+420-360+440 = 150 350-420-360+440 = 10
Example: RC Circuit
I XA XB XAXB Y
+(1) −(1) −(1) +(1) Y(1) = (1)
+b −b +b −b Yb = b
+a +a −a −a Ya = a
+ab +ab +ab +ab Yab = ab
(1)+b+a+ab -(1)-b+a+ab -(1)+b-a+ab (1)-b-a+ab
km = ((1)+b+a+ab)/4 Eq. 6a
kA = (-(1)-b+a+ab)/4 Eq. 6b
kB = (-(1)+b-a+ab)/4 Eq. 6c
kAB = ((1)-b-a+ab)/4 Eq. 6d
t = 392.5 + 7.5XA+ 37.5XB+ 2.5XAXB msec.
km = ((1)+b+a+ab)/4 = (350+420+360+440)/4 = 392.5 msec.
kA = (-(1)-b+a+ab)/4 = (-350-420+360+440)/4 = 7.5 msec.
kB = (-(1)+b-a+ab)/4 = (-350+420-360+440)/4 = 37.5 msec.
kAB = ((1)-b-a+ab)/4 = (1570+30+150+10)/4 = 2.5 msec.
Y = km+kAXA+ kBXB+ kABXAXB Eq. 7
-1
-0.7
5
-0.5
-0.2
5
0
0.25
0.5
0.75 1
1
0.7
0.4
0.1
-0.2
-0.5
-0.8
300
330
360
390
420
450
t
Xa
Xb
420-450
390-420
360-390
330-360
300-330
Figure 8.6
XA XB Replicate 1 Replicate 2 Replicate 3 Totals!!!
−1 −1 (1) (3) (1) (5) (1) (12) (1)
−1 +1 b (6) b (9) b (11) b
+1 −1 a (1) a (4) a (8) a
+1 +1 ab (2) ab (7) ab (10) ab
km = ((1)+b+a+ab)/12 Eq. 8a
kA = (-(1)-b+a+ab)/12 Eq. 8b
kB = (-(1)+b-a+ab)/12 Eq. 8c
kAB = ((1)-b-a+ab)/12 Eq. 8d
Table 8.9
I XA XB XC XAXB XAXC XBXC XAXBXC TOTAL
+1 −1 −1 −1 +1 +1 +1 −1 (1)
+1 −1 −1 +1 +1 −1 −1 +1 c
+1 −1 +1 −1 −1 +1 −1 +1 b
+1 −1 +1 +1 −1 −1 +1 −1 bc
+1 +1 −1 −1 −1 +1 +1 +1 a
+1 +1 −1 +1 −1 −1 −1 −1 ac
+1 +1 +1 −1 +1 +1 −1 −1 ab
+1 +1 +1 +1 +1 −1 +1 +1 abc
Table 8.10
km = ((1)+c+b+bc+a+ac+ab+abc))/8m Eq. 9a
kA = (-(1)-c-b-bc+a+ac+ab+abc))/8m Eq. 9b
kB =(-(1)-c+b+bc-a-ac+ab+abc))/8m Eq. 9c
kC =(-(1)+c-b+bc-a+ac-ab+abc))/8m Eq. 9d
kAB =((1)+c-b-bc-a-ac+ab+abc))/8m Eq. 9e
kAC =((1)-c+b-bc-a+ac-ab+abc))/8m Eq. 9f
kBC =((1)-c-b+bc+a-ac-ab+abc))/8m Eq. 9g
kABC = (-(1)+c+b-bc+a-ac-ab+abc))/8m Eq. 9h
Y = km + kAXA + kBXB + kCXC + kABXAXB + kACXAXC +
kBCXBXC+kABCXAXBXC Eq. 10