jen
the
the
ce.
set
ied
2)
the
ZY
nal
set
ny
zy
13)
14)
where F is some appropriate function.
Practical membership functions for the fuzzy constraints in the
PRED set can now be obtained by substituting for D and d
based on the equations of the generic values defined in Table 3.
For example to get the membership function for the fuzzy
expression "much more than x", the width of the partition
induced by the fuzzy restriction is computed from
D = abs(x - x) (15)
where x is a generic value lying on the boundary of the partition
induced by much more than(x), and its value can be computed
using the equations in Table 3 as
ez n (E- VERYWIDE) qe
From Table 3 VERYWIDE is defined as
‘a VERYCLOSE
VERYWIDE' = WIDE + ESAE (17)
and after appropriate substitutions and simplification we get
X
[1-5 hen) ii
The problem of determining the compatibility between y and
much more than(x) is equivalent to the problem of finding the
membership value of y in the fuzzy set induced by the fuzzy
restriction "much more than" on x. From Eq. (14) an
approximate value of the membership of y in the fuzzy relation
R(x) is given by Eq. (19).
X=
abs(y - x)
abs(x - x) ao
Ur(y) =
Assuming a square compatibility function for both much_more
than(x) and much less than(x) their membership functions
are given by Eqs. (20) and (21). The plot of the membership
function for much less than (5) is shown in Figure 5.
| 0, if x < x
ios GO e LEES ifx>y>x (20)
| 1. else where
Rp ifx<y<x
Uc<x(Y)={ 0, ify2x (21)
| 1, elsewhere
181
d=y-x
D=x -x; x=R(x)
Figure 4: Construction of membership function
from fuzzy partitions.
After substituting the expression for x in Eq. (20) using Eq.
(16) we get
0, ifx<zx |
|
E 2 fx>y>x
Ussx (¥) = 1 EX
tan (I. E
4 48 4 + log x
|
i, else where |
(22)
as the membership function for much more than(x).
Using this approach membership functions can be constructed
for all the fuzzy predicates in the PRED set. A Graphical
representation of the fuzzy membership functions for about(5),
more or less(5), and roughly equal to(5) are shown in
Figures 7 to 8. It is clear by looking at the shapes of the
0.8 4
0.6 4
0.4 4
MEMBERSHIP VALUE
0.2 4
0.0
" T T
0 2 4 6 8
DATABASE VALUE
Figure 5: Membership Function for much less than 5