EE-646
Lecture-2
Binomial Operations
on
Fuzzy Sets
6-Sep-12 2
Norm Operators
• T-Norm Operator (T stands for triangular)
•  is taken as min. (generally), i.e.
6-Sep-12 3
 ( ) ( ) ( ),A B A BA B x x x x X       
( ) ( ) min ( ), ( )A B A Bx x x x       
T- Norm Operator
• However,  can also be defined as:
i. Algebraic Product, •
ii. Bounded Product,
iii. Drastic Product,
6-Sep-12 4

or
 
 
i. Algebraic Product
6-Sep-12 5
     ,A B A BA B x x x x X       
ii. Bounded Product
6-Sep-12 6
 
 max 0, ( ) ( ) 1 ,
A B
A B
A B x
x x x X

 
  
    
 
iii. Drastic Product
6-Sep-12 7
( ), if ( ) 0
( ) ( ), if ( ) 0
0, otherwise
B A
A B A B
A B
x x
x x x
 
  






 


Note That
A B A B A B A B

        
Illustration on Board
6-Sep-12 8
S-Norm Operator
• S-Norm Operator
•  is taken as max. (generally), i.e.
6-Sep-12 9
 ( ) ( ) ( ),A B A BA B x x x x X       
( ) ( ) max ( ), ( )A B A Bx x x x       
S- Norm Operator
• However,  can also be defined as:
i. Algebraic Sum, +
ii. Bounded Sum,
iii. Drastic Sum,
6-Sep-12 10

or


i. Algebraic Sum
6-Sep-12 11
( ) ( ) ( ) ( ) ( ),A B A B A B
A B
x x x x x x X    

     
ii. Bounded Sum
6-Sep-12 12
  ( ) min ( ) ( ) , 1 ,A B A B
A B
x x x x X  

   
iii. Drastic Sum
6-Sep-12 13
( ), if ( ) 0
( ) ( ), if ( ) 0
1, otherwise
B A
A B A B
A B
x x
x x x
 
  






 


Note That
A B A B A B A B X

       
6-Sep-12 14
Some More Operations
6-Sep-12 15
1. Difference
 
  
or |
( ) max ( ) ( ) , 0A B A B
A B A B
x x x
x X
  

 
 
6-Sep-12 16
2. Absolute Difference
( ) ( ) ( ) ,A B A B
A B
x x x x X  

   
6-Sep-12 17
3. λ - Sum
 ( ) λ ( ) 1 λ ( ) ,
and λ [0, 1]
A B A B
A B
x x x
x X
      
  
λ
λ
+
+
6-Sep-12 18
Order of Magnitude
A B A B A B
A B A B A B X

       
    λ+
6-Sep-12 19
Problem Task
Consider two fuzzy sets A and B as below:
Find
6-Sep-12 20
0 0.5 0.3 0.7 0.9 0.2 0.4 0.6 0.9 0.4
+ + + + & + + + +
1 2 3 4 5 1 2 3 4 5
A B
   
    
   
(a) , (b) , (c) &
(d) | , (e)Verify De'Morgans Laws
(f) Algebraic Sum, and (g) Algebraic Product
C C
A B A B A B
A B
 
Announcement
• From tomorrow onwards Thursday classes will
be held in the first period
• Kindly make arrangements for the projector in
advance
• Thank You!
6-Sep-12 21

L2 binomial operations

  • 1.
  • 2.
  • 3.
    Norm Operators • T-NormOperator (T stands for triangular) •  is taken as min. (generally), i.e. 6-Sep-12 3  ( ) ( ) ( ),A B A BA B x x x x X        ( ) ( ) min ( ), ( )A B A Bx x x x       
  • 4.
    T- Norm Operator •However,  can also be defined as: i. Algebraic Product, • ii. Bounded Product, iii. Drastic Product, 6-Sep-12 4  or    
  • 5.
    i. Algebraic Product 6-Sep-125      ,A B A BA B x x x x X       
  • 6.
    ii. Bounded Product 6-Sep-126    max 0, ( ) ( ) 1 , A B A B A B x x x x X             
  • 7.
    iii. Drastic Product 6-Sep-127 ( ), if ( ) 0 ( ) ( ), if ( ) 0 0, otherwise B A A B A B A B x x x x x               
  • 8.
    Note That A BA B A B A B           Illustration on Board 6-Sep-12 8
  • 9.
    S-Norm Operator • S-NormOperator •  is taken as max. (generally), i.e. 6-Sep-12 9  ( ) ( ) ( ),A B A BA B x x x x X        ( ) ( ) max ( ), ( )A B A Bx x x x       
  • 10.
    S- Norm Operator •However,  can also be defined as: i. Algebraic Sum, + ii. Bounded Sum, iii. Drastic Sum, 6-Sep-12 10  or  
  • 11.
    i. Algebraic Sum 6-Sep-1211 ( ) ( ) ( ) ( ) ( ),A B A B A B A B x x x x x x X           
  • 12.
    ii. Bounded Sum 6-Sep-1212   ( ) min ( ) ( ) , 1 ,A B A B A B x x x x X       
  • 13.
    iii. Drastic Sum 6-Sep-1213 ( ), if ( ) 0 ( ) ( ), if ( ) 0 1, otherwise B A A B A B A B x x x x x               
  • 14.
    Note That A BA B A B A B X          6-Sep-12 14
  • 15.
  • 16.
    1. Difference     or | ( ) max ( ) ( ) , 0A B A B A B A B x x x x X         6-Sep-12 16
  • 17.
    2. Absolute Difference () ( ) ( ) ,A B A B A B x x x x X        6-Sep-12 17
  • 18.
    3. λ -Sum  ( ) λ ( ) 1 λ ( ) , and λ [0, 1] A B A B A B x x x x X           λ λ + + 6-Sep-12 18
  • 19.
    Order of Magnitude AB A B A B A B A B A B X              λ+ 6-Sep-12 19
  • 20.
    Problem Task Consider twofuzzy sets A and B as below: Find 6-Sep-12 20 0 0.5 0.3 0.7 0.9 0.2 0.4 0.6 0.9 0.4 + + + + & + + + + 1 2 3 4 5 1 2 3 4 5 A B              (a) , (b) , (c) & (d) | , (e)Verify De'Morgans Laws (f) Algebraic Sum, and (g) Algebraic Product C C A B A B A B A B  
  • 21.
    Announcement • From tomorrowonwards Thursday classes will be held in the first period • Kindly make arrangements for the projector in advance • Thank You! 6-Sep-12 21