l2 binomial operations

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EE-646 Lecture-2

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Page 1: L2 binomial operations

EE-646

Lecture-2

Page 2: L2 binomial operations

Binomial Operations on

Fuzzy Sets

6-Sep-12 2

Page 3: L2 binomial operations

Norm Operators

• T-Norm Operator (T stands for triangular)

• is taken as min. (generally), i.e.

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( ) ( ) ( ),A B A BA B x x x x X

( ) ( ) min ( ), ( )A B A Bx x x x

Page 4: L2 binomial operations

T- Norm Operator

• However, can also be defined as:

i. Algebraic Product, •

ii. Bounded Product,

iii. Drastic Product,

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or

Page 5: L2 binomial operations

i. Algebraic Product

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,A B A BA B x x x x X

Page 6: L2 binomial operations

ii. Bounded Product

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max 0, ( ) ( ) 1 ,

A B

A B

A B x

x x x X

Page 7: L2 binomial operations

iii. Drastic Product

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( ), if ( ) 0

( ) ( ), if ( ) 0

0, otherwise

B A

A B A B

A B

x x

x x x

Page 8: L2 binomial operations

Note That

A B A B A B A B

Illustration on Board

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Page 9: L2 binomial operations

S-Norm Operator

• S-Norm Operator

• is taken as max. (generally), i.e.

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( ) ( ) ( ),A B A BA B x x x x X

( ) ( ) max ( ), ( )A B A Bx x x x

Page 10: L2 binomial operations

S- Norm Operator

• However, can also be defined as:

i. Algebraic Sum, +

ii. Bounded Sum,

iii. Drastic Sum,

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or

Page 11: L2 binomial operations

i. Algebraic Sum

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( ) ( ) ( ) ( ) ( ),A B A B A B

A B

x x x x x x X

Page 12: L2 binomial operations

ii. Bounded Sum

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( ) min ( ) ( ) , 1 ,A B A B

A B

x x x x X

Page 13: L2 binomial operations

iii. Drastic Sum

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( ), if ( ) 0

( ) ( ), if ( ) 0

1, otherwise

B A

A B A B

A B

x x

x x x

Page 14: L2 binomial operations

Note That

A B A B A B A B X

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Page 15: L2 binomial operations

Some More Operations

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Page 16: L2 binomial operations

1. Difference

or |

( ) max ( ) ( ) , 0

A B A B

A B A B

x x x

x X

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Page 17: L2 binomial operations

2. Absolute Difference

( ) ( ) ( ) ,A B A B

A B

x x x x X

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Page 18: L2 binomial operations

3. λ - Sum

( ) λ ( ) 1 λ ( ) ,

and λ [0, 1]

A B A B

A B

x x x

x X

λ

λ

+

+

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Page 19: L2 binomial operations

Order of Magnitude

A B A B A B

A B A B A B X

λ+

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Page 20: L2 binomial operations

Problem Task

Consider two fuzzy sets A and B as below:

Find

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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 5A B

(a) , (b) , (c) &

(d) | , (e)Verify De'Morgans Laws

(f) Algebraic Sum, and (g) Algebraic Product

C CA B A B A B

A B

Page 21: L2 binomial operations

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