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ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195

RESEARCH ON PROPERTIES OF E-PARTIAL DERIVATIVE

OF LOGIC FUNCTIONS

1WANG FANG

1Dept. of Computer and Information Technology, Zhejiang Changzheng Vocational and Technical College,

Hangzhou 310023; 2.Dept. of Information and Electronics Engineering, Zhejiang University, Hangzhou

310028

E-mail: [email protected]

ABSTRACT

E-derivative [1] has accessed a wide range of applications in these areas and caused academia concerned [1-4], such as detecting faults in combinational circuits, discussing on cryptographic properties of H-Boolean function and revealing the internal structure of H-Boolean function together with H-Boolean derivative, thus more effectively analyzing the property of Boolean functions. Referring to the discussion on Boolean derivative and Boolean partial derivative, the concept of

e

-partial derivative is presented. The definitions and properties of

e

-partial derivative and high order

e

-partial derivative are given. We also give their proofs for some properties. The work made in this paper is the complement and improvement of the research on the

e

-derivative of logic functions.

Key words: Logic Function;

e

-Derivative;

e

-Partial Derivative; Special Operation Of Logic Function

1. INTRODUCTIONS

Logic function

e

- derivative is a new special operation. Since the document [1] puts forward

e

-derivative, due to the unique characteristics of

e

-derivative, it has accessed a wide range of applications in these areas and caused academia concerned [1-4], such as detecting faults in combinational circuits, discussing on cryptographic properties of H-Boolean function and revealing the internal structure of Boolean function together with Boolean derivative, thus more effectively analyzing the property of Boolean functions. However, the document [1-4] simply discusses definition, properties and application of the first order

e

-derivative of logic function, the high order

e

-derivative and

e

-partial derivative is a lack of research. Referring to the discussion of Boolean derivative and Boolean partial derivative of logic function, this article will study the logic function

e

-partial derivative and its properties, and proof of some properties are given out, thus makes further complement and perfection of

e

-derivative study, in order to promote research on special operations.

2. DEFINITION AND RELEVANT PROPERTY OF

e

- PARTIAL DERIVATIVE

Document [1] introduces definitions and properties of

e

-derivative, and this article just takes some relevant properties for example.

Definition1 set

f x x

(

1

~

n

)

as variable

n

fully defined logic functions, definition of

e

-derivative to the variables

x

i is:

(

)

(

)

(

)

1

1 1

~

n

i

i n i n

ef x x

ex

f x

x

x

f x

x

x

 

 

(1.1)

Property 1.1

(

1 1

) (

1 0

)

i

n n

ef ex

f x x f x x

=   ⋅  

(1.2)

Property1

i i ef ef

ex ex =

(1.3 )

(2)

ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195

Property 1.4

0

i i

ef df exdx =

(1.5)

Formula

i

df dx

is the Boolean Difference, first order

e

-partial derivative.

Property 1.5

(

) (

)

0

i i

e f g e f g

ex ex

⋅ ⊕

⋅ = (1.6)

Formula “

”means XOR(exclusive OR)

Property 1.6

(

)

i i i i

d f g

ef ef dg

ex dx ex dx

⋅ = ⋅ (1.7)

Property 1.7 IF

f

has no relationship with

x

i, THEN

i

ef f ex =

(1.8)Property1.8 IF

variable

x

iis the linear variable of

f

,THEN

0

i ef ex =

(1.9)

Property 1.9 IF 1

i

df dx =

THEN 0

i

ef ex =

(1.10)

Property 1.10 IF

1

i

ef

ex

=

THEN 0

i

df dx =

(1.11)

3. DEFINITION AND RELEVANT PROPERTY OF

e

-PARTIAL DERIVATIVE

Definition2 set

f x x

(

1

~

n

)

as variable

n

fully

defined logic functions, first order

e

-partial derivative

f

to the variables

x

i is

e

-derivative.

Definition 3 set

f x x

(

1

~

n

)

as variable

n

fully defined logic functions, definition of second order

e

- partial derivative

f

to the variables

i

x

x

jis:

       ≡

j i j

i ex

ef ex

e ex ex

f e2

(2.1)

Definition 4 set

f x x

(

1

~

n

)

as variable

n

fully defined logic functions, definition of K order

e

- partial derivative

f

to the variables

1

~

K

i i

x

x

is:

    

  

       

≡  

K K i i i

i i

K

ex ef ex

e ex

e ex ex

f e

2

1

1 ~ (2.2)

Many properties of the

e

-partial derivatives can be directly deduced according to the definition of

e

-partial derivatives and related properties in§1,

here only gives proof of some properties.

Property 2.1 2 2

i j j i

e f e f ex ex =ex ex

(2.3)

Deduction2.1 1 2 1

1

~ ~

~

K K

K

K K

i i i i i

K

i i

e f e f ex ex ex ex ex

e f ex ex

=

==

(2.4)

Property 2.2

2

i i i

e f ef ex ex =ex

(2.5)

Deduction 2.2 ~

K

i i i

K

e f ef ex ex =ex



(2.6)

Property 2.3

( ) ( ) ( ) ( )

2

00 01 10 11

i j

e f ex ex

f f f f

=

(2.7)

Proof

( ) ( )

(

0 1

)

( ) ( ) ( ) ( )

00 01 10 11

2

f f f f x f x f ex

e ex ex

f e

i i i j i

= =

Deduction2.3

(

) (

)

(

) (

)

1~

0 00 0 01 1 10 1 11

K K i i e f ex ex

f f f f

=     

(2.8)

Property 2.4

(

)

2 2

,

i j i j i j

e f e f ef ef ex ex =e x x ex ex

(2.9)

Formula

(

)

2

,

i j

e f e x x

(3)

ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195

Proof

( )

( )

( )

( )

( )

( )

( )

( )

( ) ( ) ( )

2

2

,

i j

i j

i j i j i j i j i j i j

i j i j i j i j i j

e f

ef ef

ex ex

e x x

f x x f x x f x x f x x f x x f x x

e f

f x x f x x f x x f x x

ex ex

=

=

=

Deduction 2.4

(

) (

)

(

) (

)

1

1 1 1

1

2 1 2

1

1 2

~

~ ~

~ ~

k

K K

K K K

K i i

K K

i i i i

K K

i i

i i i i

e f ex ex

e f e f e x x e x x

e f e f ef ef ex ex e x x e x x

− −

=

  

(2.10)

Property 2.5 2 2 0

i j i j

e f f ex ex x x

∂ =

∂ ∂ (2.11)

Formula

2

i j

f x x

∂ ∂ is the Boolean second order

e

-Partial derivative

Proof

( )

( ) ( ) ( )

( )

( ) ( ) ( )

2 2

i j i j

i j i j i j i j

i j i j i j i j

e f f ex ex x x

f x x f x x f x x f x x

f x x f x x f x x f x x

∂ ∂ ∂ =

 

( )

( ) ( ) ( )

( )

( ) ( ) ( )

( )

( ) ( ) ( )

( )

( ) ( ) ( )

0 0 0

i j i j i j i j

i j i j i j i j

i j i j i j i j

i j i j i j i j

f x x f x x f x x f x x

f x x f x x f x x f x x

f x x f x x f x x f x x

f x x f x x f x x f x x

=

⊕ ⊕

= ⊕ =

Deduction 2.5

1 1

0

~ ~

k K

K K

i i i i

e f f ex ex x x

=

∂ ∂

(2.12)

Property 2.6

2 2

i j

i j

e f e f ex ex ex ex⋅ =

(2.13)

Deduction 2.6

1

1~ K ~ K

K K

i i

i i

e f e f ex ex ex ex =

(2.14)

Property 2.7 IF

f

=

a

( constant ) ,

THEN 2

i j

e f a ex ex =

(2.15)

Deduction 2.7 IF

f

=

a

( constant ) , THEN

1~ K

K

i i

e f a ex ex =

(2.16)

Property 2.8 IF

i j

ef ef f ex =ex =

THEN 2

i j

e f f ex ex =

(2.17)

Deduction2.8

1 2 K

i i i

ef ef ef

f ex =ex ==ex =

,THEN

1~ K K i i e f

f ex ex =

(2.18)

Property 2.9 2

(

)

2 2

i j i j i j

e f g e f e g ex ex ex ex ex ex

= (2.19)

Deduction 2.9

(

)

1~ K 1~ K 1~ K

K K K

i i i i i i

e f g e f e g ex ex ex ex ex ex

=

(2.20)

Property 2.10

(

)

2

2 2 2

i j i j i j i j

f g

e f e f g

ex ex x x ex ex x x

∂ ⊕ =

∂ ∂ ∂ ∂ ( 2.21)

Proof

(

)

( )

( ) ( ) ( )

( ) ( )

( ) ( )

2 2

[

i j i j

i j i j i j i j

i j i j i j i j

f g e f

ex ex x x

f x x f x x f x x f x x

f x x g x x f x x g x x

∂ ⊕

∂ ∂ =

⊕ ⊕ ⊕ ⊕

( ) ( ) ( ) ( )

( )

( ) ( ) ( )

( )

( )

( ) ( )

2 2

]

[

]

i j i j i j i j

i j i j i j i j

i j i j

i j i j

i j i j

f x x g x x f x x g x x

f x x f x x f x x f x x

g x x g x x

e f g g x x g x x

ex ex x x

⊕ ⊕ ⊕

=

⊕ ⊕

⊕ =

∂ ∂

Deduction 2.10

(

)

1 1

1 1

~ ~

~ ~

K K

K K K K

i i i i

K K

i i i i

f g e f

ex ex x x

e f g

ex ex x x

∂ ⊕ ∂ ∂

∂ =

∂ ∂

(2.22)

Property 2.11 2 2

(

)

0

f g e f

ex ex x x

∂ + = ∂ ∂

(4)

ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195

Proof

(

)

( )

( ) ( ) ( )

(

)

2 2

2

i j i j

i j i j i j i j

i j

f g e f

ex ex x x

f x x f x x f x x f x x

f g fg x x

∂ +

∂ ∂ =

∂ ⊕ ⊕

∂ ∂

( )

( ) ( ) ( )

( ) ( ) ( ) ( )

( ) ( ) ( ) ( )

[

]

i j i j i j i j

i j i j i j i j

i

i j i j i j i j

f x x f x x f x x f x x

f x x g x x f x x g x x x

f x x g x x f x x g x x

=

⊕ ⊕ ⊕

( )

( ) ( ) ( )

( ) ( ) ( ) ( )

( ) ( ) ( ) ( )

[

i j i j i j i j

i j i j i j i j

i j i j i j i j

f x x f x x f x x f x x

f x x g x x f x x g x x

f x x g x x f x x g x x

=

⊕ ⊕

⊕ ⊕ ⊕

( ) ( ) ( ) ( )

( ) ( ) ( ) ( )

]

0 0 0 0 0 0 0

i j i j i j i j

i j i j i j i j

f x x g x x f x x g x x

f x x g x x f x x g x x

⊕ ⊕

⊕ ⊕ ⊕

= ⊕ ⊕ ⊕ ⊕ ⊕ =

Deduction2.1

(

)

1 1

0

~ K ~ K

K K

i i i i

f g e f

ex ex x x

∂ + = ∂ ∂

(2.24)

Property2.12 IF

f x x

(

1

~

n

)

has no relationship

with

x

i

x

j

THEN

f ex ex

f e

j i

=

2

(2.25)

Deduction2.12 IF

f x x

(

1

~

n

)

has no relationship with

1

~

K

i i

x

x

THEN

1~ K K i i

e f f ex ex =

(2.26)

Property 2.13 IF one of

1

~

K

i i

x

x

is the linear

variable, THEN 2 0

i j

e f ex ex =

(2.27)

Proof Set

x

i as linear variable ,

( )

xixj f

( )

xixj

f =

( )

( ) ( ) ( )

( ) ( ) ( ) ( )

2

0

i j i j i j i j

i j

i j i j i j i j

e f

f x x f x x f x x f x x ex ex

f x x f x x f x x f x x

=

= =

Deduction 2.13 IF one of

1

~

K

i i

x

x

is the linear

variable, THEN

1

0 ~

K K

i i

e f ex ex =

(2.28)

Property 2.14 IF 2

i j

e f f ex ex =

THEN K 0

i j

f x x

= ∂ ∂

(2.29)

Proof

( )

i j

( ) ( ) ( )

i j i j i j

( )

i j j

i

x x f x x f x x f x x f x x f ex ex

f

e2 = =

( )

xixj f

( ) ( ) ( )

xixj f xixj f xixj

f = = =

So

( )

( ) ( ) ( )

⊕ ⊕ =0⊕0=0

= ∂ ∂

j i j i j i j i j i K

x x f x x f x x f x x f x x

f

Deduction 2.14 IF

1~ K K i i e f

f ex ex =

THEN

1

0 ~ K

K

i i

f x x

=

∂ ∂ (2.30)

Property 2.15 IF 2 1

i j

f x x

=

∂ ∂ ,

THEN 2 0

i j

e f ex ex =

(2.31)

Proof

( )

i j

( ) ( ) ( )

i j i j i j j

i

x x f x x f x x f x x f x x

f

⊕ ⊕

⊕ =

∂ ∂

∂ = 2 1

( )

( ) ( ) ( )

( ) ( ) ( )

i j

i j i j i j

i j i j i j

f x x

f x x f x x f x x

f x x f x x f x x

= ⊕ ⊕

= ⊕ ⊕

( )

( ) ( ) ( )

( ) ( ) ( )

(

)

( ) ( ) ( )

2

i j i j i j i j i j

i j i j i j

i j i j i j

e f

f x x f x x f x x f x x ex ex

f x x f x x f x x

f x x f x x f x x

=

= ⊕ ⊕

( ) ( ) ( )

( ) ( ) ( )

0

i j i j i j

i j i j i j

f x x f x x f x x

f x x f x x f x x

=

(5)

ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195

Deduction 2.15 IF

1

1 ~

K K i i

f x x

= ∂ ∂

THEN

1

0 ~

K K i i

e f ex ex =

(2.32)

Property 2.16 IF

2

1

i j

e f ex ex =

THEN 2 0

i j

f x x

=

∂ ∂ (2.33)

Proof

( )

( ) ( ) ( )

1

2

=

= i j i j i j i j

j i

x x f x x f x x f x x f ex ex

f e

( )

=

( ) ( ) ( )

= = =1 ∴f xixj f xixj f xixj f xixj

( )

( )

( ) ( )

2

1 1 1 1 0

i j i j

i j

i j i j

f

f x x f x x x x

f x x f x x

=

∂ ∂

⊕ ⊕ = ⊕ ⊕ ⊕ =

Deduction2.16 IF

1

1 ~

K K i i

e f ex ex =

THEN

1 0

~ K

K i i

f x x

∂ = ∂ ∂

(2.34)

4. CONCLUSIONS

( 1 ) This article has studied the logic function

e

-partial derivative and its properties, and proof of some properties are given out, thus makes further complement and perfection of

e

-derivative study, and promoted research on special operations. Obviously,

e

-derivative defined in document [1] is the special case of

e

-partial derivative when K=1. Properties of

e

-partial derivative in this paper are all suitable to

e

-derivative. However, some of the properties of

e

-derivative are not applicable to the high order

e

-partial derivative. For example:

i i i

i x

f dx df ex

f e ex ef

∂ ∂ = = +

j i j i j

i x x

f ex ex

f e ex ex

f e

∂ ∂

∂ ≠ + 2 2

2

(2) Property 2.4 explains relationship between high order

e

-partial derivative and high order

derivative, and Properties 2.5, 2.10, 2.11, 2.14, 2.15 and 2.16 explains relationship between higher order

e

-partial derivative and Boolean partial derivative. (3) Introduction of

e

-partial derivative improves research on the derivative, helps to reveal the property of Boolean functions. Application domains like

e

-derivative, high order

e

-derivative and

e

- partial derivative need to be further widened.

REFERENCES

[1] LI W W, WANG z. The derivative of Boolean functions and its application in the fault detection and cryptographic system [J]. Kybernetes, 2008,37(2):49-65.

[2] LI W W, WANG z.,ZHANG z J. The application of derivative and

e

-derivative on H-Boolean functions [J]. CHINA SCI-TEC, 2008,(01):267-271.

[3] DING Y J,WANG z, YE J H. Initial-value problem of the Boolean function’s primary function and its application in cryptographic system [J]. Kybernetes, 2010,39(6):900-906. [4] HE Liang, WANG zhuo, LI Wei-wei. Algorithm

of reducing the balanced H-Boolean function correlation-measure and research on correlative issue[J]. Journal of communications, 2010,31(2):93-99.

[5] OU Hai-wen,ZHANG Yu-juan. On algebraic immunity of a class of special Boolean functions[J].Application Research of Computers,2012.

[6]LIU Nan-nan,ZHAO Feng.The relationship between the algebraic immunity and nonlinearity of Boolean functions[J].Huaibei coal industry teachers College (Natural Science),2010.

References

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