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HAL Id: tel-00136083

https://tel.archives-ouvertes.fr/tel-00136083

Submitted on 12 Mar 2007

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publics ou privés.

Méthodes probabilistes pour la vérification des systèmes

distribués

Stéphane Messika

To cite this version:

Stéphane Messika. Méthodes probabilistes pour la vérification des systèmes distribués. Réseaux et

télécommunications [cs.NI]. École normale supérieure de Cachan - ENS Cachan, 2004. Français.

�tel-00136083�

(2)

 

2004 N

o

22



          

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(5)
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(7)

       5  5 6  ># 3     * # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # > ># +   ! ; # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  > # # ; *            :      # # # #  ># # ; *    )   # # # # # # # # # # # # # # # # # > >#> + ; # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # >#>#    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  > #>#     8    & # # # # # # # # # # # # # # # # # # # # # : >#>#>     8   & # # # # # # # # # # # # # # # # # # # # ; >#>#            # # # # # # # # # # # # # # # # # # #  >#># /    8 ;+8 # # # # # # # # # # # # # # # # # #    (,+ $(&&+,,'''!- $( , +, ,,!.+, !+.*#"',-, *"#('',!+,            # 3           # # # # # # # # # # # # # # # # #  ## ):         # # # # # # # # # # # # # #  ##           # # # # # # # # # # # # ; # % 3    )         # # # # # # # # # #  # # +      # # # # # # # # # # # # # # # # # # # # # # # # # #  # # 6 )  & # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # #> =     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # > # #    * # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # >      !" # 8    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # :  ##        # # # # # # # # # # # # # # # # # # # # # # # # # # # :  ##  &: : # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # % 3    *        (8 #&  # # # # # # # # # # #  # # 6    *     (8 #&  # # # # # # # # # # # # #  # # % 3           4)  # # # # # # # # # # # # # # # :  # #> % 3             4)   ;+8 # # # # # # :> # #  4)  # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # :: #> % 3    *   # # # # # # # # # # # # # # # # # # # # # # # # # # : #>#    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ; #># % 3    ;+8 # # # # # # # # # # # # # # # # # # # # # # # # # # # ;  #>#> % 3    6;  # # # # # # # # # # # # # # # # # # # # # # # # # # # ; /    6;  # # # # # # # # # # # # # # # # # # # # # # ; + # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ;  $# 0+"%+ &+ $+, ,,!.+, *("(.-!"-, *"#('',!+, &' !   56  (  #  &  # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ##   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # 

(8)

 : ## 6       # # # # # # # # # # # # # # # # # # # # # # # # # # > #   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # #    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # # + # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  #> +  " # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ; #># ; * # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  #># + # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  #    6 ;     # # # # # # # # # # # # # # # # # # # # # # #  # # 6  ; &   7  8& # # # # # # # # # # # # # # # # # # # #  # # 6 ; &    *       " # # # # # # # # # #    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # #> + # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # : "  (       :# )*    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # > :##     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  : ## "  (  )*    # # # # # # # # # # # # # # # # # # # # # #  :##> ; * &   )*    # # # # # # # # # # # # # # #  :## )*        # # # # # # # # # # # # # # # # # # # # # #  :## )*      # # # # # # # # # # # # # # # # # # # # # # #  : ## 6         &   7   8& # : :# 6     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ; : # #   : ( # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ; :# # 3   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  : # #> &      # # # # # # # # # # # # # # # # # # # # # # # # # # #   :# # ; &    &  # # # # # # # # # # # # # # # # # # # # # #  :#>   &  # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  > :#>#    &     # # # # # # # # # # # # # # # # # # # # # # # # # #  : #>#    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  :# ; &    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  : # #  * # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #   :# #      # # # # # # # # # # # # # # # # # # # # # # # # #  ; :#         # # # # # # # # # # # # # # # # # # # # # # # # # # #   :##  * # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #   : ## 6   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # > 4  # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # >        # # # # # # # # # # # # # # # # # # # # # # # # # >>     56 5 6  6   ;# <   :   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # > ;##   # # # # # # # # # # # # # # # # # # # # # # # # # # #   ;##   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #   ; ##>    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #   ;##     &  ;)     # # # # # # # # # # # # # # # # #   ; ## > 6  # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #   ;# 6      &      8& # # # # # # # # # # # # 

(9)

;  ;# #    # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ; # # %   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ;#>  *     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ;#>#     &  5  # # # # # # # # # # # # # # # # # # # # # # # # #  ;# 6   # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ; ; # # 6  :        4  # # # # # # #  ; ;# #      # # # # # # # # # # # # # # # # # # # # # # #   +",*+&!'0+, 12  4      # :     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  ##  

L

  : # # # # # # # # # # # # # # # # # # # # # # # # #  # ;   & # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # # 6     # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #  # #            8&  # # # # # # # # # # # # # # #  # #> +         # # # # # # # # # # # # # # # # # # # # # #      !   (5 !"  4 "

(10)

                              !       "         #$% &

'(' )& *&+#36 )& .2%5#)&+ ,#(.&**&+ )& -2(3.$/%3#6

/   0#      "!         (         &    # $         )* (          &   1    3 ### 2      3  !     (0 (  !      3  # 6   (    )* (    &  -         :        1    )*    2  1     1)*    2# 6 !     $ ! 1   (  2   &           (  1 &        )  ### 2      !   )*     &   # ; (  &      *    *     (   /  8 0             3        ! & 3  & 3  #    )* (      * 2    -     # 8 (   &  *             (   1   -    2     3* 1         2     )*    #    (          )* 1 :  (          &        "   2    (   # 3  ( & 3            8      &     (    *  #   : *     *     !    &

(11)

     

3        &     )  )          )* )  !        *    #

'( )&+ + +%.&+ )3+%(3*'2+ 1(#*/*3*3+%&+

1 1 +, ,,!.+, $',!"'%-, $   )* %      )*        1      # 2      &  /&  0  )    :        &   #     &    (             &  # $ :  8    : )   )*   # $"          ! (          2  # ;    :        !        )*    :          & #  (         &  &           !           )* 1    2   7           & 3  #        (           -    & -     #      (    :          "   3        $            :     !          & -      !   # $                & -  & (        :   :  .     #$    )                )*   # $ &     $)     &         # 1  ' !"#$%&!'# $+, *"#(''!-, /   "   #0         ( !         " : )*                 8 :               7     !        7   &   )*#      * :      &      )*  #                & !        &            &    & #             &  1     !  2  )*   !  & 3     (       #

(12)

   4      $      $         $  $          !  $ $ !   $    $    $ $ !  % %$     $      % %$ 

      (5 6   7    )*  *  )      &  . 2  !   .   ! & #    )*  )  1      :2 &   * #$  +   +$   &      *       *            # $                     )   #   :   )*          /       0  &       #   *       :          1  &  &      2                 1   &                     2# 4  3  $  $   %$   $$   

N

 $     %$  $ !     %        ! $  $ !  $    $  %   %   $      %   $       $  %          $       %     $ $    $ % %$   %  $ 

     4 $      :  1     2  .      &                &   1:                  1&  +  : #>2# 6    & &  )*      (   )*               -         # 5      (  -  !               & &   (0!        )* 1     &     &  * ### 2# 4                 %$  $          $   %      !   %   $      $    $      %   $  $$ 

N

    $   $           $   $        !  !  %   $ %    $ $ !   $     $$     

O(N

3

)

  $      $     $  $$$ 

(13)

     

1  #$+,

$)  )*         :   *       #;  ) & 3  & !           #

 &       7   8&          8&                 5$=,  (>   &       8   )*        6: # %   3      : )  *          ! )  )*   #  #  5       )*  &      )*          1  2# $ *  7   8&   *         )*     #;   &             :       1 ) 2  7#

   )*      7   8& & . &  3               8  1  8 2 );+8 ;+8 6;  6;    & "  !  # #        8   :   7   8& 1& ; 2                        -    ! *     % %$    56            ,4>#  *                       &    !     )   )* (       #$(   !(            -     (0            -    !   7   8&#

$         8&  &  . & 3     8 ;+8 ;+8         *              & 3    # >#           8   :           8&       # 8    *             -         &        )*  #     :  # $       )*&  "   "          #

(14)

   > $ & 3     )*               8    6  1              ### 2       & 3      # 8 (     (                    8&    & 3       # 1  "#*"'-!-,   *        !  & 3    : )           %$       !  # # $           )  /    3          0    

20

  &    

0.9

0  /    3         )       &              ! :0  :   (    /   0  "       &  / ( 0 1&  2  &  &   #

$      8              8              (   ! (  1      2#$ & 3                &      (  )*             -    # # $     &   )  /<     3      )*      3    (     3  &    

1

0      &    )*#        1    )*      (0  (      3 #   * &          & 3        &             &  #                      :                &  &        &  # '( 4#6%(3*'%3#6+ )& */ %5+&          :   :   : 

(15)

     

$ & 3                      8& #

$ & 3        &    7   8&#

1  1 "+.'+" ()+  &&+,,'''!- $( , +,,,!.+,!+.*#"',-,*"#('',!+,            *      )          1 6 2#  &     -       " +$ #& &#7     &   -         &      $+8 1 )2   5   /4

+

 / ;  # ;     &     !       &       (                           8&    &# 6)      :     )   -                   &      :  )           & 3 &  * !   #  *   ) &       8      ;+8 ;+8  6 ;  6 ;   &   (           * ( # $        :       (       & 3   )  ;+8        *        ;        8&  !   *                # 1  +&# $ ()+  $# 0+"%+ &+ $+ ,,!.+, *("(.-!"-, *"#('',!+, $              !     (0             /  0 3  &  1    2  )*           (   7   8&#                   (  "      ! 8  / ;      /     0# +        8&  )                ;        8&       3: (   #  &      )*      (0         1)   

N

         2    #$      &    3                 (  1 /02    3    1 #      )  &  &    #$            1/  02        &      !           &  #

(16)

    (0            *  &  1     2  )*       * &   )*    &            *)      *  1  2      #     ! :             /      0       )     / ; > # '(   */6 )& */ %5+&  *    

4

    # 7     :         8&                    1   2        *                 !  & 3            1   >2# # 7 )           )*       16: 2#         3  (              -     & 3  #$         &      & 3      6  &  -         -   #           /4

+

 / ; # ># 7    &   )*        16 : 2#$     3        !        :      / ;              !  :  )    #$   :    !   *          *     !             &      / ; # 3    ;      (             &      8&    *  )     &   / ;># # 7       :    &  *   :    & & 1   2 &      

 #

(17)
(18)

       

(19)
(20)

           $  $ $       $    $   $ )*                             !   # $   1 7   8&2   *            :       5         -                   #;   * 1       8& 2  :      &    & 1    . ; 2#        .  : (                    8&                #       (        *  $   6(  6:     (># (' 

6& #'%%& )& %52#(3& )&+ 1(#*/*3*3%2+

             (       & 3  : *      &          &  7   8&          8& #            : &        # $ (      *    # ;      &  5   &          #         ;            (           )*   # $    &   *      *     

         &   *#  3  %$

   $ $    %$   %!      $    & 4  33  $    $    $$ %$ 

ω = 1, ω = 2, ..., ω = 6

 $  %$   %! %$  

Ω =

{1, 2, 3, 4, 5, 6}



(21)

             & .          !#     

A =

{1, 3, 5}

 &   !    # $        !  : &  % %$#              !   &     !     &

F

1

F ⊆ P(Ω)

2#  6             &              3      

  1    2#  &                  7     

p

 &             1

= 1

− p

2#  &  &           &    7        # /   3            

F ⊂ P(Ω)

 (      

σ

*  &   3  

X

  %$   

Σ

⊂ P(X)

   $$   %$ 

Σ

 

σ

*     $$    $ !  " 

∅ ∈ Σ



(A

∈ Σ) ⇒ (A

c

∈ Σ)



c

 $   $   

(

∀i ∈ I, A

i

∈ Σ) ⇒

S

i∈I

A

i

∈ Σ

  %$

I

% %$  :       !                   3    

X

   !

Σ

 

σ

*  (        #5  &      &

  :    

σ

*   # 4  3    !  $$  $       $     !        $ $     ! $

1



2

   $      %$      $    %  $ $

σ

 $ % !  "

F = {{1}, {2}, {1, 2}, {3, 4, 5, 6}, {1, 3, 4, 5, 6}, {2, 3, 4, 5, 6}, ∅, Ω}.

!   !

{1}



{2}



{1}∪{2}



(

{1}∪{2})

c



{2}

c



{1}

c



{1} ∩ {2}



(

{1} ∩ {2})

c

    

F

 $

σ

*     $ !

1



2



$     &

  

σ

*

F

   

(Ω,

F)

      %$#    

σ

*

F

         !     # #   !     #>     3                  :  #;    &    1   :       *         2    

F = P(Ω)

# + & !        3   (     

(22)

     3   $$  (          %$ 

(X, Σ)

       %$

(X

0

, Σ

0

)



f : X

7→ X

0

$$ 

∀E ∈ Σ

0

, f

−1

(E)

∈ Σ.

  3    (  

f

−1

        

f

 ! 

f

−1

(E) =

{x ∈ X | f(x) ∈ E}

#7(                  

Σ

0

       !

Σ

# $              )   (       *        & !     #                  

1

        # $      &   (     &  /  0           &  *    #  3!   $$                   %$ 

(Ω,

F)

 $   

F

 

+

$$  "         $  

F

   

(Ω) = 1

     %$ % %$

{A

i

, i

∈ I}

$ 

F

     

(

S

i∈I

A

i

) = Σ

i∈I



(A

i

)

σ

 !  %$    % 

 

D(Ω)

  $

(Ω,

F,



)

 $       4  3"  $ $     

P(Ω)



σ

 $ %    %$

A

⊂ Ω = {1, 2, 3, 4, 5, 6}

 $  

(A) =

|A|

|Ω|

=

|A|

6

     % %$ 

(Ω,

P(Ω))

   $ $      !  $

σ

 $ %

F

   $$   $  

0

  

F

     % %$

        *    1 #     

= [

−∞, +∞]

   &2    

σ

*    * 

σ

*          

σ

*      &  ( 

]a, b]

&

−∞ ≤ a < b < ∞

1 # &

−∞ ≤ a < b ≤ ∞

2#$        5   

(



,

B(



))

1 #

(



,

B(



))

2   

(



,

B)

1 #

(



,

B)

2#  3  &         % %$

(Ω,

F,



)

    %$

X



(Ω,

F)

 

(



,

B)

 7 &     !  :   &

ω

∈ Ω

   &  (   

ω

  &    #       

σ

                !!"

(23)

         4  3    $      $            $      $ %      $ $    !  $   ! $     $       $ $   ! $    $ 

X :

7→



(a, b, c)

→ a + b + c

  !  %$ $ 

8    ! 3           3    7   8&    % %$  $$ #  3 

(Ω, Σ,



)

  %$   % %$ 

A



B

 !  $$    

A

 

B

 

(A

|B)

$ % %$      

(B) > 0

   " 

(A

|B) =



(A

∩ B)



(B)

: &            

A

  &          (  

B

  &  #    

(A

∩ B) =



(A)



(B)

 

(A

|B) =



(A)

# 4  3  $   $     $  ! !  "

A

"

ω

 

B

"

ω

 $$ 

3

C

"

ω

     $ 

3

   $    % %$    $   $     

(A) = 3/6

 

(B) = 2/6

 

(C) = 3/6

    $$ $% %$ $$   " 

(A

|B) =

1/6

2/6

=



(A),



(A

|C) =

1/6

3/6

6=



(A),

 

(B

|C) =

1/6

3/6

=



(B).

     $ !

A



B

       $ !

B



C

    $  !

A



C

   $ 

B

    !

A



C

     $     $!

A

∩ C

   

(B

|A ∩ C) = 0



6             !         : *                7   8&          8& #   &            -                    # 8   & &     :             :     #                    (    :  (   *      * *     #              !    # ( 45/6&+ )& /( #-$    & : 7   8&           &  5    ;#

(24)

   > 1 "+.'"+, $- '!'# ,  

S

   #     &   

s

∈ S

   

S

 %$  #                  3   7   8&#  33 

(X

n

)

n≥0

  !  %$ $   ! $  

S



(X

n

)

n≥0

  7   8&  

(X

n

= j

|X

0

= i

0

, ..., X

n−2

= i

n−2

, X

n−1

= i) =



(X

n

= j

|X

n−1

=

i)

 

n > 0

 

n

$ 

i

0

, ..., i

n−2

, i, j

 $ $ $  %      7 7   8&       &            &         &           # 7 7   8&       

(X

n

= j

|X

n−1

= i)

   

i



j

   

n

#     3      

T = (t

ij

)

i,j∈S

  !  7   8& 

t

ij

=



(X

n

= j

|X

n−1

= i)

#             & 3        (          &  

∀i ∈ S, Σ

j∈S

t

ij

= 1

#7        #       & "            7   8& *# ;       (   &      &  7   8&        ! ! &  )*         7   8&#6         7   8&        )*  8& #   :      

s

i

→ s

p

j

 

s

i

! 

s

j

  

p > 0

   

t

ij

= p

       # 7 :    3 #   !         & 

T =

0 1/2

0

1/2

0

0

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0

1/4 1/8 1/8 1/2

0

0

0

0

0

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   ;     ;    # 7 :      !  7   8&

(25)

        

7 )*  8&  &   . &    )*      1     2        !                    &        :    # /          % %$             ! &  

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s

               

s

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G

        3   

G

      

s

0

, s

1

, ..., s

n

, ...

 

s

0

, s

1

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k

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i

  

i

∈ {0, .., k − 1}



(s

i

, s

i+1

)

    

G

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s

!

s

0

 3   #    3         # ;    3   &                                    1 3 2  3                  # 9               3           

ρ

⊂ S×S

  

ρ(s, t)

   :         

p

1(   2 

s



t

# ;  

s

∈ S

 3   

s

=

{s

0

s

1

s

2

...

|s = s

0



∀n ∈



, ρ(s

n

, s

n+1

)

}

        1 3 2  

s

#   3       

σ = s

0

= s, s

1

, ..., s

k

  

S

  $ )   % 

σ

  

C

σ

$%$   

s

    $   

s

0

, s

1

, ..., s

k

   $  %$   

s

0

0

, s

0

1

, s

0

2

, ..., s

0

n

, ...



s

$ 

s

0

1

= s

1

, ..., s

0

k

= s

k

 8     

s

0

0

= s

0

       

s

    3:  &

s = s

0

#7 :  )    !  3 # #         &       1 (# 5$=,  $2  3         #   (    )      &  56 #  

G

 )*        !  7   8&       

T

# 3           )     (0  &   

C

σ

 )   

σ = s

0

, s

1

, ..., s

k

#$     

(

C

σ

)

 3   

(

C

s

0

,...,s

k

) =

Y

0≤i≤k−1

t

s

i

s

i+1

#

(26)

   

s

1

s

4

s

2

s

5

s

6

s

3

s

5

s

6

s

3

s

6

s

5

s

6

s

3

s

6

s

6

s

3

· · ·

· · ·

· · ·

· · ·

· · ·

· · ·

 #      )   

s

1

, s

4

, s

2

4  3  $      $     $   % 

s

1

, s

4

, s

2

% %$

1/2

= 1/2

× 1

  $%$     $   

  *    

s

     

(Ω

s

,

F

s

,



s

)



F

s

 

σ

*     )          3   

s

  

s

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F

s

        3 # ;  3          :  

σ

*  &  :  #               %$ ! :     3     #                       3    (        &  :        :          

  &    &  &  #

 !(!, "-&%""+ !, -!(!, !"( ,'!#'"+, 6     3                3      #  3!    

s

    !      $ % %$  !   !      ! 

1

    " 

s

(

{s

0

, s

1

, ..., s

n

, ...

∈ Ω

s

|s

i

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i

}) = 1.

    $    $       

Rec

     $  %$      $

{s

0

, s

1

, ..., s

n

, ...

∈ Ω

s

|s

i

= s

  3    

i

}

 .   !              )             3 #        &  (       &       )*  8&   3                      *  -         #  &  

s

→ s

0

   : 

p

    ( 

s

→ s

p

0

#  3   (     &

   



s

s

0

⇔ ∃s

0

, ..., s

n

∈ S : s

0

= s, s

n

= s

0



∀i ∈ {1, .., n − 1}, s

i

→ s

i+1

.

(27)

                3"       !     

s

   

(i)

∀s

0

∈ S(s →

s

0

⇒ s

0

s).

$    

(ii)

∃s

0

∈ S : (s →

s

0

∧ ¬(s

0

s)).

$" 3     3  )* 8&                    !     # #     3  &     #      :   

(i)



(ii)

 (          #         3                     : 3 #>#   )  ( 

(i)

             &       &  &  &   3 !   #

s

1

s

2

s

3

s

4

s

5

###  > > > > > > > > >  #> 7 7   8& 3      7          .       )*   8&           3   

α

    !    $  % %$         $$   ! 

(X

n+1

= α

|X

n

= α) = 1

 %$  $ %%   

Abs

     )* 8&  (    &            #7 7   8&    %%                 1

Rec = Abs

2#      3         #           7  8&                  (  :#  - : 

s



s

0

      !  .        

s

s

0



s

0

s

#$   (  :    (       #                !      #:       

(i)

   & !    3          $   $             +   (               #         !  (  : 1        & /2  #8         (   

(28)

   :       &      # 

s

   ! / ( #        

s

0



s

→ s

0

  

s

0

   !  / 

s

  

s

0

s

#  &   

s

0



s

   #      / 

s

    ( #8 :  

s

0

  !  / 

s



s

00

    / 

s

 

s

0

→ s

00

#   3    /  

s

s

0



s

s

00

# 

s

00

    / 

s

  &    

s

s

00

     &

s

00

s

   & 

s

    #              :  (  :          (  :#  +.*, .#+ $+ &# 0+"%+ &+  33         !      

S

 

E

  %$ 

S

   $ &         ! $%$

E

    

s

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s

  

E

!    $$ $  "

∀s ∈ S,



s

(σ = s

0

...s

n

...

∈ Ω

s

|∃i : s

i

∈ E) = 1.

    &       &      (           

E

#        &    &              

F

s

         3   )   

[

i∈



(

[

t

1

∈S

...

[

t

i−1

∈S

[

t∈E

{σ = s

0

...s

n

...

∈ Ω

s

|s

1

= t

1

, ..., s

i−1

= t

i−1

, s

i

= t

})

      3       

s

0

#  1  (      *    

s



s

0

 3:  &

s

# $  . "   3                          &  5 33  

S

           !  !    % %$ 

S

! $  %$

Rec

     ;  

s

∈ S

  &        

(Ω

s

,

F

s

,



s

)

#          

(Ω

s

,

F

s

)

# 9     3  

E

    (  

X

 &                 

E



X :

s

7→



σ = s

0

s

1

...s

n

...

→ i

 

s

i

∈ E ∧ ∀j < i, s

j

∈ E

/

 (     &   #  -      &       &

]a, b]

      

σ

*     1&    #2

X

−1

(]a, b])

        

X

−1

(c)



c



∪ ∞

#  

X

−1

(

{c})

    3  )        

c

  

c

− 1

       

E

  

c

  

E

#

(29)

;                       ! )*  8&      (   /)0             1  & 

X(ω)

2  )             #  )       &  

X

       (0  & 

E(X) =

X

k∈



∪∞

k

×



(X

−1

(

{k}))

5  1       3 (      

X

−1

(

{∞})

            1

(X

−1

(

{∞})) = 0

2       # ( 

(#$&++'+ )& )2$3+3#6 ./(#-3&6+

$   3           6:   ; #7         8&            7   8&             !   #6    1  2                          : 5 #7 7   8&     !          8&             !   #;      :    

Acts

          "#  3            8&        333             !    $ 

(S, A, p)

$  "

S

  %$    

s

∈ S



A(s)

⊆ Acts

 %$  !    %$   $ 

s

  

s, t

∈ S



a

∈ A(s)



p

st

(a)

 $  % %$   $   

s

!

t

  $ 

a

 $   

s, t

∈ S



a

∈ A(s)

 

0

≤ p

st

(a)

≤ 1



P

t∈S

p

st

(a) = 1

 6                   8&  3   !  )   3     # 4  33       "$

421

                      $         !       !     $ %     %  $$ %    !   $  %       " 

421

 

111

 

611



666



511



555

(30)

     

411



444

 

311



333



211

 

222

 

654

 

543

 

432

 

321

        ! $ 

665



221

    $  %    $        $$ 

1

$   ! $ $  ! $ 

2

$  ! $     

3

$ $ ! $     $  "   $  $     "   #   

A

  $     

U

1



U

2

 

U

3

  $     

D

12



D

13

 

D

23

   $  $    

T

 $    $  $   $     $ 

A

     !   $ !  $     $ $$       $             $ $$ %       $  ! "

Acts =

{A, U

1

, U

2

, U

3

, D

12

, D

13

, D

23

, T

}

S =

{(abc, n)|a ≥ b ≥ c ∧ (a, b, c) ∈ {1, 2, 3, 4, 5, 6}

3

∧ n ∈ {1, 2, 3}}



abc

 $      

n

 $ %      

s = (abc, 3)

$

A(s) =

{A}



A(s) =

{A, U

1

, U

2

, U

3

, D

12

, D

13

, D

23

, T

}

    $  % %$  %$   $        $  

(211, 1)

   $    $       $    $ 

U

1

  $    $ 

U

2

 1 )-&%!'# , 7 :            8&      3            &  !: #;  *    

s

   

a

      *          

t

!

s

    &     

(t

|s, a) = p

st

(a)

#% 3  (  :  #   33 4                !

Π

   

ω = s

0

a

0

s

1

a

1

...

$$ 

s

i

∈ S



a

i

∈ A(s

i

)



p

s

i

,s

i+1

(a

i

) > 0

 

i

≥ 0

  $        $    !      

s

  

s

$%$      

s

  

X

i

 

Y

i

 $ !  %$ $    $

i

            !

(31)

>         

(211, 1)

(111, 2)

(211, 2)

(311, 2)

(411, 2)

(511, 2)

(611, 2)

1/6

1/6

1/6

1/6

1/6

1/6

(211, 1)

(211, 2)

(221, 2)

(321, 2)

(421, 2)

(521, 2)

(621, 2)

1/6

1/6

1/6

1/6

1/6

1/6

 #      &   :     4  33  $$    !    

421

           ! %       $ $ $ ! %$         $    !     $   $       %$   "

532, D

12

, 442, U

1

, 432, U

2

, ...

 $      $                $ !

  3       

´

etat

− action

  &     6:#  33! 

´

etat

− action

   $

´

etat

− action

  $

s, a

$ 

s

∈ S



a

∈ A(s)

  

χ

Π

=

{(s, a)|s ∈ S ∧ a ∈ A(s)}

$  %$  

´

etat

− action

      !

Π

     

´

etat

− action s, a

  

Succ(s, a) = t

|p

st

(a) > 0

 $  %$   %$  

s

$ 

a

  6    3   (      7   8&  3 !       :  #     4 ;  

s

∈ S

  

B

s

⊆ 2

s

    *    

s

     )     

{ω ∈ Ω

s

|X

0

= s

0

= s

∧ Y

0

= a

0

∧ ... ∧ X

n

= s

n

∧ Y

n

= a

n

}

 

n

≥ 0



s

0

, ...s

n

∈ S



a

0

∈ A(s

0

)

###

a

n

∈ A(s

n

)

                 #  *   

σ

*  5         :               &    #

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