O oscilador harmônico e o gás de Lennard-Jones na

Transcrição

O oscilador harmônico e o gás de Lennard-Jones na
)
%
&
&
(*
.
)
!
-
!
+
0
' #
,
) /
(
&
(*
!
)
#
" $
85 -&
$ 1234
. "
$
#
(*
"
"
80B Título
A& & <C7 5 ,
$
#
%
#
&
1234
<8 =6>, ?&89&,6 6 @ & &7A6, 5&8
56 D06A 5 &7> &&E 8
Nome do Autor
7
-&6 E6,, $ 1234
<8 =6>, ?&89&,6 6
5677 89 :;& 5 0 798 5&
!"#$%&"'('$ ') *&+(') '$ ,(!+( -(+(%"!( . /*,-0
-$!+%) '$ -"1!2"(& 3$2!)456"2(& .--30 7 /$8(%+(9$!+) '$
:;&"2(
<=>?@AB* CD=3DB@E@
!"#$%&'( )%(*+,#"' - ' ./! &0-,,%(&12',-! ,% 3#,4*#"% &- 5'!61)''7-(
F)"!#"44$
GHIJ
!"#$%&' ()!*)&$+$
) ),-$&".)! /"!01+$-) ' ) 2, .'
&'++"!.34)+', +" .$+50$-" .' +),%3/))6'!
!""#$%&'() &*$#"#+%&,& *&$& &
)-%#+'() ,) %.%/0) ,# 1#"%$# #2
3."!4& ,& 5+!6#$"!,&,# ,) 7"%&,) ,#
8&+%& 9&%&$!+&: 9#+%$) ,# 9!;+4!&"
<#4+)0=>!4&" ? 99<@
A$!#+%&,)$B C$)D@ $@ 7,>&$, C&?
4E#4) 1)$#!$& F2)$!2
!"#$"%%&
'()*
B739o
Bortolini, Graziéle
O oscilador harmônico e o gás de Lennard-Jones na dinâmica de Nosé-Hoover /
Graziéle Bortolini. – 2015.
70 p.: il.; 21 cm
Orientador: Edgard Pacheco Moreira Amorim
Bibliografia: p. 61-63
Dissertação (mestrado) – Universidade do Estado de Santa Catarina, Centro de
Ciências Tecnológicas, Programa de Pós-Graduação em Física, Joinville, 2015.
1. Física. 2. Dinâmica de Nosé-Hoover. 3. Oscilador Harmônico. 4. Gás de LennardJones. I. Amorim, Edgard Pacheco Moreira. II. Universidade do Estado de Santa
Catarina. Programa de Pós Graduação em Física. III. Título.
CDD: 530 - 23. ed.
Ficha catalográfica elaborada pela Biblioteca Setorial do CCT
!"#$% !&'! '()*)+,%!"#$%&'(#)*# &+! (#,! "&%! -.&'/+ # ,)%$# 0+1*+'%)% # &+ (#,
)&(+1&/+ 23%&4+ 51#**%6 "#'+ &"+%+ %)$+)/%$%+)&' & (%)3& 7+1(&89+:
;#/%$+ *&(<=( & *+/+! &>,#'#! >,# &!!%( $+(+ ?#'!+) @&)A
/#''&6 &$1#/%*&( >,#B CD #/,$&89+ = & (&%! "+/#1+!& &1(& "#'& >,&'
!# "+/# (,/&1 + (,)/+C:
!"#$%&'(%)*+,
!"#$%& ' %&()' *& "&#+,-#./' *& (&0%"#*' 1'"#( ,$2(&"#0 #0 )&03
0'#0 4!& (& #!5,+,#"#( *& ('*' # %'"$63+' )'0078&+9 :'0%#",# *& #4!,
*&,5#" (&!0 #:"#*&;,(&$%'0 )2<+,;'0 # #+:!(#0 *&+#0= >0 )&00'#0 4!&
#4!, $/' #)#"&;&"&( ;,%#*#09 )'" 1#8'"9 $/' 0& 0,$%#( (&$'0 ,()'"3
%#$%&0 )#"# (,(=
?&!0 (#,0 0,$;&"'0 #:"#*&;,(&$%'0 #'0 )"'1&00'"&0 *' @AB C &)#"3
%#(&$%' *& @70,;#D9 &( &0)&;,#+ #' ;'")' *';&$%& *# EF03G"#*!#./'=
H *& 1'"(# (#,0 &0)&;,#+ #,$*# #' )"'1= "= H*:#"* E#;I&;' ?'"&,"#
>('",(9 4!& '",&$%'!3(& *!"#$%& ' )"';&00' *& (&0%"#*'9 1', #(,:'
& *&0*'<"'!30& &( 8,$%& )#"# (& #!5,+,#" &( %!*' 4!& 1'00& )'0078&+9
1#-&$*' )'" (,( (!,%' (#,0 *' 4!& 0!# )'0,./' &5,:,#=
>:"#*&;,(&$%'0 #'0 ;'+&:#09 )&+# %"';# *& &5)&",J$;,#09 #)','9 *,3
;#09 )&+# )#;,J$;,# ,$K$,%# *& (& #%!"#"9 0/' 86",'0 '0 ('%,8'0 )#"#
#:"#*&;&" 8';J09 )",$;,)#+(&$%& L ;'+&:# ,'8#$# *& ?&++'=
E'" K(9 (#0 *& (#$&,"# #+:!(# (&$'0 ,()'"%#$%&9 (&!0 ,$K$,3
%'0 #:"#*&;,(&$%'0 # (,$I# 1#(7+,#= > (,$I# (#:$7K;#9 &0%!)&$*# &
(#"#8,+I'0# (/&9 )&+' #)',' & ;!,*#*' ,$;'$*,;,'$#+ *&*,;#*'0 # (,(9
$/' 0F *!"#$%& ' %&()' *& )F09 (#0 *!"#$%& %'*# # (,$I# 8,*#= >'
(&! )#,9 )&+' &5;&00' *& ;!,*#*' & -&+'= >'0 (&!0 ,"(/'09 ,':' &
M'N+;,'9 )&+' 0,()+&0 1#%' *& &5,0%,"&( & %'"$#"&( (,$I# 8,*# 1&+,-= H
#' (&! (#"#8,+I'0' $#('"#*'9 4!& #%!"'! (&!0 ,$K$,%'0 *&8#$&,'0 &
,$0#$,*#*&09 )",$;,)#+(&$%& $&00# "&%# K$#+= >(' 8';J0=
!"#$ %&'"()*)+
!"#$%
!"#$%"&' !( )*+,-.**/(0 , !(1(0%"#2+1"&' ( 0(/(0+2/(3 #* 1(%4* (
0('3"5' 6%' '%*+10'7(% (+1'12+1"&' !( 6% +"+1(%' !( %6"1*+ &*04*+ #*
(#+(%83( &'#9#"&* !"0(1'%(#1( ' 4'01"0 !' !"#$%"&' !* +"+1(%': ;++(
+"+1(%' , '&*43'!* ' 6% 70'6 !( 3"8(0!'!( (<10' =+"+1(%' (+1(#!"!*>
?6( !(+(%4(#@' * 4'4(3 !( 6% 0(+(0/'1A0"* 1,0%"&*: )(+1( 10'8'3@*B (+16!'%*+ ' !"#$%"&' !* +"+1(%' 40*1A1"4* %2#"%*C * *+&"3'!*0
@'0%9#"&* #' !"#$%"&' !( )*+,-.**/(0: D8+(0/'%*+ 10'E(1A0"'+ 0(763'0(+ 4(0"A!"&'+ ( ?6'+( 4(0"A!"&'+ #* (+4'F* !( G'+( 4'0' !"G(0(#1(+
&*#!"FH(+ "#"&"'"+: ;%8*0'B * *+&"3'!*0 #I* +(E' (07A!"&* ( #I* 0(40*!65' '+ %,!"'+ !* (#+(%83( &'#9#"&* #' !"#$%"&' !( )*+,-.**/(0B '*
'!"&"*#'0%*+ %'"+ 6% 70'6 !( 3"8(0!'!( '* 0(+(0/'1A0"* =&'!("' !( 1(0%*+1'1*+>B ' !"+10"86"FI* !( %*%(#1*+ 1(#!( ' &'#9#"&': D +(76#!*
+"+1(%' (+16!'!* , 6% 7J+ !( 079#"* &*#+1"162!* !( KLLL 4'012&63'+ ?6( "#1(0'7(% +(76#!* 6% 4*1(#&"'3 !( M(##'0!-N*#(+: O'0' (++(
+"+1(%'B *8+(0/'%*+ 10'#+"FH(+ !( G'+(B !"+10"86"FH(+ !( %*%(#1* (%
&*#&*0!$#&"' &*% * (#+(%83( &'#9#"&*B '++"% &*%* ' (P&"Q#&"' !* 1(0%*+1'1* !( )*+,-.**/(0 (% %'#1(0 ' 1(%4(0'160' %,!"' &*#+1'#1(:
!"#$%&#
!" #$%&'($$)"* +,-./01% 0% +"2"*/0-0%201 .-+ 20/"'*")"*%034" .-+
5"*6$*/% . %2.20%201.4 %./540-7 $6 2!" 1.-$-01.4 "-%"/34" $6 . /.-,'
3$+, %,%2"/ +0*"124, 6*$/ 2!" %,%2"/ +,-./01%8 !0% %,%2"/ 0% 1$954"+
2$ $-" ":2*. +"7*"" $6 6*""+$/ ;":2"-+"+ %,%2"/< .120-7 .% . !".2
*"%"*)$0*8 =- 2!0% >$*?@ >" %29+, 2!" +,-./01.4 $6 2!" 5*$2$2,5" %,%2"/A
2!" !.*/$-01 $%1044.2$* 2!"*/.40B"+ 0- 2!" #$%&'($$)"* +,-./01%8 C"
$3%"*)" 5"*0$+01 .-+ D9.%0 5"*0$+01 *"794.* 2*.E"12$*0"% 0- 2!" 5!.%"
%5.1" 6$* +0F"*"-2 0-020.4 1$-+020$-%8 ($>")"*@ 2!" $%1044.2$* 0% -$-'
"*7$+01 .-+ -$-'1.-$-01.4 0- 2!" #$%&'($$)"* +,-./01%@ >!"- >" .++
$-" *"%"*)$0* +"7*"" $6 6*""+$/ ;2!"*/$%2.2% 1!.0-<@ 2!" /$/"-29/
+0%2*03920$- 2"-+% 2$ 2!" 1.-$-01.4 $-"8 !" %"1$-+ %,%2"/ %29+0"+
0% .- G*7$--" 7.% >02! HIII 5.*2014"% >!01! 0-2"*.12 3, /".-% $6 .
J"--.*+'K$-"% 5$2"-20.48 L$* 2!0% %,%2"/@ >" $3%"*)" 5!.%" 2*.-%020$-%@
/$/"-29/ +0%2*03920$-% 0- .7*""/"-2 $6 1.-$-01.4 "-%"/34"@ .% >"44@
2!" 2!"*/$%2.2 "M10"-1, 2$ ?""5 1$-%2.-2 2!" .)"*.7" 2"/5"*.29*"8
!"#$%&
!"#$%&'()%
!
!2
!:
!>
"#$%&'()*+ ,-$.%/'0#-1'#+ ! ! ! ! ! ! ! ! ! !
3#14$#0' 5-&*0%&'6 *$ 3#7*6*1/*+ 81+*$9&*+
;6-.-+/'+ <* =*6$-+/'/-+ ! ! ! ! ! ! ! ! ! ! !
?6@'1#A'(B- <' 3#++*6/'(B- ! ! ! ! ! ! ! ! ! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
* +,"-.,/0 1%23/'20$ 42566,/0
2!
2!2
2!:
2!>
2!N
2!C
2!E
;6#10D.#-+ <' 3#14$#0' 5-&*0%&'6 ! ! ! ! ! ! ! ! ! ! ! !
F&@-6#/$- <* G*6&*/ ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
,-1<#()*+ ;*6#I<#0'+ <* ,-1/-61- ! ! ! ! ! ! ! ! ! ! ! !
;-/*10#'& <* K*11'6<LM-1*+ ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
2!>!
=6%10'$*1/- <- ;-/*10#'& * ,-66*()*+ <* K-1@F&0'10* ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
?9+*6OPO*#+ 1' 3#14$#0' 5-&*0%&'6 ! ! ! ! ! ! ! ! ! ! ! !
!"#$%&# 8+/'/D+/#0- ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
2!C!
8Q.&-6'1<- - !"#$%&# ,'1R1#0- ! ! ! ! ! ! ! ! !
K#$#/'()*+ <' 3#14$#0' 5-&*0%&'6 ! ! ! ! ! ! ! ! ! ! ! !
8 19#%&% &3 :%69;<%%=3$
:!
:!2
3#14$#0' <* S-+T ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
:! !
8U%#O'&V10#' *1/6* - 5T/-<- <* S-+T * - !"#$'
%&# ,'1R1#0- ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
3#14$#0' <* S-+TLW--O*6 ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
> ? ?6/,20&%$ <0$.@",/% "0 &,"-.,/0 &3 :%69;<%%=3$
>!
>!2
?+0#&'<-6 1'+ 3#14$#0'+ <* S-+T * S-+TLW--O*6 ! ! ! !
5T/-<- <* X1/*@6'(B- S%$T6#0' ! ! ! ! ! ! ! ! ! ! ! ! ! !
#
:
>
C
7
E
H
J
2
>
N
C
E
H
*8
2:
2N
2E
*A
2H
:
!"#$%&
!"
!
!8
!C
#$%&'() *+, ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
#%./)0&%'.1 2)345.%)1 ) 6)%'&('7.1 ! ! ! ! !
9$:1)%;.<=$ (. >:)%3'. ) >%%$1 ?4@A%'7$1
9.()'.1 () #)%@$10.0$1 ! ! ! ! ! ! ! ! ! ! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
""
B
! "#$ %& '&(()*%+,-(&$ () %.(/0.1) %& 2-$3+4--5&* 67
8!B
8!8!"
D'10)@. () ,4'0.1 6.%0E745.1F 9$:('<G)1 H:'7'.'1 ! ! ! !
#%.:1'<G)1 () J.1) () 4@ KL1 () +%3M:'$ ! ! ! ! ! ! ! !
#)10.:($ $ #)%@$10.0$ () ?$1ANO$$;)% ! ! ! ! ! ! ! ! !
I
8"
88
8 9-(1:;$<- & =&*$>&1?.5)$
7
@ A(.%)%&$ %& '&(()*%+,-(&$
8
B CD>*&$$<- %- E.*.):
8F
''
!"#$ %& '!()*$"
!
"#$%&'( #)*+# *#(+,%- #./#+,0#)*%&'( # 1,02$%&3#1 4(05
/2*%4,()%,1! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
6!
7,8#+#)*#1 #*%/%1 9# 20% 1,02$%&'( 9# 7,):0,4% ;($#5
42$%+- +#*,+%9( 9# < =>- 4(0 %$*#+%&3#1! ! ! ! ! ! ! ! ! ! !
@%A "#/+#1#)*%&'( 9%1 4()9,&3#1 /#+,B9,4%1 9# 4()*(+)(
/%+% 20 1,1*#0% #0 92%1 9,0#)13#1! @CA "#/+#1#)*%&'(
9( +%,( 9# 4(+*# # 9( 4+,*D+,( 9% ,0%E#0 0F),0% /%+%
20 1,1*#0% #0 92%1 9,0#)13#1! "#*,+%9( 9# G$$#) #
H,$9#1$#I <?>! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
K2+L% 9( /(*#)4,%$ 9# M#))%+95N()#1! O /%+:0#)*+( ε
+#/+#1#)*% % /+(82)9,9%9# 9( /(&(- #)P2%)*( ( /%+:0#5
*+( σ +#/+#1#)*% % 9,1*:)4,% Q),*% )( P2%$ ( /(*#)4,%$
#)*+# %1 /%+*F42$%1 D R#+( # r D % 9,1*:)4,% #)*+# ( 4#)*+(
9(1 S*(0(1! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
H+(4%1 9# #)#+E,%1 #)*+# 1,1*#0% # +#1#+L%*B+,( !! ! !
7#/#)9U)4,% 9% 82)&'( Ω(E)e−E/kB T 4(0 E /%+% 20
1,1*#0% 0%4+(14B/,4(! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
6!6
6!J
6!T
6!=
T!
T!6
H+%W#*B+,% 9( #1/%&( 9# 8%1# E#+%9% /#$% 9,):0,4% 9# @%A
X(1D /%+% α = 1 # Q0 = 0- P0 = 2- s0 = 1 # Ps0 = 0 #
@CA X(1D5Y((L#+ /%+% α = 1 # q0 = 0- p0 = 2 # ξ0 = 1! !
Z+(W#&3#1 C,9,0#)1,()%,1 9%1 *+%W#*B+,%1 9(1 #1/%&( 9#
8%1# E#+%9% /#$% 9,):0,4% 9# @%A X(1D- /%+% α = 1 #
Q0 = 0- P0 = 2- s0 = 1 # Ps0 # @CA X(1D5Y((L#+- /%+%
α = 1 # q0 = 0- p0 = 2 # ξ0 = 0! ! ! ! ! ! ! ! ! ! ! ! ! ! !
,,,
6
?
J
?
V
JJ
JT
!"#$ %& '!()*$"
!"
!
!@
!A
!B
!C
!D
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 = 1, 55
' α = 1 /0* -,/8.,70* -' 90: ;%*< ' 9+:;%*<=>%%?'$
$'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
"@
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 = 2, 25
' α = 10 /0* -,/8.,70* -' 90: ;%*< ' 9+: ;%*<=>%%?'$
$'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
"A
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 = 3, 16
' α = 100 /0* -,/8.,70* -' 90: ;%*< ' 9+: ;%*<=>%%?'$
$'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
"B
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 =
1, 036 ' α = 100 /0* -,/8.,70* -' 90: ;%*< ' 9+: ;%*<=
>%%?'$ $'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
"C
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 = 1, 43
' α = 100 /0* -,/8.,70* -' 90: ;%*< ' 9+: ;%*<=>%%?'$
$'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
"D
#$%&'()'* +,-,.'/*,%/0,* -0* 1$0&'12$,0* -%* '*30(% -'
40*' 3$%-56,-% 30$0 0* 7%/-,()'* ,/,7,0,* p0 = P0 =
1, 0085 ' α = 100 /0* -,/8.,70* -' 90: ;%*< ' 9+: ;%*<=
>%%?'$ $'*3'71,?0.'/1'! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
E
F '*G5'$-0H I/'$J,0 -% %*7,K0-%$ L0$.M/,7% 9'. 3$'1%:N
'/'$J,0 1%10K -% *,*1'.0 '*1'/-,-% -' ;%*< 9'. ?'$.'=
KL%: ' ;%*<=>%%?'$ 9'. ?'$-':N G50/-% α = 1 ' *5&',10
0* 7%/-,()'* ,/,7,0,* q0 = Q0 = 0N p = P0 = 2N s0 = 1
' Ps0 = 0! F -,$',10 0 $06O% '/1$' 0 '/'$J,0 1%10K ,/*=
10/18/'0 3'K0 '/'$J,0 ,/,7,0K -% *,*1'.0 '*1'/-,-%N '.
?'$.'KL% 30$0 ;%*< ' '. ?'$-' 30$0 ;%*<=>%%?'$! ! ! !
P
,?
!"#$ %& '!()*$"
!"# $ %&'(%)*+, -.%)/0+ *1 1&203+*1) 4+)56.021 7%5 8)%91:;
%.%)/0+ 919+3 *1 &0&9%5+ %&9%.*0*1 *% <1&= 7%5 >%)5%?
341: % <1&=?@11>%) 7%5 >%)*%: % A *0)%09+ + )+BC1 %.9)%
+ %.%)/0+ 919+3 0.&9+.9D.%+ 8%3+ %.%)/0+ 0.020+3 *1 &0&?
9%5+ %&9%.*0*1; %5 >%)5%341 8+)+ <1&= % %5 >%)*% 8+)+
<1&=?@11>%); 8+)+ 7+: p0 = P0 = 1, 55 % α = 1; 7E:
p0 = P0 = 2, 25 % α = 10 % 72: p0 = P0 = 3, 16 %
α = 100! -5 91*1& 1& 2+&1&, q0 = Q0 = 0; ξ0 = Ps0 = 0
% s0 = 1! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
!"" $ %&'(%)*+, -.%)/0+ *1 1&203+*1) 4+)56.021 7%5 8)%91:;
%.%)/0+ 919+3 *1 &0&9%5+ %&9%.*0*1 *% <1&= 7%5 >%)5%?
341: % <1&=?@11>%) 7%5 >%)*%: % A *0)%09+ + )+BC1 %.9)%
+ %.%)/0+ 919+3 0.&9+.9D.%+ 8%3+ %.%)/0+ 0.020+3 *1 &0&?
9%5+ %&9%.*0*1; %5 >%)5%341 8+)+ <1&= % %5 >%)*% 8+)+
<1&=?@11>%); 8+)+ 7*: p0 = P0 = 1, 036 % α = 10; 7%:
p0 = P0 = 1, 43 % α = 100 % 7G: p0 = P0 = 1, 0085 %
α = 100! -5 91*1& 1& 2+&1&, q0 = Q0 = 0; ξ0 = Ps0 = 0
% s0 = 1! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
!"F -&8+I1& *% G+&% 7%5 205+: % *0&9)0E(0IJ%& *% 515%.91
7%5 E+0K1: 8+)+ 1 1&203+*1) .+ *0.D502+ *% <1&=?@11>%)
8+)+ +& 21.*0IJ%& 0.020+0& q0 = 0; p0 = 2; ξ0 = 0; η = 1;
8+)+ α 0/(+3 + 1; 10 % 100! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
!"H -&8+I1& *% G+&% 7%5 205+: % *0&9)0E(0IJ%& *% 515%.91
7%5 E+0K1: 8+)+ 1 1&203+*1) .+ *0.D502+ *% MNO 8+)+
+& 21.*0IJ%& 0.020+0& q0 = 0; p0 = 2; ξ0 = 0; η = 2; 8+)+
α1 = α2 0/(+0& + 1; 10 % 100! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
Q!"
Q!F
Q!H
Q!
R%8)%&%.9+IC1 *+ %&9)(9()+ 2)0&9+30.+ 2SE02+ *% G+2% 2%.?
9)+*+! T0/()+ )%90)+*+ *% UFVW ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
-.%)/0+ 819%.20+3 8%3+ 9%58%)+9()+ .+ '(+3 81*%51& 1E?
&%)>+) + 9)+.&0IC1 *% G+&% %.9)% " #N % "Q#N! ! ! ! ! ! !
7+: -&9)(9()+ 2)0&9+30.+ *1 &X30*1; +.9%& *1 &0&9%5+ )%3+?
K+); 7E: +8X& 1 &0&9%5+ )%3+K+) % 72: +8X& + 9)+.&0IC1 *%
G+&% .1 %&9+*1 Y(0*1! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
7+: Z0&9)0E(0IC1 *% >%3120*+*%& .1 0.[201 *+ &05(3+IC1;
(9030B+.*1 (5+ *0&9)0E(0IC1 (.0G1)5% 8+)+ +& >%3120*+*%&
% 7E: +1 \5 *+ &05(3+IC1! ]E&%)>+?&% '(% +& ^)%+& *+&
*0&9)0E(0IJ%& &C1 0/(+0&! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
>
F
H
L
P
Q"
Q
QQ
QL
!"#$ %& '!()*$"
!
!I
"#$ %&'()&*+&,-. /0 102.3&/#/0' /0 4#5602278.2(9:#;;<
;. &;=3&. /# '&:+2#,-. # +:# (0:>0)#(+)# /0 ?@ 0 "*$
#. A: /# '&:+2#,-. 3.: (0:>0)#(+)# /0 B?@! C*'0)1#7
'0 D+0 #' E)0#' /#' /&'()&*+&,F0' '-. &G+#&'! ! ! ! ! ! ! !
J2+(+#,F0' /# (0:>0)#(+)# ;. (0:>. >#)# "#$ KLH?@ 0
"*$KLM ?@! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !
1&
H
B
!"#$%&' (
!"#$%&'($
!"#! $%&'#()* $*+#!,#(%)-.%/!0*" % -0&*/#1+$-% 2%" "-0()%34!" $*05
&(#%$-*+%-" +*" 2-%" 2! 6*7!8 2%+2* !"&!$-%) 9+:%"! +% "(% /!)%3;* $*0
% #!*/-% ! !,&!/-0!+#%3;* !0 :'"-$%< =0 "!>(-2% %?*/2%/!0*" %"&!$#*"
>!/%-" 2% 2-+10-$% 0*)!$()%/8 %)>(0%" 2! "(%" %&)-$%34!" ! @(%)-#%#-5
A%0!+#! $*0* 2-:!/!+#!" &/*&*"#%" 2! #!/0*"#%#*" &*2!0 "!/ -+$*/&*5
/%2%" B" "-0()%34!" 2! 2-+10-$%< C*/ D)#-0*8 %&/!"!+#%/!0*" *" &/-+5
$-&%-" *?7!#-A*" 2!""! #/%?%)6*8 %""-0 $*0*8 (0 /*#!-/* 2% 2-""!/#%3;*
2!#%)6%+2* $%2% $%&'#()*<
!
"#$%&'()*+ ,-$.%/'0#-1'#+
E" "-0()%34!" $*0&(#%$-*+%-" *( !,&!/-0!+#*" $*0&(#%$-*+%-" &*"5
"(!0 (0 -0&*/#%+#! &%&!) +% $-9+$-% 6*7! !0 2-%< =)%" ";* :!-#%"
&%/% *#-0-.%3;* 2* #/F:!>* !0 >/%+2!" $-2%2!" GHI8 &!/0-#!0 !"#(2%/ *
$*0&*/#%0!+#* 2! (0 :F/0%$* %+#!" 2! "(% "'+#!"! !,&!/-0!+#%) !$*5
+*0-.%+2* #!0&* ! /!$(/"*" GJI8 ";* ("%2%" &%/% !+#!+2!/ % 2-"&!/";*
2! !&-2!0-%" GKI8 &%/% &/!A!/ * $*0&*/#%0!+#* $)-0F#-$* GLI8 $*0&/!5
!+2!/ % 2-+10-$% 2! +-$6*" !$*)M>-$*" GNI8 !+#/! *(#/*"< E "(% &/!"!+3%
! (#-)-2%2! ";* /!$*+6!$-2%" !0 2-:!/!+#!" F/!%" 2* $*+6!$-0!+#* $*0
-+D0!/%" %&)-$%34!"< =0 !"&!$-%)8 % :'"-$% $*0&(#%$-*+%) O (0% F/!%
2! &!"@(-"% 2% :'"-$% /!"&*+"FA!) &*/ 0*2!)%/ ! #!"#%/ $*+$!-#*" :'"-$*"
%#/%AO" 2! "-0()%34!" $*0&(#%$-*+%-" GPI<
% !,&!/-0!+#%3;* !0 :'"-$%8 (0 "-"#!0% O "(7!-#* B *?"!/A%3;*8
H
!"#$%&' () *+$,'-%./'
!"#$% &'&( )*+%,-. */0$* 0*.$!%1 *23*$!4*/0%,-. * 5!4#+%,6*5 7.43#8
0%7!./%!5'
$*%+!9%485* 4*:!:%5 * $*5#+0%:.5 /#4;$!7.5 5-. .<0!:.5 :*/0$. :% 3$*8
7!5-. *23*$!4*/0%+' =% 0*.$!%1 #4 4.:*+. ; 7./50$#>:. #5#%+4*/0* /%
?.$4% :* *@#%,6*5 4%0*4A0!7%5 * 5#% B%+!:%:* 7./5!50* /% C%<!+!:%:*
:* :*57$*B*$ . 7.43.$0%4*/0. :* #4 5!50*4% *4 7*$0%5 7!$7#/50D/7!%5
?>5!7%5 3%$% %5 @#%!5 . 4.:*+. 5* %3+!7%' =% 3*$53*70!B% :. *23*$!8
4*/0%+!50%1 %5 5!4#+%,6*5 7.43#0%7!./%!5 3*$4!0*4 .<5*$B%$ :*0%+C*5
:% :!/D4!7% :. 5!50*4%1 *50#:%$ $*"!6*5 /-. %7*55>B*!5 .# @#* !43+!7%8
$!% *4 *23*$!4*/0.5 4#!0. 7%$.51 0%!5 7.4. *4 7./:!,6*5 :* *20$*4%
3$*55-. * 0*43*$%0#$% EFG1 %+;4 :* 3.55!<!+!0%$ % !/0*$3$*0%,-. :* 5*#5
$*5#+0%:.5 % 3%$0!$ :* #4 4.:*+. 0*H$!7. EIG'
J#%+@#*$ 5!4#+%,-. 7.43#0%7!./%+ ; ?*!0% % 3%$0!$ :* #4 4.:*+.
?>5!7. 0*H$!7. :*57$!0. *4 ?.$4% :* #4 %+".$!04. 7.43#0%7!./%+' K #0!8
+!9%,-. :* #4 4.:*+. * 5#% B!%<!+!:%:* */@#%/0. #4 %+".$!04.1 %<$%/"*
:*5:* %3$.2!4%,6*5 5*4 7.43$.4*0*$ % !/?.$4%,-. ?>5!7% :. @#* 5* :*8
5*L% *50#:%$1 % *57.+C% :* 4;0.:.5 /#4;$!7.5 *M7!*/0*51 %55!4 7.4. %
%B%+!%,-. */0$* 7#50. * <*/*?>7!. /. @#* 0%/"* %.5 $*7#$5.5 7.43#0%8
7!./%!5 * 0*43. :!53./>B*!5' N* . 4.:*+. *57.+C!:. ?.$ <.4 . 5#M7!8
*/0*1 3*$4!0!/:. #4% 7.43%$%,-. :!$*0% :. @#* 5* .<0;4 %0$%B;5 :%
5!4#+%,-. 7.4 . @#* 5* .<5*$B% *23*$!4*/0%+4*/0*1 *55% 5!4#+%,-. ;
7C%4%:% :* $*%+>50!7% EIG' O4 5!4#+%,6*5 :*55* 0!3.1 ; 7.4#4 3$*:!9*$
/.B.5 ?*/P4*/.5 %. 5!4#+%$ . @#* /-. ?.! 4*:!:. .# @#* /-. ; %!/:%
0%/">B*+ *23*$!4*/0%+4*/0*'
=-. ; *2%"*$. :!9*$ @#* . :*5*/B.+B!4*/0. :.5 *23*$!4*/0.5 7.48
3#0%7!./%!5 %+7%/,%:. "$%,%5 %. 3$H3$!. :*5*/B.+B!4*/0. :% 7%3%7!8
:%:* :* 3$.7*55%4*/0. 7.43#0%7!./%+1 %+0*$.# :* ?.$4% 5#<50%/7!%+
% $*+%,-. */0$* 0*.$!% * *23*$!4*/0.' K 3$H3$!% <#57% 3.$ 5!4#+%,6*5
7.43#0%7!./%!5 4%!5 $*%+>50!7%5 %#4*/0.# % :*4%/:% 3.$ 4.:*+.5 4%!5
3$*7!5.5 * :!53*/:!.5.5 7.43#0%7!./%+4*/0*' Q.$ *2*43+.1 #4% 5!4#8
R
!"! #$%&'$() '*+,(-+). ,' #$/,.,%0,1 ,%1,'2+,1
!"#$ %& %'()*'+! *$ &+, !- ($. /&-*'0& $10&- ! 0&*/&-!0,-! %& 2,.#$
%& ,* *!0&-'! 3,& '(0&-!4& .&4,(%$ ,* %!%$ /$0&(+'! 5 $ 3,& +$(.'.0&
(,* 0&.0& %'26+'
/!-! ,* *$%& $ 0&7-'+$8 9$-0!(0$ ! .'*, !"#$ :0-!;
<'%!:!$. *$%& $. 0&7-'+$. =>? & &* *,'0!. +'-+,(.0)(+'!. +$(&+0!* !
0&$-'! +$* ! &@/&-'A(+'! BC'48 D8DE8
!" #$%&'$() *+,-(.,)/ -' #$0-/-%1-2 3%4
2-'5,-2
F G'()*'+! H$ &+, !- BGHE I ,*! 0I+('+! J0'
/!-! &.0,%!- /-$/-'&K
%!%&. *&+)('+!. & 0&-*$%'()*'+!. %& .'.0&*!. %& *,'0$. +$-/$. 0!'.
+$*$ .7 '%$.5 L,'%$.5 .,/&-26+'&.5 !4 $*&-!%$. !0M*'+$.5 &(0-& $,0-$.8
F. .'*, !"N&. %& GH /&-*'0&* $10&- ,*! -& !"#$ %'-&0! &(0-& +!-!+K
0&-6.0'+!. *'+-$.+7/'+!. B*!..!. %$. O0$*$. +$(.0'0,'(0&. %$ .'.0&*!5
'(0&-!"#$ &(0-& & &.5 4&$*&0-'! *$ &+, !-5 &0+E +$* /-$/-'&%!%&. *!K
+-$.+7/'+!. %$ .'.0&*! %& '(0&-&..& &@/&-'*&(0!
0!'. +$*$ &3,!"#$ %&
&.0!%$5 +$&P+'&(0&. %& 0-!(./$-0&5 /!-)*&0-$. %& $-%&* &.0-,0,-! 5 &0+
=Q?8
R* .,! 2$-*! /!%-#$5 $ *I0$%$ %! GH +$(.'.0& &* '(0&4-!- !.
&3,!"N&. + O..'+!. %$ *$<'*&(0$ /!-! ,* .'.0&*! %& *,'0$. +$-/$.
*!(0&(%$ $ (J*&-$ %& O0$*$.
N
+$(.0!(0& +$(P(!%$. &* ,*! +!'@!
%& .'*, !"#$ B.,/&-+I , !E %& <$ ,*&
.'.0&*! B'.$ !%$E I +$(.&-<!%!8
V
P@$ & ! &(&-4'! 0$0!
E
%$
S..$ '*/ '+! 3,& .,! T!*' 0$('!(! '(K
%&/&(%& %$ 0&*/$ & I '(<!-'!(0& .$1-& 0-!(. !"#$ $, -$0!"#$ %& 0$%$
$ .'.0&*! =U?8 9$-0!(0$5 ! !*$.0-!4&* &.0!06.0'+! %$ .'.0&*! I 2&'0! ($
!" #$%
*'+-$+!(M('+$ $, VWR8 X '*/$-0!(0& .! '&(0!- 3,& (! GH
(#$ !/&(!. 3,!(0'%!%&. &.0!06.0'+!. .#$ $10'%!.5 *!. 0!*1I* 3,!(0'K
%!%&. %'()*'+!. 0!'. +$*$ 2,("N&. %& +$--& !"#$ B($ &./!"$ & 0&*/$E
+$(.'.0'(%$ (,*! + !-! <!(0!4&* .$1-& *I0$%$. &.0$+O.0'+$. 0!
+$*$
$ *I0$%$ %& H$(0& Y!- $5 /$- &@&*/ $8
F. .'*, !"N&. %& GH -&! ';!* ,*! !*$.0-!4&* ($
+-$+!(M('+$ BVWRE5 ($ &(0!(0$ ,*! !*$.0-!4&* (&..&
!" #$%
!" #$%
*'K
(#$
/$..,' ,*! +$(&@#$ %'-&0! +$* $ 0'/$ %& '(2$-*!"#$ $10'%! !0-!<I.
%$. &@/&-'*&(0$.8
V!. +$(%'"N&. &@/&-'*&(0!'.5 ($-*! *&(0& $ &@K
/&-'*&(0! '.0! +$(0-$ ! ! 0&*/&-!0,-!
0,-!
/&(.!- 3,& ,*! !*$.0-!4&* ($.
T
&Z$, /-&..#$
!" #$% "
P5
$4$ I (!K
+!(M('+$ BVW[E $,
'.$0I-*'+$K'.$1O-'+$ BV9[E $2&-&+&* ,*! *!'$- /&-./&+0'<! %& +$*K
/!-!"#$ &@/&-'*&(0! 8 \&! ';!- ,*! .'*, !"#$ %& %'()*'+! *$ &+, !-
]
!"#$%&' () *+$,'-%./'
! "#$%" !" #$% &# '(" " !)*%"*+',')*"- .)/')0*+ !+'$ % *"'.1
$+'$ 2 ! !34)+5 6 7" ! '". #!+ 4+. &#+'$)4+4 . )'$ '.)8+. 4#%+'$
+ .)!#7+9(": ; !"4)0*+9(" 4+. &#+9< . 4+ => *"! " 6%"6?.)$" 4
/ %+% #! '. !@7 + $ !6 %+$#%+ *"'.$+'$ *"'.).$ '#! +7/"%)$!" 4
$ %!".$+$" ABC:
;73! 4+ *"%% .6"'4D'*)+ *"! +. *"'4)9< . E6 %)! '$+). &# '"%1
!+7! '$ $ %!+7)F+! " .).$ !+ ! 8 F 4 )."7G17"- " #." 4" $ %!".$+$"
6"4 . % !"$)8+4" $+!@3! 6+%+ .$#4+% 6%"* ..". 4 6 '4 '$ . 4 $ !1
6 %+$#%+ 2"@$ '9(" 4 *" 0*) '$ . $3%!)*". "# $%+'.)9< . 4 H+. 5- 6+%+
.)!#7+% 4)..)6+9(" 4 *+7"%- 6+%+ ! 7I"%+% + 0*)D'*)+ 4 #!+ @#.*+
*"'H"%!+*)"'+7 26"% % .H%)+! '$" .)!#7+4" "# &!! &%'!(- 6"% E !67"5
"# 6+%+ 8)$+% 4 .8)". 4 ' %/)+ *+#.+4". 6 7+ +*#!#7+9(" 4 %%".
'#!3%)*". 4#%+'$ +. .)!#7+9< . ABC: J+ . 9(" . /#)'$ - H+7+% !". 4
!+' )%+ / %+7 ."@% +7/#!+. 4+. 6%)'*)6+). 6%"6".$+. 4 $ %!".$+$"
4+ 7)$ %+$#%+- 4 .$+*+'4" +. 8+'$+/ '. 4 .8+'$+/ '. '+ #$)7)F+9(" 4
*+4+ !"4 7" 4 $ %!".$+$":
!" #$%&%'()' *+ ,+$-%'()(%'
J+ 7)$ %+$#%+- E).$ ! +7/#'. !3$"4". AKLMKNC 6%"6".$". 6+%+ !+'$ % +
$ !6 %+$#%+ 4 #! .).$ !+ ! !34)+ *"'.$+'$ 4 .*%)$". ! H"%!+ 4
#! +7/"%)$!": O. +7/"%)$!". 4 $ %!".$+$". #$)7)F+! $3*')*+. $+). *"!"
% .*+7+! '$" 4 8 7"*)4+4 + *+4+ 6+.." 4 $ !6" AKLC- % $ %!+7)F+9("
6"% 6%"* ..". 4 *"7).< . .$"*G.$)*+. AKKC- +*"67+! '$" 4" .).$ !+ + #!
@+'I" $3%!)*" AKPC- +4)9(" 4 #! /%+# 4 7)@ %4+4 E$%+ 2% . %8+$?%)"
4 *+7"%5 *#Q+ )'$ %+9(" '$% " .).$ !+ 3 4+4" 6"% .*+7+! '$" 4+.
8 7"*)4+4 . 4+. 6+%$R*#7+. AKS- KNC:
T .*+7+% +. 8 7"*)4+4 . + *+4+ 6+.." 4 $ !6" H") + $3*')*+ #$)7)1
F+4+ 6"% U""4*"*V AKLC: W.. !3$"4" )!67)*+ ! !+'$ % + $ !6 %+1
$#%+ ! #! 8+7"% 0E"- *"%% .6"'4 '$ + $ !6 %+$#%+ 4" @+'I" $3%!)*"4#%+'$ $"4+ + .)!#7+9("- . ! 6 %!)$)% X#$#+9< .: Y+%+ &# ).." "*"%%+
#!+ &#+'$)4+4 &# 4 6 '4 E67)*)$+! '$ 4+ $ !6 %+$#%+ 3 +4)*)"1
'+4" + &#+9(" 4 H"%9+ "@$)4+ + 6+%$)% 4+. &#+9< . 4 !"8)! '$" 4
Z+!)7$"': O !3$"4" 4 % .*+7+% +. 8 7"*)4+4 . 6 %!)$ &# +. &#+1
9< . 4 !"8)! '$" . Q+! 4 $ %!)'R.$)*+.- % 8 %.R8 ). '" $ !6"- .#+8 .
/ %+ #!+ 4).$%)@#)9(" *+',')*+ 4 *"'0/#%+9< . AB- KLC: W'$% $+'$"+ 4)'[!)*+ / %+4+ 6"% .. !3$"4" $ '4 + '(" . % % +7).$+- #!+ 8 F
&# + ' %/)+ 4" .).$ !+ 3 )!6 4)4+ 4 ".*)7+%:
N
!"! #$%#%&'(& )* '*$+%&'('%&
!"#$%#& '( )(!()*&+%,&-./ 0/) 0)/#(11/1 '( #/+%12(1 (1!/#31!%#&14
5/% 0)/0/1!& 0/) $'()1($ (* 6789 :66;< =(1!( *"!/'/4 & (>/+?-./ '/
1%1!(*& /#/))( '( &#/)'/ #/* &1 (@?&-2(1 '( */>%*($!/ '( A&*%+!/$
#/* ?*& 0(@?($& &+!()&-./B ?* !()*/ (1!/#31!%#/ '( #/+%1./ " &'%C
#%/$&'/ $& (@?&-./ #/))(10/$'($!( & 5/)-&< D&'& #/+%1./ (1!/#31!%#&
&+!()& %$1!&$!&$(&*($!( / */*($!/ '( &0($&1 ?*& 0&)!E#?+&4 '( 5/)*&
@?( / */*($!/ &0F1 ?*& #/+%1./ " '(!()*%$&'/ &+(&!/)%&*($!( & 0&)!%)
'( ?*& '%1!)%G?%-./ '( H/+!,*&$$ #/* ?*& '&'& !(*0()&!?)&< 0F1
!/'&1 &1 0&)!E#?+&1 1/5)()(* #/+%1./ / 1%1!(*& 0&11& & !() ?*& ($()I%&
#%$"!%#& #/))(10/$'($!( & !(*0()&!?)& '(1(J&'& :66;< K*& 5)(@?L$#%&
'( #/+%12(1 0(@?($& I&)&$!(4 (* 0)%$#E0%/4 & I()&-./ '( ?* ($1(*C
G+( #&$M$%#/< N&1 1( (11& 5)(@?L$#%& 5/) *?%!/ 0(@?($& & '%1!)%G?%-./
#&$M$%#& 1()3 &+#&$-&'& &0($&1 &0F1 *?%!/1 0&11/1 '( 1%*?+&-./ :7;<
H()($'1($ (* 678O4 0)/0M1 &#/0+&) / 1%1!(*& '( 0&)!E#?+&1 & ?*
G&$P/ !")*%#/ #/* ?*& '&'& !(*0()&!?)& :6Q;< R11( &#/0+&*($!/ "
5(%!/ &+!()&$'/ & (@?&-./ '( */>%*($!/ '( S&$I(>%$4 '( */'/ @?( /
!()*/ )(+&#%/$&'/ &/ )?E'/ (1!/#31!%#/ " (T#+?E'/< 11%* &1 (@?&-2(1
'( */>%*($!/ '/ !()*/1!&!/ '( H()($'1($ ($>/+>(* &0($&1 / !()*/
'& 5/)-& '()%>&'& '/ 0/!($#%&+ '( %$!()&-./ ($!)( &1 0&)!E#?+&1 1/*&'/
& ?*& 5/)-& '%11%0&!%>& γvi U5)%#-./V< @?&$!%'&'( γ " %I?&+ 0&)& !/C
'&1 &1 0&)!E#?+&1 ( '(0($'( '& !(*0()&!?)& %$1!&$!W$(& '/ 1%1!(*&<
X(0($'($'/ '& !(*0()&!?)& %$1!&$!W$(& '/ 1%1!(*&4 / G&$P/ !")*%#/
&!?&)3 &*/)!(#($'/ U)(!%)&$'/ #&+/)V /? 5/)-&$'/ / */>%*($!/ '( #&'&
0&)!E#?+& U5/)$(#($'/ #&+/)V &!)&>"1 '/ >&+/) %$1!&$!W$(/ '( γ <
K* '/1 !()*/1!&!/1 *&%1 ?!%+%,&'/1 ( @?( '(1(*0($P& 1&!%15&!/)%&C
*($!( & !&)(5& '( )(0)/'?,%) / #&$M$%#/ 0&)& 1%1!(*&1 '( *?%!/1 #/)0/1
" #/$P(#%'/ #/*/ !()*/1!&!/ '( =/1"CA//>()< Y)/0/1!/ 0/) =/1" (*
678Z :6Z; ( &'&0!&'/ 0/) A//>() $/ &$/ 1(I?%$!( :6O;< =/1" ?!%+%,/?
/ *"!/'/ '/ 1%1!(*& (1!($'%'/4 &'%#%/$&$'/ [ S&I)&$I(&$& ?* I)&?
'( +%G()'&'( (T!)& @?( '(1(*0($P& / 0&0(+ '( )(1()>&!F)%/ !")*%#/<
\)&!&C1( '( ?*& '%$W*%#& '(!()*%$E1!%#& ( )(&+E1!%#& @?( 0/11?% !)&C
J(!F)%& 1?&>( ( )(0)/'?, & *&I$%!?'( '&1 ]?!?&-2(1 '( !(*0()&!?)&
'( *&$(%)& #/))(!&4 " )(>()1E>(+ $/ !(*0/ (4 0/) 0)%$#E0%/4 )(0)/'?,
/ ($1(*G+( #&$M$%#/ '%)(!&*($!( & 0&)!%) '&1 (@?&-2(1 '( */>%*($!/
'/ 1%1!(*& (1!($'%'/ U1%1!(*& ( )(1()>&!F)%/V< 1 '%$W*%#&1 '( =/1" (
=/1"CA//>() 1./ '(1#)%!&1 '(!&+P&'&*($!( $/ #&0E!?+/ !)L1 '(1!& '%1C
1()!&-./<
^
!"#$%&' () *+$,'-%./'
!" #$%&'()&*+, -& .(//0$1&*+,
! "#$%&'(! )(&! *+",-./(! !0( )12(-+)(! + +!"1*-(! -1$#&*(! )1!!1 -#+3
4+/5(6 7( "#$%&'( *+",-./(8 !(4#1 9&:;'&*+ <(/1*./+# =/>!!&*+ !0(
+"#1!1:-+)(! -()(! (! *(:*1&-(! 1 +!"1*-(! -?*:&*(! :1*1!!>#&(! "+#+
!1 #1+/&@+# .'+ !&'./+A0( )1 )&:;'&*+ '(/1*./+#8 )1!)1 !1. +/B(#&-'(
)1 &:-1B#+A0(8 "(-1:*&+/ )1 &:-1#+A0(8 !1.! )(',:&(! )1 2+/&)+)1 1 /&3
'&-+AC1!6 7( -1#*1&#( *+",-./(8 +4(#)+'(! ( '?-()( )1 7(!?3D((21#8
"#&'1&#+'1:-1 )1-+/5+:)( + "#("(!-+ )1 7(!? )1 EFGH I.1 "1#'&-1 #13
+/&@+# .'+ +'(!-#+B1' 1!-+-,!-&*+ )1 .' !&!-1'+ )1 '.&-(! *(#"(! :(
1:!1'4/1 *+:J:&*( )&#1-+'1:-1 + "+#-&# )+ )&:;'&*+ )( !&!-1'+6 K' !13
B.&)+8 +"#1!1:-+'(! +! '()&L*+AC1! M1&-+! "(# D((21# :( +:( !1B.&:-1
I.1 -(#:+#+' + )&:;'&*+ )1 "+!!( ∆t N-1'"(O 2+#&>21/ )1 7(!? :.'+
)&:;'&*+ )1 "+!!( L%(6
7( I.+#-( *+",-./(8 +"#1!1:-+'(! .' 1!-.)( )+ )&:;'&*+ )( (!*&3
/+)(# 5+#'J:&*( 1' +'4+! +! )&:;'&*+! )1 7(!? 1 7(!?3D((21#6 <(!3
-#+'(! -#+P1-$#&+! #1B./+#1! "1#&$)&*+! 1 I.+!1 "1#&$)&*+! :( 1!"+A( )1
M+!1 1 +/B.:! +!"1*-(! #1/+*&(:+)(! + '1/5(#+ )+ 1#B()&*&)+)18 I.+:)(
+*#1!*1:-+'(! .' B#+. )1 /&41#)+)1 1%-#+ +( #1!1#2+-$#&( N*+)1&+ )1
-1#'(!-+-(!O6 7( I.&:-( *+",-./(8 1!-.)+'(! .' B>! )1 Q#BJ:&( I.1
&:-1#+B1 2&+ "(-1:*&+/ )1 R1::+#)3S(:1! :+ )&:;'&*+ )1 7(!?3D((21#6
T1!-+'(! + 1L*&U:*&+ )( -1#'(!-+-( )1 7(!?3D((21# 1' )1!*#121# -#+:3
!&AC1! )1 M+!18 '+:-1# + -1'"1#+-.#+ 1' '?)&+ *(:!-+:-18 41' *('(8
#1"#().@&# +! '?)&+! )( 1:!1'4/1 *+:J:&*(6
7( V/-&'( *+",-./(8 +4(#)+#1'(! +! *(:*/.!C1! 1 "1#!"1*-&2+! )1 M.3
-.#(! -#+4+/5(! #1/+*&(:+)(! + 1!!+ )&!!1#-+A0(6 7(! +"U:)&*1! +"#1!1:3
-+'(! +! .:&)+)1! #1).@&)+! )1 R1::+#)3S(:1! /+#B+'1:-1 .-&/&@+)+!
1' !&'./+AC1! )1 )&:;'&*+ '(/1*./+#8 +!!&' *('(8 ( )1!1:2(/2&'1:-(
)+ 1%"#1!!0( )( W&#&+/8 :1*1!!>#&( "+#+ ( *>/*./( )+ "#1!!0( 1' 9&:;3
'&*+ <(/1*./+#6
X
!"#$%&' (
!"#$!%& '()*%+)&,
-).//!%&
!"#! $%&'#()* "!+,* %-*+.%.*" *" &+/0$'&/*" .% ./012/$% 2*)!$()%+ 3(!
%-+%04!2 * %)4*+/#2* .! /0#!4+%5,* 0(26+/$% .%" !3(%57!" .! 2*8/9
2!0#*: %" $*0./57!" &!+/;./$%" .! $*0#*+0* .* "/"#!2% % "!+ !"#(.%.*
! * &*#!0$/%) .! /0#!+%5,* !0#+! &%+#'$()%"<
!" #$%&'()%*+ ,- .%&/0%'- 1*23'42-$
= >/012/$% ?*)!$()%+ @>?A 6 (2% #6$0/$% .!#!+2/0'"#/$% .! "/2(9
)%5,* $*2&(#%$/*0%) 3(! $*0"/"#! -%"/$%2!0#! 0% /0#!4+%5,* 0(26+/$%
.%" !3(%57!" $)B""/$%" .* 2*8/2!0#* .! $%.% &%+#'$()% .! (2 .%.*
"/"#!2%< C*+#%0#*: .%.* (2 $*0D(0#* /0/$/%) .! &*"/57!" ! 8!)*$/.%.!":
$*0E!$!0.* * &*#!0$/%) .! /0#!+%5,* !0#+! %" &%+#'$()%" ! %" !3(%57!" .!
2*8/2!0#* 3(! +!4!2 "(% ./012/$%: 6 &*""'8!) .!#!+2/0%+ % #+%D!#;+/%
.! $%.% &%+#'$()% ! $*0"!3(!0#!2!0#!: % !8*)(5,* ./012/$% .* "/"#!2%:
"%)8* &!3(!0*" !++*" .! /0#!4+%5,* ! %++!.*0.%2!0#*" FGH<
I*0"/.!+! (2 "/"#!2% /"*)%.* .! N &%+#'$()%" $*0J0%.%" 0(2%
$%/K% .! "/2()%5,* @"(&!+$6)()%A $(D* 8*)(2! V 6 JK* ! $*2 !0!+4/%
#*#%) E $*0"#%0#! $(D%" !3(%57!" .! 2*8/2!0#* *-!.!$!2 L" )!/" .!
G
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
!"#$%& ' ($)*+ #$#+, -$.)! /0+ 1+)#23/,+ i %+ 1$-4*5$ ri 67
Fi (ri ) = −∇i
N
X
φ(rij ),
89&:;
j=1
$%<! φ(rij ) 6 /0 1$#!%34+, <! 4%#!)+*5$ <! <$4- 3$)1$- =/! <!1!%<!
<+ <4-#>%34+ rij = |ri − rj | !%#)! </+- 1+)#23/,+-& ?--+ ($)*+ 1$<! -!)
!-3)4#+ 3$0$7
Fi (ri ) = mi ai ,
89&9;
#+, =/! mi 6 + 0+--+ <+ 1+)#23/,+ ! ai -/+ +3!,!)+*5$& @$)#+%#$7 <+<$
/0 3$%A/%#$ 4%434+, <! 1$-4*B!-7 1$<!0$- 3+,3/,+) + ($)*+ #$#+, 89&:;
-$.)! /0+ <+<+ 1+)#23/,+ i +#)+C6- <+ -$0+ <$ 1$#!%34+, <! 4%#!)+*5$
!%#)! i ! #$<+- +- $/#)+- 1+)#23/,+- <$ -4-#!0+& D+E!%<$ 4--$ 1+)+ #$<++- 1+)#23/,+- <$ -4-#!0+7 $.#!0$- #$<+- +- +3!,!)+*B!- 4%434+4-&
D4F/)+ 9&:G H4(!)!%#!- !#+1+- <! /0+ -40/,+*5$ <! H4%>043+ I$,!3/,+)7
)!#4)+<$ <! J:KL7 3$0 +,#!)+*B!-&
M0+ -40/,+*5$ <! HI 1$<! -!) -4%#!#4E+<+ <! +3$)<$ 3$0 $ N/O$P
F)+0+ <+ 8D4F& 9&:;& M0 %$C$ 1+--$ %+ <4%>043+7 3$%-4-#! %+ 4%#!F)+P
*5$ %/06)43+ %$ #!01$ <+- !=/+*B!- <! 0$C40!%#$7 $.#!%<$P-! +--407
%$C+- C!,$34<+<!- ! 1$-4*B!- %/0 #!01$ 1$-#!)4$)& ?0 !-1!34+,7 %+
1)QO40+ -!*5$ #)+#+)!0$- <+ #63%43+ <! 4%#!F)+*5$ %$ #!01$ <! R!),!#
J:SL& '1Q- 3+,3/,+) +- %$C+- 1$-4*B!-7 <!C!0 -! C!)4T3+) +- 3$%<4*B!- <!
3$%#$)%$ <$ 1)$.,!0+7 +--/%#$ <+ -!*5$ -!F/4%#!& ?0 -!F/4<+7 1$<!P-!
)!+,4E+) $/ %5$ 0!<4*B!- <+- 1)$1)4!<+<!- 4%-#+%#>%!+- ! 4%3)!0!%#+P-!
!"#$ #$ %&#'"()#$ *(+!&,#,$ $(&-! ,'",.#"#$ /(0# 1+,0,)#2-! "! '(%&,+!3
U
! ! "#$%&'()% *+ ,+&#+(
!"#$ % &'("&&)*+& *","& +!- !"#$ ! !+. /+ &)#'.+01 2 3)4+.#"4!"%
+!5+*-& /+ #-/)+ !"#$ 5+. /+& $5 $5)"/+/"& )4&!+4!64"+&% 7!"# & &
7&"5*8*")& /" '# &)&!"#+ 4'# /+/ !" #$% 2
!
"#$%&'()% *+ ,+&#+(
9 +.: 5)!# /" ;"5."! - '# / & +.: 5)!# & #+)& '!).),+/ & "# /)46#)(+
# ."('.+5 $+5+ &" )4!":5+5 4'#"5)(+#"4!" +& "<'+0="& /" # *)#"4! 2
> /"?&" 7!"5 4 *+& $ &)0="& /+& $+5!@('.+& "# 5".+01 + !"#$ /+
&)#'.+01 % + $+5!)5 /+& $ &)0="& " *". ()/+/"& +4!"5) 5"&% ' &"A+% &+?
7"4/ +& $ &)0="& )4)()+)& "# '# !"#$ t% $ /"?&" 7!"5 + $ &)01
&":')4!" "# t + ∆t " +&&)#% B+,"4/ &'("&&)*+& )!"5+0="&% $ /"?&" 7!"5
+ !5+A"!C5)+ /+ $+5!@('.+ /'5+4!" ! /+ &)#'.+01 DEF2
G 4&)/"5+4/ '# )4!"5*+. ∆t /)&(5"! % + )/")+ / +.: 5)!# /"
;"5."! ( 4&)&!" "# "H$+4/)5 + $ &)01 /+ $+5!@('.+ "# / )& )4&!+4!"&
/)&!)4! & t + ∆t " t − ∆t "# '#+ &-5)" /" I+J. 5K
ri (t + ∆t) = ri (t) + ∆t
d
(∆t)2 d2
ri (t) +
ri (t) + . . .
dt
2 dt2
LM2NO
ri (t − ∆t) = ri (t) − ∆t
d
(∆t)2 d2
ri (t) + . . .
ri (t) +
dt
2 dt2
LM2PO
Q #+4/ " &'7!5+)4/ LM2NO ( # LM2PO% /"&$5",+4/ & !"5# & /"
5/"# &'$"5) 5 + (∆t)3 % &'7&!)!')4/ + $5)#")5+ /"5)*+/+ /" ri (t) $ 5
vi (t) " + &":'4/+ $ 5 ai (t)% 7!"# & 5"&$"(!)*+#"4!"K
ri (t + ∆t) = −ri (t − ∆t) + 2ri (t) + ai (t)∆t2 ,
vi (t) =
ri (t + ∆t) − ri (t − ∆t)
,
2∆t
LM2RO
LM2SO
T#+ B 5#+ "<')*+."4!" + +.: 5)!# /" ;"5."! <'" /)#)4') & "55 &
/" +55"/ 4/+#"4! % (U+#+?&" "&<'"#+ /" ;". ()/+/"?;"5."!2 V"&!" "&?
<'"#+% +.-# /+ $ &)01 % /"*"?&" )4B 5#+5 + *". ()/+/" )4)()+. /" (+/+
$+5!@('.+% +&&)# &+7"4/ +& *". ()/+/"& )4)()+)& /" ! /+& +& $+5!@('.+&%
$ /"?&" /"!"5#)4+5 + !"#$"5+!'5+ )4)()+. / &)&!"#+ '!).),+4/
!" ?
5"#+ /+ "<')$+5!)01 /" "4"5:)+2 W&!" "&<'"#+ $ /" &"5 &)4!"!),+/
"# <'+!5 "<'+0="&K
X
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
ri (t + ∆t) = ri (t) + vi (t)∆t +
ai (t)∆t2
,
2
∆t
ai (t)∆t
vi t +
,
= vi (t) +
2
2
Fi (ri (t + ∆t))
,
mi
ai (t + ∆t)∆t
∆t
,
+
vi (t + ∆t) = vi t +
2
2
ai (t + ∆t) =
%&'(
Fi )
!"#$
*%+% ,- ./01%) (01- 200%*/2'2 2% 3%1(&*/24"
5%1( 67( (+ 7+ 0/01(+2 18/'/+(&0/%&24) 2 *2'2 3200% '( 0/+7429:%
(0128:% 0(&'% 28+2;(&2'%0
3N
20 .(4%*/'2'(0 (
3N
9N
.28/-.(/0<
3N
8(42*/%&2'20 20 3%0/9=(0)
20 2*(4(829=(0" >% 4%&?% '2 '/&@+/*2) '(.(A0(
0(+38( .(8/B*28 20 *%&'/9=(0 3(8/C'/*20 '( *%&1%8&% '% 0/01(+2) 2007&1%
'2 38CD/+2 0(9:%"
!" #$%&'()*+ ,*-'.&'/0+ &* #$%1$-%$
E&'(3(&'(&1(+(&1( '% 12+2&F% '% 0/01(+2 0/+742'%) % &G+(8% '( -1%A
+%0
N
67( % *%+3=( H I2*/4+(&1( &(?4/?(&*/-.(4 672&'% *%+3282'% 2%
&G+(8% '( -1%+%0 *%&1/'%0 (+ 7+ J&B+% 3('29% +2*8%0*C3/*% '2 +2A
1H8/2
≈ 1023
-1%+%0$" K L2/D% &G+(8% '( -1%+%0 &% 0/01(+2 0/+742'%
3%'( 38%.%*28 (I(/1%0 '( 073(8IJ*/( 0/?&/B*21/.%0 ,- 67( 2 8(429:% (&18(
% &G+(8% '( -1%+%0 '( 073(8IJ*/( *%+3282'% 2% .%47+( 1%124 H +7/1%
+2/%8 '% 67( &% 0C4/'% +2*8%0*C3/*%"
M282 7+ ?-0 %7 4J67/'%0 (+ 7+ 0/01(+2 18/'/+(&0/%&24 '(
*(8*2 '(
N −1/3
N
-1%+%0)
'(01(0 -1%+%0 (&*%&182+A0( 38CD/+%0 '20 073(8IJ*/(0
NO#P" M282 0/01(+20 8(2/0) 23(&20 7+ 3(67(&% &G+(8% '(00(0 -1%+%0 0%A
I8(8- %0 (I(/1%0 '20 L%8'20) (&18(12&1% % +(0+% &:% %*%88( 3282 .24%8(0
3(67(&%0 '(
N"
K0 (I(/1%0 '( 073(8IJ*/( 3%'(+ 0(8 +/&/+/;2'%0 2182.H0 '( 7+2 1H*A
&/*2 *%&F(*/'2 *%+% *%&'/9=(0 3(8/C'/*20 '( *%&1%8&%" Q012 1H*&/*2
*%&0/01( (+ 8(34/*28 2 *2/D2 '( 0/+7429:% (+ 1%'% % (0329% 3282 I%8A
+28 7+2 ?82'( /&B&/12 '( *2/D20 /'R&1/*20) '( +%'% 67() &% '(*%88(8
'2 0/+7429:%) 672&'% 7+2 3281J*742 *%&1/'2 &2 *2/D2 '( 0/+7429:% %8/A
?/&24 +%.(A0() 0720 /+2?(&0 +%.(+A0( (D212+(&1( '2 +(0+2 +2&(/82"
OS
!"! #$%&'()*+ ,*-'.&'#/+ &* #$%0$-%$
!"#$% &'&( )%* +,-$,.,/0%123 4%. 53/4!16,. -,$!74!5%. 4, 53/03$/3
-%$% #8 .!.0,8% ,8 4#%. 4!8,/.6,.' )9* +,-$,.,/0%123 43 $%!3 4, 53$0,
, 43 5$!0:$!3 4% !8%",8 8;/!8% -%$% #8 .!.0,8% ,8 4#%. 4!8,/.6,.'
+,0!$%43 4, <==,/ , >!=4,.=,? @AB'
<..!8 5%.3 #8% 4%. -%$0;5#=%. 4,!C, % 5%!C% 3$!"!/%=D #8% 4%. .#%.
!8%",/. ,/0$%$E -,=% F%5, 3-3.0% ) !"' &'& G )%**'
< 0:5/!5% 4%. 53/4!16,. -,$!74!5%. 4, 53/03$/3 -3..!9!=!0% % 53/G
.,$H%123 43 /I8,$3 4, -%$0;5#=%. 43 .!.0,8% 4,/0$3 4% .#-,$5:=#=% 4,
H3=#8, V )53/.,J#,/0,8,/0, % 4,/.!4%4, : KC%*' L, 3. E0383. 53/0!G
43. /% 5%!C% 3$!"!/%= ,.023 .#M,!03. % #8 0!-3 4, -30,/5!%= J#, %", %3.
-%$,.D 5%4% E0383 !$E !/0,$%"!$ 538 3. 3#0$3. N − 1 53/0!43. /% 5%!C%'
<3 $,-=!5%$83. % 5%!C% ,8 0343 3 ,.-%13 5%4% E0383 %=:8 4, !/0,$%"!$
538 3. N − 1 4% .#% 5%!C% !/0,$%"!$E 538 034%. %. 3#0$%. !/K/!0%. $:G
-=!5%. 43. E0383.D !/5=#.!H, .#%. -$7-$!%. $:-=!5%.D 3 J#, $,.#=0%$!% ,8
#8% .38% !/K/!0% 4, 0,$83.'
N% -$E0!5% ,..% .38% !/K/!0% /23 353$$,D -3!. ,8 ",$%= =!8!0%83. 3
%=5%/5, 43 -30,/5!%=D -3..!9!=!0%/43 J#, % !/0,$%123 H%! % O,$3 J#%/43 %
.,-%$%123 ,/0$, 3. E0383. #=0$%-%.., #8% 4,0,$8!/%4% 4!.0P/5!% 53/Q,G
5!4% 5383 $%!3 4, 53$0, )RC *' L,/43 %..!8 % !/0,$%123 .,$!% =!8!0%4%
%-,/%. %3. E0383. J#, ,/53/0$%8G., % #8% 4!.0P/5!% 8,/3$ 43 J#,
3 $%!3 4, 53$0, RC @AB' R RC #0!=!O%43 /3$8%=8,/0, : 8,/3$ J#, %.
4!8,/.6,. 4% .#-,$5:=#=% ) !"' &'& G )9**'
SS
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
!"#$%&#$' () $*)+,* *-.$*)! /,#*$%, 01, )/,.)2 )2 /)#%-"13)2
01, ,2%4' (, (,.%#' (' "-#"13' /'.%$35)(' 67$+8 989 : 6;<< $.%,#)=)* "'*
) /)#%-"13) .' ",.%#'> $.(,/,.(,.%, 2, )2 /)#%-"13)2 $.%,#)+,.%,2 ,2%4'
.) *,2*) "&313) '1 ,* 1*) "&313):$*)+,*8 #)$' (,2%, "-#"13' & '
#)$' (, "'#%, RC 8 ?) /#@%$")> (,A,:2, )A)3$)# 01)3 & ) *,.'# ($2%B."$)
,.%#, '2 @%'*'28 ?1* 2$2%,*) %#$($*,.2$'.)3> ,* %'()2 )2 ($#,CD,2>
,E$2%, (1)2 ($2%B."$)2 /'22-A,$2 ,.%#, @%'*'2> dx 6F '1 G< (,.%#' ()
21/,#"&313) , Lx − dx 6F '1 G<> "'* Lx 2,.(' ' %)*).5' () ")$E) .)
($#,C4' E8 H,A,#@ 2,# "'*/1%)() .' /'%,."$)3> 2'*,.%, ) $.%,#)C4' (,
*,.'# ($2%B."$)8
!" #$%&'()*+ ,& -&''*.,/0$'&1
I*) @#,) *1$%' $*/'#%).%, () J-2$") "'*/1%)"$'.)3 (,($"):2, ) *'(,:
3)# /'%,."$)$2 /)#) ($J,#,.%,2 /#';3,*)28 K ,2"'35) (' /'%,."$)3 ,2%@
($#,%)*,.%, #,3)"$'.)() )' %$/' (, /#';3,*) 01, 2, (,2,=) ,2%1()#8
L'# ,E,*/3'> ' /'%,."$)3 (, M,..)#(:N'.,2OPQ & 1* /'%,."$)3 (, ('$2
"'#/'2 )*/3)*,.%, ,*/#,+)(' /)#) (,2"#,A,# ' "'*/'#%)*,.%' (, +):
2,2 .';#,2 "'*' )#+R.$' OSTQ8 L'%,."$)$2 (, *1$%'2 "'#/'2 %)$2 "'*'
U%$33$.+,#:V,;,# OSWQ '1 X,#2'Y O9ZQ 24' 12)('2 /)#) 2,*$"'.(1%'#,28
/'%,."$)3 (, [3,#$:\'2)%' O9SQ /)#) 3$+)2 *,%@3$")28 [)() /'%,."$)3
& (,2"#$%' /'# /)#B*,%#'2 ,*/-#$"'2 '1 ';%$('2 ) /)#%$# (, "@3"13'2 (,
/#$*,$#'2:/#$."-/$'28
L#'/'2%' /'# U$# N'5. ](^)#( M,..)#(:N'.,2> ' /'%,."$)3 (, M,..)#(:
N'.,2 *'(,3) ) $.%,#)C4' )%#)%$A):#,/132$A) ,.%#, 1* /)# (, @%'*'2 ,>
& (,_.$(' /,3) 2,+1$.%, ,01)C4'`
698T<
a1).(' /#bE$*'2> 1* /)# (, @%'*'2 2, 21=,$%) ) $.%,#)CD,2 )%#)%$A)2
'1 #,/132$A)2 01, ,2%4' )22'"$)()2 ) ($2%B."$) (, 2,/)#)C4' ,.%#, ,3,2>
#,/#,2,.%)() .) ,01)C4' /,3' /)#B*,%#' r8 2 /)#B*,%#'2 ε , σ 24'
,2"'35$('2 (, *'(' ) )=12%)# )2 /#'/#$,()(,2 J-2$")2 (' *)%,#$)3> )3+1.2
(, 2,12 A)3'#,2 /'(,* 2,# ,."'.%#)('2 .) X);,3) 98S8 +#@_"' ('
/'%,."$)3 (, M,..)#(:N'.,2 /'(, 2,# ';2,#A)(' .) 67$+8 98c<8
]* +#).(,2 ($2%B."$)2 /#,A)3,", ) $.%,#)C4' )%#)%$A) 01, '2 @%'*'2
,E,#",* ,.%#, 2$> 01, "'##,2/'.(, )' %,#*' −(σ/r)6 > ,22, & ' %,#*'
φ
LJ
(r) = 4ε
σ 12
r
−
σ 6 r
!"#$%&#' #' ()!*' &+,-./ 01&+&*$* &*",) 2'+3)!(&'+04
S9
!"! #$%&'()*+ ,& +&''*-,./$'&0
!"#$% &'() *#$+% ,- .-/012!%3 ,0 4011%$,56-107' 8 .%$9:01/$- ε
$0.$0701/% % .$-;#1,!,%,0 ,- .-<-= 01>#%1/- - .%$9:0/$- σ $0.$0701/%
% ,!7/912!% ?1!/% 1- >#%3 - .-/012!%3 01/$0 %7 .%$/@2#3%7 A B0$- 0 r A %
,!7/912!% 01/$0 - 201/$- ,-7 C/-:-7'
>#0 ;-$1020 2-07D- %- 7!7/0:% 0 A -$!"!1%,% ,%7 ;-$<%7 ,0 !" #$%
&!!'(' E#%1,- 7#F:0/!,-7 % .0>#01%7 ,!7/912!%7 .$0+%3020 % !1/0$%<D,0 1%/#$0B% $0.#37!+%= /0$:- (σ/r)12 = $03%2!-1%,% G 7-F$0.-7!<D- ,0
-$F!/%!7 030/$H1!2-7 I.$!12@.!- ,0 0J23#7D- ,0 K%#3!L MNO'
P%F03% &'Q) K%$9:0/$-7 ,- .-/012!%3 ,0 4011%$,56-107 .%$% %3"#17
"%707 1-F$07' R0/!$%,- ,0 S7T2$-;/ U V0$:!1 M&&O'
W0
S$
X$
Y0
εI0ZL [=[[(Q [=[Q[\ [=[Q\[ [=[&[[
σ I]L
&=N\
(=\[
(=^_
(=`a
8F70$+%570 >#0 - .%$9:0/$- σ 2-$$07.-1,0 G ,!7/912!% 0: >#0 .-/012!%3 !1/0$:-302#3%$ A 1#3-= 01>#%1/- ε 2-$$07.-1,0 % .$-;#1,!5
,%,0 ,- .-<- ,0 .-/012!%3= -# 70b%= 70# +%3-$ :@1!:-' c7/0 :@1!:- ,0
.-/012!%3 A %/!1"!,- >#%1,- % 70.%$%<D- !1/0$:-302#3%$ A r = 21/6 σ'
E#%1,- #/!3!B%:-7 - .-/012!%3 ,0 4011%$,56-107 0: 7!:#3%<d07 A
T%F!/#%3 /$%F%3T%$ 2-: 7!7/0:%7 ,0 #1!,%,07 -1,0 ε = 1 0 σ = 1= /%3
7!7/0:% ,0 #1!,%,07 A 2-1T02!,- 2-:- #1!,%,07 $0,#B!,%7 -# #1!,%,07
Q(
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
! "!##$% &'(#!)* +$,) !-$./!) )(0%! 1#, $ !) %! 12, $) 3( !4 )!%
5,)-() #( !"#$%&' *
!"!#
$%&'()*+',- .- /-,+'(0)1 + 2-%%+34+5 .+ 6-'781()'(+
6(4( 5,)-( #$ )!78( $#-!%,(%9 $( :$.:1.$%4() ( 3(-!#:,$.9 :(4( 3(%
!;!43.(9 ( 3(-!#:,$. ! "!##$% &'(#!)9 !)-$0!.!:!4() 14 %$,( ! :(%-!
RC ! !)3%!2$4() $ ,#-!%$78( !#-%! <-(4() :1=$ )!3$%$78( > 4$,(% (1
,?1$. $( RC !)-$0!.!:, (* @)$% !))! $%-,AB:,( %! 12 :(#), !%$5!.4!#-!
( -!43( ! ),41.$78(9 14$ 5!2 C1! ( #D4!%( ! 3$%!) ! <-(4()
)!3$%$ () $ 14$ ,)-E#:,$ r :%!):! :(4 r2 FGH -(%#$# (&)! %$3, $4!#-!
14 ?%$# ! #D4!%(*
I#-%!-$#-(9 $( -%1#:$% ( 3(-!#:,$. :%,$&)! 14$ !):(#-,#1, $ ! #$
!#!%?,$ 3(-!#:,$. ( ),)-!4$9 )!43%! C1! $ ,)-E#:,$ !#-%! $) 1$) 3$%&
-B:1.$) 1.-%$3$))$ ( %$,( ! :(%-!* J K4 ! !5,-$% !))! 3%(0.!4$9 14$
3!C1!#$ 41 $#7$ #( 3(-!#:,$. > A!,-$9 ! 4( ( $ )1$5,2$% ( 3(-!#:,$.
#$ 4! , $ C1! r $3%(;,4$&)! ! Rc 9 !))$ A(%4$9 ( 3(-!#:,$. 5$, $ 2!%(
)1$5!4!#-! ! #8( :$, $0%13-$4!#-! L !):(#-,#1, $ !M*
)! r < Rc N
LO*PM
)! r ≥ Rc *
Q$%$ ( 3(-!#:,$. ! "!##$% &'(#!) () %$,() ! -%1#:$4!#-( 4$,)
1-,.,2$ () )8( !4 -(%#( ! 2, 5σ $ 3, 2σ *
R1$#-, $ !) AB),:$) )8( $A!-$ $) 3!.$ 1-,.,2$78( ( 3(-!#:,$. -%1#&
:$ (9 3(,) $ 3$%-! :(%%!)3(# !#-! $( .(#?( $.:$#:! > 3!% , $* Q$%$ 14
),)-!4$ ! 5<%,$) 3$%-B:1.$) ! :(4 :(# ,7S!) 3!%,T ,:$) ! :(#-(%#( $(
.(#?( ! :$ $ ,%!78(9 > :(414 $ $ ,78( ! 14$ :(#)-$#-! $K4 ! :(%&
%,?,% -$,) C1$#-, $ !)* Q$%$ ( 3(-!#:,$. ! "!##$% &'(#!)9 $ :(%%!78(
! .(#?( $.:$#:! 3$%$ !#!%?,$ ! 3%!))8( FGH >U
V (r) =
φLJ (r) − φLJ (Rc ),
0,
∗
ELRC
= (8/9)πN ρ∗ Rc∗−9 − (8/3)πN ρ∗ Rc∗−3
LO*VWM
LO*VVM
X$ !C1$78( $:,4$ ρ %!3%!)!#-$ $ !#), $ ! ( ),)-!4$9 Rc ( %$,( !
:(%-! ! ( )B40(.( ∗ ,# ,:$ $ 1-,.,2$78( () 3$%E4!-%() :(4 1#, $ !)
%! 12, $) FYH*
∗
PLRC
= (32/9)πρ∗2 Rc∗−9 − (16/3)πρ∗ Rc∗−3
!"#$%&"#' (!%%'()*!" + ,-.
VZ
!"! #$%&'()(&*% +, -*+./*0, /#1&021,'
!" #$%&'()(&*% +, -*+./*0, 123&043,'
! "#! $%&'! #"#!() % '*+%,% ,! -. &/!(01! #'! !'%"+&!2/' /"+!3
+4"+05! ,/ #' "0"+/'! 6% !" #$% '05&%5!67605% 8 9:;< % /6+!6+%)
/=0"+/' ,0$/&/6+/" $%&'!" ,/ $!1/& #'! !'%"+&!2/' /' %#+&%" !" #&
$% " ! >!&+0& ,/ '%,0?5!@A/" 6! >&B>&0! ,06C'05! ,% "0"+/'!< -/""!
$%&'!) %#+&! ,/?60@D% !+&0E#4,! ! -. &/5%&&/ F '/5C605! /"+!+4"+05!)
%6,/ !" G#!6+0,!,/" $4"05!" "D% &/>&/"/6+!,!" >%& '*,0!" ,0"+&0E#4,!"
,/ !5%&,% 5%' #' !(2#' !" #$% ) %# !06,!) +&!+!3"/ ,/ #'! $%&'!
,/ %E+/& 5%6?2#&!@A/" ,0"+&0E#4,!" ,/ !5%&,% 5%' !(2#'! $#6@D% ,/
,0"+&0E#0@D% /"+!+4"+05! HIJ<
! -.) ! >!&+0& ,% 5%'>%&+!'/6+% ,06C'05% '05&%"5B>05% * >%""43
K/( %E+/& !" >&%>&0/,!,/" '!5&%"5B>05!" %E"/&KLK/0" ,/ #' "0"+/'! ,/
'#0+!" >!&+45#(!" 8"#?50/6+/'/6+/ 2&!6,/; 5%' ! !>(05!@D% ,! '/5C3
605! /"+!+4"+05!< M(2#'!" 2&!6,/1!" 06"+!6+C6/!" "D% $!50('/6+/ %E+0,!"
K0! -.) +!0" 5%'% !" /6/&20!" 8>%+/650!() 506*+05! / +%+!(;) >&/""D% /
+/'>/&!+#&!<
M /6/&20! >%+/650!( U +%+!( 06"+!6+C6/! ,% "0"+/'! * !""%50!,! 5%'
! 5%6?2#&!@D% /">!50!( ,!" >!&+45#(!" 6#' ,!,% '%'/6+% !% /=/&5/&/'
$%&@!" #'!" "%E&/ !" %#+&!")
U=
N
−1
X
N
X
8N<ON;
φ(rij ),
i=1 j=i+1
%6,/ % "%'!+B&0% * $/0+% !%" >!&/" ,/ >!&+45#(!" / rij = |ri − rj |<
PL ! /6/&20! 506*+05! K 06"+!6+C6/! +%+!( * ,/?60,! 5%'% % "%'!+B3
&0% ,! /6/&20! 506*+05! ,!" N >!&+45#(!" G#/ 5%6"+0+#/' % "0"+/'! 6#'
,!,% '%'/6+%) 0"+% *
N
K=
1X
mi vi2 .
2 i=1
8N<OQ;
M >&/""D% * ,/?60,! /' +/&'%" ,! /=>&/""D% ,% K0&0!()
1
P V = N kB T −
d
*N
X
i=1
ri .Fi
+
,
SL ! +/'>/&!+#&! 06"+!6+C6/! ,% "0"+/'! * ,/?60,! >/(%
,-./*)'.01( + ! )2.* HNRJ) +!( G#/
OT
8N<OR;
' () #* +*
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
T =
&'(
d
2K
dN kB
!"#$%
)*+,' - ,.(*+).'+-/.,-,* ,' ).)0*(- +-) *12-34*) -&.(-"
,*6+.37' ,- *89:*))7' ,' ;.:.-/ *+&'+0:-<)* +'
!"#$%&' ("
5
=) '>)*:;?;*.) @A).&') ,* 2( ).)0*(- )7' :*9:*)*+0-,') ,* -&':,'
&'( - (*&B+.&- *)0-0A)0.&-C 9': (D,.-) ,.)0:.>2A,-) ,* -&':,' &'( 2(
'#)'*+,' EFG" H':0-+0'C )*+,' A(t) ' ;-/': .+)0-+0B+*' ,* 2(- I:-+,*J*)0-0A)0.&- 12-/12*:C D :-J'?;*/ -))2(.: 12* - 9:'9:.*,-,* '>)*:;?;*/
Aobs
D ' ;-/': (D,.' 12*
A(t)
-))2(.2 -' /'+I' ,- ).(2/-37' * 9',*
)*: '>0.,' -0:-;D) ,- :*/-37'K
Aobs = hAitempo =
'+,*
t
NT
1 X
A(t)
NT t=1
D 0*(9' ,* &-,- 9-))' ,- ).(2/-37' *
NT
!"#L%
D ' +M(*:' ,* 9-))')
12* &'+)0.02*( ' 0*(9' 0'0-/ ,- ).(2/-37'" 5 *12-37' -&.(- *)0->*<
/*&* 12* ' 0*(9' 0'0-/ ,- ).(2/-37' ,*;* )*: (2.0' (-.': 12* ' 0*(9'
,* :*/-8-37' ,- I:-+,*J- *)0-0A)0.&- -+-/.)-,-" N-,- I:-+,*J- 9'))2.
0*(9' ,* :*/-8-37' 9:O9:.' * 12-+,' 9:O8.(' - 0:-+).34*) ,* @-)* 0*+,P+&.- ,' ).)0*(- D /*;-: 2( 0*(9' (-.': 9-:- :*/-8-:" N'+).,*:-:
*))* -)9*&0' +' 0*(9' 0'0-/ ,- ).(2/-37' -6( ,* '>0*: &'::*0-(*+0*
- I:-+,*J- *)0-0A)0.&- D *))*+&.-/ EQG"
R*)0* (',' D 9'))A;*/ &-:-&0*:.J-: -) 9:'9:.*,-,*) ,* 2( ).)0*(&'(9/*0-(*+0*C 9-:0.+,' ,* ,*0-/S*) (.&:')&O9.&') ,* &-,- 9-:0A&2/-0:-;D) ,- RTC '2 *( +A;*/ (-&:')&O9.&' - 9-:0.: ,- T*&B+.&- U)0-<
0A)0.&-"
!"
!"#$%&# !"#"$!"%&'
!"#$% &'(% )'*'&&+$,# %-')%& % -#&,./#0 % 1'2#*,3%3'0 ' % 4#$!% 3'
,)5'$%./# 3' *%3% -%$56*72% -%$% 3'&*$'1'$ -'$4',5%!')5' &7% 5$%('58$,%0
'9,&5'! %,)3% 7! *#)(7)5# 3' *#):;7$%.<'& 3# &,&5'!% =7' &' 5#$)%
)'*'&&+$,# -%$% %)+2,&' 3' *'$5%& -$#-$,'3%3'&> ?#$ '9'!-2#0 =7%)3#
7!% 3%& 1%$,+1',& %)%2,&%3% @ # 5$%"%2A# $'%2,B%3# -'2# &,&5'!%0 @ ,!C
-#$5%)5' =7' %& *#):;7$%.<'& ,),*,%,& -'$!,5%! =7' # 1#27!' 3% *@272%
3' &,!72%./# 1%$,'0 *%&# %# *#)5$+$,#0 )/# &'$+ -#&&61'2 %)%2,&%$ % 1%C
$,+1'2 3'&'(%3%>
DE
!"!
!" #$%
#$%&%'$%()*
&'()*+ ,- ./-.(/( ( ,01'2(34+ 5 )-6-,,7/0+ -,8(9-2-6-/ (, :(/07;
:-0, *+ ,0,8-1( <'- .-/1()-6-/4+ 6+),8()8-, - (, <'- .+*-/4+ (28-/(/
*'/()8- + 8-1.+ *- ,01'2(34+= *- (6+/*+ 6+1 (<'02+ <'- *-,->(,,- -,;
8'*(/? @0,8-1 6+)>')8+, *- 6+)AB'/(3C-, >7 ./5;-,8(9-2-60*(, *- ./+;
./0-*(*-, <'- ,-/4+ 1()80*(, 6+),8()8-, - <'- /-./-,-)8(1 + -,8(*+
*+ ,0,8-1(=+, !" #$% " DEF?
G -,.-60A6(34+ *+ :(2+/ (8'(2 *+, .(/H1-8/+, != I= *-A)- +
1(6/+-,8(*+ *- '1 *-8-/10)(*+ ,0,8-1(? 1 '1 )J:-2 1+2-6'2(/= )+
-)8()8+= '1 B/()*- )K1-/+ *- .+,,09020*(*-, -@0,8- .+0,= -1 B-/(2=
L(:-/7 :7/0+, *0M-/-)8-, 6(10)L+, -1 <'- + 1(6/+-,8(*+ N!= I= O
.+*- ,-/ +980*+? P(*( '1 *-,,-, N*0M-/-)8-,O 6(10)L+, -,.-60A6( '1
106/+-,8(*+= *- '1 ,0,8-1(? Q-,,( M+/1( .+*-1+, *-A)0/ -),-1926+1+ ( 6+2-34+ *- 106/+-,8(*+, (6-,,J:-0, (+ ,0,8-1( DRSF?
T, !" #$% , 1(0, 6+1'), ,4+U + #&'()'*!+!&') N!I O= 8/(8(;
,- *- '1 6+)>')8+ *- 6+)AB'/(3C-, +)*- + )K1-/+ *- .(/8J6'2(, N =
+ :+2'1- V - ( -)-/B0( 8+8(2 E *+ ,0,8-1( ,4+ 1()80*(, 6+),8()8-,
*'/()8- ( (1+,8/(B-1 -,8(8J,806( N,01'2(34+OV >7 + !" #$% '*!+!&')
N!IWO 6(/(68-/0X(;,- .+/ 1()8-/ 6+),8()8- + )K1-/+ *- .(/8J6'2(, N =
:+2'1- V - ( 8-1.-/(8'/( T V + &")$,(&')-&")./(#&') N!YWO 1()8Z1
6+),8()8- + )K1-/+ *- .(/8J6'2(, N = ./-,,4+ P - 8-1.-/(8'/( T - +
!" #$% 0(*!1-'*!+!&') NµIWO 6'>( A)(20*(*- 5 1()8-/ + .+8-)60(2
<'J106+ µ= 8-1.-/(8'/( T - :+2'1- V 6+),8()8-, DR[F?
!"!# $%&'()*+,( ( !"#$%&# -*+.+/0(
G, 6+)AB'/(3C-, *+ !" #$% 6()\)06+ N!IWO ,4+ '8020X(*(, .(/( *-,;
6/-:-/ '1 ,0,8-1( 2 <'- )4+ -,87 0,+2(*+= 1(, -1 6+)8(8+ 6+1 +'8/+
,0,8-1(= ( ./0)6J.0+ 6+1 1'08+ 1(0, B/(', *- 209-/*(*- *+ <'- -2-=
6+)L-60*+ 6+1+ /-,-/:(8]/0+ 85/106+ 23?
!+ ,0,8-1( 2 ,'(, .(/-*-, ,4+ 01.-/1-7:-0,= A@(, - *0(85/106(,
DR[F= *-,,- 1+*+ + )K1-/+ *- .(/8J6'2(, <'- + 6+1.C- 5 A@+= + :+2'16+),8()8- 1(, +6+//-1 8/+6(, *- 6(2+/ 6+1 + /-,-/:(8]/0+= 8(2 <'- ,'(
8-1.-/(8'/( 1()851;,- 0B'(2 ^ *+ /-,-/:(8]/0+?
T M+6+ *( ,01'2(34+ -1 '1 !" #$% 6()\)06+ -,87 )(, ./+./0-;
*(*-, *+ ,0,8-1( 2= '1 ,0,8-1( )4+ 6+),-/:(80:+? )8/-8()8+ :(2/-,,(28(/ <'- + ,0,8-1( -,8-)*0*+= 6+),808'J*+ .-2+ ,0,8-1( 2 - + /-;
,-/:(8]/0+ 23= 5 6+),-/:(80:+ - -)6+)8/(;,- )+ !" #$% 106/+6()\)06+?
Q-,,- 1+*+= 8+*( -)-/B0( .-/*0*( -1 2 5 (9,+/:0*( -1 23 - :06-;:-/,(=
-,,( 8/+6( *- -)-/B0( /-,'28( -1 _'8'(3C-, 85/106(, ,+9/- + ,0,8-1( 2=
`a
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
!. !,%+ , " + "/#$0"%, !,++*% '#%+ 1"#*+
!"#$%&#' ($ ( ()*'# +,-"
2 3%- "2#2 45678
9%1*"# 586: ;",&#+ 2
( "1%#+ ($" +%+$ '#
< 2 (+%2#2 2 !",-#-%3%2#2h 2 *'
i +%+$ '# +*-' $%2, #,
− kBET
&#(=(%&, > !",!,"&%,(#3 # exp
&,',
Zc =
"#$"%&'"
# ?*(@A, !#"$%@A, > 2 B(%2#
X
Er
exp −
kB T
dp
drexp −
r
!8
" + "/#$0"%,
C58DEF
,(2 # +,'# > +,-" ,+ +$#2,+ r 8 G* #%(2#. !#"# *' +%+$ '# 2
!#"$H&*3#+.
Z
Z
Zc =
"#$"%&'"
1
N!
E(r, p)
kB T
N
C58DIF
J#"# ,
&#(=(%&, $,2,+ ,+ /#3," + 2 ( "1%# +A, ! "'%$%2,+
#+ K*$*#@L + 2 ( "1%# +A, 2%? " ($ + 2 M ",8 < !",-#-%3%2#2 P (E)
N* , +%+$ '#
$ ()# ( "1%# ' *' ! N* (, %($ "/#3, ($" E
E + δE > +%'!3 +' ($ ,-$%2# #2%&%,(#(2, #+ !",-#-%3%2#2 + 2 $,2,+
,+ +$#2,+ &*O# ( "1%# " +%2 ( +$ %($ "/#3,. ,* + O#.
P (E) =
X
Pr
C58DPF
r
,(2 " > $#3 N* E < Er < E + δE 8 Q#+ 2 #&,"2, &,' , !,+$*3#2,
?*(2#' ($#3 2# +$#$H+$%&#. $,2,+ +$ + +$#2,+ +A, %1*#3' ($ !",/R/ %+
&#"#&$ "%M#2,+ ++ (&%#3' ($ ! 3, ' +', ?#$," S!,( (&%#3 e−E/kB T .
!,"$#($,. > !" &%+, #! (#+ '*3$%!3%&#" # !",-#-%3%2#2 2 (&,($"#"
DI
!"! #$%$&'()*+ ,' ,$-.%$/' %0#*/1#'2
! "! # $$
* ,/-& 0123
$%&#'$ ( )' *+! ,' Ω(E) #
P (E) = CΩ(E)exp
$%&#'$ * $$ -*% ,.&)' #
−E
kB T
415167
8 ! #-#& 9" ' $-$% !&
:;& !&-', 4 !<',& &-*#& !"-%' ! *', 9"
7= ' *+! ,' #
$%&#'$ Ω(E) > "!& ?"*@A' #
9" ;, $; ,&B
(-#&! *% 5 8 (, $ *@& #' ?&%', e−E/kB T ?&C # ;, $; , ,&(-#&! *% =
, $")%&*#' ! "! !DE-!' ' (,'#"%' # Ω(E)e−E/kB T 5
!
"
F-/",& 15GH I ( *#J*;-& #& ?"*@A' Ω(E)e−E/kB T ;'! E (&,& "! $-$B
% !& !&;,'$;K(-;'5
L"&*%' !&-', > !&-$ ,&(-#&! *% Ω(E) &"! *%& ;'! & M= !&-$
*N%-#' $% !DE-!' ! P (E) $ %',*&5 8 E(, $$A' 1516 > .D)-#&= *A'
-!(',%& 9"A' ( 9" *&
$ O&5
!" #$%$&'()*+ ,' -$./%$0' 123*043'5
P!&$ #&$ 9" $%Q $ !&-$ , ;',, *% $ > ' "$' # "!& ?',@& ;)D$$-;&= '"
$ O&= ' "$' #& ) - # R S%'* (&,& # $;, . , ' !'.-! *%' # D%'!'$=
9"&*#' $ $&< 9" $-$% !& ! *N. -$ &%T!-;'$ '< # ; ! &$ ) -$ #&
U ;V*-;& L"V*%-;& ! . C # ) -$ ;)D$$-;&$5
P! $-!() $ % $% # .&)-#&# #& &(,'E-!&@A' ;)D$$-;& > <&$ &#' *'
;'!(,-! *%' # '*#& %>,!-;' # W,'/)- = # :*-#' ;'!'=
XY
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
s
Λ=
%&'
M
2π 2 ~2
M kB T
!"!#$
T , -)'0)1,-21, +& (/(-)'," 3 ,01&4
Λ ≪ a> %&' a ()*+& , ()0,1,67& ':+/,
()*+& , ',((, ,-.'/%, )
5/',67& %89((/%, : ;2(-/<%9=)8 ()
)*-1) 9-&'&( =/?/*@&(" A*-1)-,*-& =,8) 1)((,8-,1 B2) )C)/-&( B2D*-/%&(
() -&1*,' /'0&1-,*-)( )' B2,8B2)1 (/(-)', &*+) , -)'0)1,-21,
T
:
(2<%/)*-)')*-) E,/5,> ) *)(()( %,(&( &( 1)(28-,+&( +, FG %89((/%, C,4
8@,'"
H2-1, 8/'/-,67& ,01)()*-,+, : & 1),8/('& +, (/'28,67& 0&1 FG"
3( C&16,( (7& 1)(0&*(9=)/( 0)8& '&=/')*-& +&( 9-&'&( 0,1-I%28,($ B2)
%&*(-/-2)' & (/(-)',> -,*-& *& (/(-)', CI(/%& 1),8 B2,*-& *& (/'28,+&>
+)((, C&1', 2', (/'28,67& ()19 1),8I(-/%,> &2 ();,> /'/-,19 & %&'0&1-,4
')*-& +& (/(-)', 1),8> ,0)*,( *&( %,(&( )' B2) ,( C&16,( /*-)1,-.'/%,(
(7& (/'/8,1)( ,( B2) &( 9-&'&( 1),/( )50)1/')*-,1/,' B2,*+& +/(0&(-&(
*, ')(', %&*<J21,67&"
K&'& =/'&( *, ()67& !"#> C&16,( (7& 2(2,8')*-) &E-/+,( %&'& J1,4
+/)*-) +) 2', C2*67& 0&-)*%/,8> B2) +)0)*+) )5%82(/=,')*-) +, 0&(/67&
+,( 0,1-I%28,(" F)((, C&1',> & 1),8/('& +) 2', (/'28,67& +)0)*+)19 +&
0&-)*%/,8 )(%&8@/+& ) +) (2, @,E/8/+,+) +) 1)01&+2?/1 & %&'0&1-,')*-&
+& (/(-)', (&E ,( %&*+/6L)( /'0&(-,( *, (/'28,67&"
M', 8/'/-,67& /*-)1)((,*-) )(-9 1)8,%/&*,+, %&' & -)'0& ) & -,4
',*@& +, %:828, +) (/'28,67&> B2,*+& '2/-&( 9-&'&( )(-7& 01)()*-)(
*, (/'28,67&> )(-,( 8/'/-,6L)( 0&+)' () -&1*,1 /'0&1-,*-)(" N,1, 2',
E&, (/'28,67& : *)%)((91/& B2) ()2 -)'0& -&-,8 ();, '2/-& ',/&1 B2)
& -)'0& +) 1)8,5,67& +, B2,*-/+,+) )' B2) () )(-9 /*-)1)((,+&" O,8)
1)((,8-,1 B2) +/C)1)*-)( B2,*-/+,+)( -P' -)'0&( +) 1)8,5,67& +/C)1)*-)(
) B2) (/(-)',( -)*+)' , <%,1 ',/( 8)*-&( B2,*+& 01Q5/'&( , -1,*(/67&
+) C,()> ) ,/*+, *7& : /*%&'2' %,(&( )' B2) 01&01/)+,+)( CI(/%,( -)4
*@,' 2' -)'0& +) 1)8,5,67& '2/-& ',/&1 B2) & -)'0& 1),8/?9=)8 +)
2', (/'28,67& RST"
N,1, B2) *7& @,;, 01&E8)',( %&' & -,',*@&> : *)%)((91/& %&'0,4
1,1 & -,',*@& +, %:828, +) (/'28,67& %&' & %&'01/')*-& +) %&11)8,67&
+, C2*67& )(0,%/,8 +) /*-)1)(()" U,( 01&5/'/+,+)( +, -1,*(/67& +) C,()
& %&'01/')*-& +) %&11)8,67& 0&+) ,2')*-,1 &2 ,-: ')('& +/=)1J/1> )
()2( 1)(28-,+&( *7& (7& %&*<9=)/( B2,*+& %&'0,1,+&( %&' & -,',*@&
+, %:828," N1&E8)',( +) -,',*@& 0&+)' ()1 C,%/8')*-) %&*-&1*,+&(
%&' 2' ':-&+& %&*@)%/+& %&'& V
!W
!"#$%!&$'"#$(& )# ('"'$*& +,
!"! #$%$&'()*+ ,' ,$-.%$/' %0#*/1#'2
!"# ! "#$ %&'()(*$ $+ ,-,.),/ #+, 0/&0/)$1,1$ 23()%, $ #*).)4,'1&
-5/),( %6.#.,( %&+ *,+,'7&( % 1)2$/$'*$( $ ,8#(*,'1& & /$(#.*,1& $+
($9#)1, %&+ , /$.,:;&
c
<=>==?
Ln
#(,'1& A0 ! c $ n %&+& 0,/@+$*/&( 1$ ,8#(*$>
A#*/, .)+)*,:;& 0&1$ $(*,/ ,((&%),1, ,& #(& 1$ ,.9&/)*+&( 1$ )'B
*$9/,:;& '& *$+0&! 0&)( $(*$( (;& C,($,1&( $+ +6*&1&( 1$ 1)2$/$':,(
D')*,(! "#$ %&'()(*$ $+ 1)(%/$*)4,/ & *$+0& 1$ *,. 2&/+, "#$ & )'*$/-,.&
∆t %&'()1$/,1& ($8, +#)*& +$'&/ 1& "#$ & *$+0& *&*,. 1, ()+#.,:;&>
E(($( +6*&1&( (;& ,0/&F)+,1&( $ 0&((#$+ $//&( ,((&%),1&( , $.$( GHI>
A( +6*&1&( 1$ 1)2$/$':,( D')*,( (;& 9$/,.+$'*$ C,($,1&( ', $F0,'B
(;& 1, (6/)$ J,K.&/ */#'%,1, $+ ,.9#+ *$/+&! 9$/,'1& ,(()+ #+ $//&
,((&%),1& , $(($ */#'%,+$'*&> E(*$ $//& ';& 1$0$'1$ 1, )+0.$+$'*,B
:;&! ($'1& )'*/3'($%& ,& ,.9&/)*+&! 0&1$ ($/ /$1#4)1&! $+C&/, '#'%,
$-)*,1&! 1)+)'#)'1& ∆* GHI> A#*/, 2&/+, 1$ $//& 6 %&'7$%)1, %&+& $//&(
1$ ,//$1&'1,+$'*&(! 0/&-$')$'*$ 1& 'L+$/& D')*& 1$ 139)*&( #*).)4,1&(
', ,/)*+6*)%, %&+0#*,%)&',.>
A(L) = A0 +
!"#$%&#' #' ()!*' &+,-./ 01+&() /&%) /2"-&+,03
=M
!"#$%&' () *+,-.+ ! .'&/ %&!0 &122+ !
!"#$%&' (
!"#$# $% &#'!()##*%+
!""! #$%&'()*+ $%,!"!-'$,!.*" $ /0-1.0#$ /! *"2+ %,*%*"'$ !. 3456+
/!.*-"',$-/* 7(! "($ 8*,.()$9:* %,*/(; #*-<=(,$9>!" -* !" #$%
#$-?-0#*@ A. "!=(0/$+ .*"',$,!.*" $" $)'!,$9>!" 8!0'$" %*, B**C!, D"
!7($9>!" /! .*C0.!-'* /! *"2 '*,-$-/*E$ (.$ /0-1.0#$ /! %$""* /!
'!.%* <F*@
!" #$%&'$() *+ ,-./
*"2 %,*%?" (. .2'*/* 7(! ,!$)0;$ (.$ $.*"',$=!. /$" #*-<=(,$E
9>!" -* #$-?-0#* /! (. "0"'!.$ /0,!'$.!-'! $ %$,'0, /$" !7($9>!" /!
.*C0.!-'*@ $ "($ %,*%*"'$+ !)! /!"#,!C!( (. "0"'!.$ !"'!-/0/* /$/*
%*, (. "0"'!.$ 8&"0#* /! N %$,'&#()$" #*. #**,/!-$/$" Q1 + Q2 + . . .+
QN !. (. /$/* C*)(.! <F* V ! %*'!-#0$) /! 0-'!,$9:* φ(Q) 7(! 0-E
'!,$=! #*. (. =,$( /! )0G!,/$/! !F',$ s $/0.!-"0*-$) 7(! $'($ #*.*
(. ,!"!,C$'H,0* /! #$)*,@ I 0-'!,$9:* !-',! * "0"'!.$ ! * ,!"!,C$'HE
,0* 2 /$/* %*, (. !"#$)$.!-'* /$" C!)*#0/$/!" /$" %$,'&#()$"+ *( "!J$
vi = sQ̇i #*. vi 2 #*-"0/!,$/* $ C!)*#0/$/! ,!$) /$ %$,'&#()$@ I K$E
=,$-=!$-$ /* "0"'!.$ !"'!-/0/*+ #*.%*"'* %!)$" N %$,'&#()$" .$0" *
=,$( /! )0G!,/$/! s+ 2 !"#,0'$ #*.*+
X mi
M 2
L6@3M
s2 Q̇2i − φ(Q) +
ṡ − (dN + 1)kB T ln s
L=
2
2
i
*-/! dN + 1 #*,,!"%*-/! $* -N.!,* /! =,$(" /! )0G!,/$/! /* "0"'!.$
!"'!-/0/*+ #*. d "!-/* $ /0.!-"0*-$)0/$/! ! N * -N.!,* /! %$,'&#()$"
O6
!"#$%&' () *+$',' ,- .'/+01''2-3
! "#"$%&'( kB ) ' *!+"$'+$% % ,!-$.&'++( T ' $%&/%0'$10' +' 21'! "#"$%&' %3% %+$0'0 %& %21#-450#! *!& ! 0%"%03'$60#! /'0' 0%'-#.'0 '
'&!"$0'7%& +! !" #$% *'+8+#*!9 : /'0;&%$0! M $%& 1+# ' % %
(energia).(tempo)2 % %$%0&#+' ' %"*'-' % $%&/! ' <1$1'=>! ' $%&?
/%0'$10'9 @ %"*!-A' % 1&' %+%07#' /!$%+*#'- ! $#/! (dN + 1)kB T ln s
/'0' ! 0%"%03'$60#! /!""#5#-#$' 21% '" &) #'" ! %+"%&5-% *'+8+#*! "%?
B'& 0%*1/%0' '" % ! $%0&! M ṡ2 /2 /!""#5#-#$' ' *!+"$01=>! % 1&'
%21'=>! #+;&#*' /'0' ! 0%"%03'$60#! CDEF9
@" %21'=G%" ! &!3#&%+$! /'0' ! "#"$%&' % 0%"%03'$60#! ">! %0#?
3' '" '" %21'=G%" % H1-%0?I'70'+7%(
Q̇i = Pi /(mi s2 )
Ṗi = −
∂φ
∂ Q̇i
JE9KL
ṡ = Ps /M
P˙s =
X
i
Pi 2 /(mi s3 ) − (dN + 1)kB T /s.
@" %21'=G%" % &!3#&%+$! % M!") ">! "1'3%"( %$%0&#+4"$#*'" % %
$%&/! 0%3%0"43%- CNF9 Pi *!00%"/!+ % '! &!&%+$! ' /'0$4*1-' %& Qi (
%+21'+$! Ps *!00%"/!+ % '! &!&%+$! ! 70'1 % -#5%0 ' % %O$0' s9
@" 21'+$# ' %" *!+"%03' '" ! "#"$%&' %"$%+ # ! ">! ' P'&#-$!+#?
'+'
X P2
Ps2
i
H=
+
φ(Q)
+
JE9EL
+ (dN + 1)kB T ln s,
2
i
2mi s
2M
! &!&%+$! $!$'-
P=
X
Pi =
i
% &!&%+$! '+71-'0 $!$'M=
X
i
X
(mi s2 Q̇),
JE9QL
X
Qi × (mi s2 Q̇i ).
JE9RL
i
Qi × Pi =
i
M!") *!+"# %0!1 21% /'0' !5$%0 '" 21'+$# ' %" #+;&#*'"( ' 3'0#S3%-
s /! % "%0 #+$%0/0%$' ' *!&! %"*'-'&%+$! /'0' ! /'""! % $%&/! ∆t
+'" "#&1-'=G%"9 : /'""! % $%&/! 0%'- ∆t′ ) !5$# ! /!0 ∆t′ = ∆t/s(
/!0$'+$! ! *!&/0#&%+$! ! /'""! % $%&/! +' #+;&#*' % M!") )
3'0#S3%- CDEF9
KQ
!"! #$%&'$() #* %+,-
!"!"
#$%&'()*+,&( -+./- 0 12.030 3- 4052 - 0
#$%&'$ 6(+7+&,0
!"
!"#$%& '()*+$%& Z '()( N '()*,-".(/ +01#*+-(/ 2 &3*+0( '4.( +#*45
6)($%& 0( !"#$%& 04 0+/*)+3"+$%& ρ(Q1 , Q2 ...) /&3)4 *&0& & 4/'($& 04
!(/47
8 /+/*49( 4/*4#0+0& -&9'&/*& '4.& /+/*49( !,/+-& 04 +#*4)4//4 4 & )45
/4):(*;)+& ')&0"< -&#=6")($>4/ #& !" #$% 9+-)&-(#?#+-& -&9 dN +1
6)("/ 04 .+34)0(04@ 4 ( !"#$%& 04 0+/*)+3"+$%& ρ(P, Q, Ps , s) 2 4A')4/5
/(0( -&9& δ(H − E)@ 49 B"4 δ )4')4/4#*( ( !"#$%& 04.*( 04 C+)(-7
D&)*(#*&@ /4#0& dP = dP1 dP2 ...dPN 4 dQ = dQ1 dQ2 ...dQN @ (
!"#$%& '()*+$%& 0& /+/*49( 4/*4#0+0& '&04 /4) 4/-)+*( -&9&@
Z
Z=
Z
dPs
ds
Z
dP
Z
dQ
δ(H − E).
EF7GH
I4#0& & J(9+.*&#+(#& 0& /+/*49( 4/*4#0+0& 2 04=#+0& '&) F7F
!"#$%& '()*+$%& 0& /+/*49( 4/*4#0+0& (0B"+)4 ( !&)9(@
Z=
Z
dPs
Z
ds
Z
dP
Z
dQδ
"
X Pi 2
+ φ(Q)+
2mi s2
i
Ps 2
+ (dN + 1)kB T ln s − E .
+
2M
EF7KH
L!4*"(5/4 0"(/ *)&-(/ 04 :()+M:4+/@ 04 9&0& B"4 P′i = Pi /s 4
@ 04//( !&)9( & 4.494#*& 04 :&."94 dPdQ (//"94 ( !&)9(
dP dQ′ 7 D&)*(#*&@
Q′i = Q
dN
′
s
Z=
Z
dPs
Z
dQ
′
Z
′
dP
Z
ds s
dN
δ
"
X P′ 2
i
+ φ(Q′ )+
2m
i
i
Ps 2
+ (dN + 1)kB T ln s − E .
+
2M
EF7NH
O/(#0& ( )4.($%& 04 4B"+:(.1#-+( '()( ( !"#$%& 04.*( 04 C+)(-7
& <4)& 0( !"#$%& f (s)7 I4#0&
δ[f (s)] = δ[s − s0 ]/f ′ (s0 )@ -&9 s0 /4#0&
f (s) '()( & #&//& /+/*49( 04=#+0& -&9&
f (s) =
X P′ 2
Ps 2
i
+ φ(Q′ ) +
+ (dN + 1)kB T ln s − E.
2mi
2M
i
QR
EF7PH
!"#$%&' () *+$',' ,- .'/+01''2-3
!"#$ !%&'#(
s0 = exp
(
−1
(dN + 1)kB T
"
X P′ 2
Ps 2
i
−E
+ φ(Q′ ) +
2mi
2M
i
f ′ (s0 ) =
#)
(dN + 1)kB T
s
,
)*+,-.
/! "0%!120 34! 0 !3405'# *+6( 70$$0 0 $!2 !$821&0 8#"#
Z=
Z
dPs
Z
dQ
′
"
Z
× δ s − exp
′
dP
(
Z
sdN +1
×
(dN + 1)kB T
X P′ 2
−1
Ps 2
+ φ(Q ) +
−E
2mi
2M
i
(dN + 1)kB T
i
′
!)#
ds.
)*+,,.
9&1:1;0%<# 0 72#721!<0<! <0 <!:&0 δ[s − s0 ]f (s)ds = f (s0 )( 8#"
f (s) = sdN +1 ! f (s0 ) = s0 dN +1 ( &!2!"#$
R
Z=
Z
dPs
Z
dQ′
"
Z
× exp
(
dP′
1
×
(dN + 1)kB T
X P′ 2
Ps 2
i
+ φ(Q′ ) +
−E
2mi
2M
i
−1
(dN + 1)kB T
!)#dN +1
)*+,=.
P
>#%$1<!20%<# H0 (P′ , Q′ ) = i P′i 2 /2mi + φ(Q′ )( 0 ?4%5'# 702&15'#
7#<! $!2 !$821&0 8#"#
Z=
1
E
exp
×
(dN + 1)kB T
kB T
Z
Z
Z
−Ps 2
× exp
dPs dQ′ dP′
2M kB T
exp
−H0 (P′ , Q′ )
kB T
.
)*+,*.
@!%<# Zc = dQ dP′ exp[−H0 (P′ , Q′ )/kB T ] 0 ?4%5'# 702&15'#
<# $1$&!"0 %# 80%A%18# ! 2!$#:B!%<# 0 1%&!C20: !" Ps #D&!"#$
R
Z=
R
′
1
(dN + 1)
2πM
kB T
1/2
=F
exp
E
kB T
Zc
)*+,E.
.
!"! #$%&'$() #* %+,-./++0*1
!""# $%&'#( )!'%" *+! # $+,-.% /#&01-.% 2% "1"0!'# !"0!,212% 3
/&%/%&41%,#5 # $+,-.% /#&01-.% 2% "1"0!'# ,% !" #$% 4#,6,14%7 8'#
)!9 *+! #" '321#" 2% "1"0!'# 2!/!,2!' 2# $+,-.% /#&01-.%( %:"!&)#'%"
*+! /!5#" '321#" #'%"0&#2#" 2% "1"0!'# !"0!,212% ,% '14&%4#,6,14% 3
/%"";)!5 &!#519#& +'# #'%"0&#<!' 2% "1"0!'# ,% 4#,6,14%7
!" #$%&'$() *+ ,-./01--2+3
= +"% 2% "1"0!'# !"0!,212% 4%' +' 0!'/% 2! !"4#5# )#&1>)!5 ,.% 3
1,0+101)% ! # #'%"0&#<!' 2! +'# 0&#?!0@&1# 4+?% /#""% 2! 0!'/% 3
2!"1<+#5 3 +' 0#,0% 1'/&#014>)!5 /#&# 1,)!"01<#& #" /&%/&1!2#2!" 21,AB
'14#" 2! +' "1"0!'# CDE7 F%'% '%"0&#2% /%& G%"3 CHIE ! J%%)!& CHKE(
% #4%/5#'!,0% 2! !*+#-L!" 2! /&1'!1&# %&2!' 0%'# +'# $%&'# '#1"
"1'/5!" "! % 0!'/% 2! !"4#5# 3 &!2+912% /%& s( #""1' dt = dts 7 = <&+/%
2! !*+#-L!" MI7NO /%2!' "!& !P/&!""#" 4%'% 2!&1)#2#" 2% ,%)% 0!'/%(
1,0&%2+91,2% #""1' +'# )!&".% 51)&! 2% !"4#5#'!,0% 2% 0!'/%7
′
Q̇i = Pi /ms
∂φ
= sF(Qi )
Ṗi = −s
∂Qi
ṡ = sPs /M
X
P˙s =
P2i /(ms2 ) − (dN + 1)kB T.
MI7HQO
i
8' #,% #/@" # /+:514#-.% 2! G%"3( J%%)!& CHKE /&%/6" +'# #2#/B
0#-.% #" !*+#-L!" 2! '%)1'!,0% 2! G%"3 /#&# % !" #$% 4#,6,14%7
R )#&1>)!5 s /%2! "!& !51'1,#2# 2#" !*+#-L!" MI7HQO &!!"4&!)!,2% #"
!*+#-L!" 2! !)%5+-.% 2#" 4%%&2!,#2#" "!<+,2% # "!<+1,0! 0&%4# 2! )#B
&1>)!1"S
qi = Qi ,
pi = mi q̇i = Pi /s,
d ln s
Ps
ξ=
=
.
dt
M
MI7HTO
R 21"0&1:+1-.% 2%" !"/#-%" 2! $#"! &!"+50#,0!" 2#" !*+#-L!" MI7HTO 3
4#,6,14#( ! 2! +'# '#,!1&# *+! !)10# % !"4#5#'!,0% 2% 0!'/%7 U!2!B
V,1'%" p = mq̇i ! "+:"010+;'%" (dN + 1) /%& dN ! %:0!'%"(
NW
!"#$%&' () *+$',' ,- .'/+01''2-3
ξ˙ =
P
q̇i = pi /mi
ṗi = F(qi ) − ξpi
i
p2i /mi − (dN )kB T
.
M
!"#$%
&'((' )*+* , -,)./0*1.,1, 23*2*(0, 2*3 -**4'3 ,+56.3' , 7*3),
H=
Z t
X p2
M ξ2
i
.
+ φ(q) + (dN )kB T
ξ(t′ )dt′ +
2mi
2
0
i
!"#8%
9:('34,;(' 56' 0,10* 2,3, ,( '56,<='( !">% +' ?*(@A 56,10* 2,3, ,(
'56,<='( !"#$% +' -**4'3A @ 1'B'((C3.* , 60./.D,<E* +' ,/F6) )@0*+* +'
.10'F3,<E* 16)@3.B, 2,3, (' *:0'3 , 2*(.<E* +,( 2,30GB6/,( ') 3'/,<E*
,* 0')2* +, (.)6/,<E*"
>8
!"#$%&' (
!"#$%&'( )%(*+,#"' ,%
&#,-*#"% &. /'!01)''2.(
!"#! $%&'#()*+ !"#(,%-!.*" * *"$/)%,*- 0%-.12/$* "(3.!#/,* %" ,/4
25./$%" ,! *"6 ! *"647**8!-+ %2%)/"%-!.*" %" #-%9!#:-/%" -!;()%-!"
&!-/:,/$%" ! <(%"! &!-/:,/$%" &%-% ,/=!-!2#!" $*2,/>?!" /2/$/%/"@ A.
"!;(/,%+ %2%)/"%-!.*" * !--* 2(.6-/$* ! % $*2"!-8%>B* ,% !2!-;/% &%-%
$%,% (.% ,%" ,/25./$%"@ C*- D)#/.*+ %$-!"$!2#%-!.*" .%/" (. ;-%(
,! )/3!-,%,! %* -!"!-8%#:-/*+ % E. ,! #!"#%- % &-*&*"#% ,! F%-#G2%+
H)!/2 ! I($J!.%2 KFHIL $*20!$/,% $*.* $%,!/%" ,! #!-.*"#%#*" ,!
*"647**8!-+ *3#!2,* % ,/"#-/3(/>B* ,! .*.!2#*" 2!"#! $%"*@
!" #$%&'()*+ ,($ -&,./&%($ )0 1*$2 0 1*$23
4**50+
M .6#*,* ,! *"647**8!-NOP+ OQR =*/ *-/;/2%).!2#! $*2$!3/,* &%-% "/4
.()%- &-*&-/!,%,!" #!-.*,/25./$%" ,! "/"#!.%" ='"/$*" ,! .(/#%" &%-4
#'$()%" 2* !" #$% $%212/$*+ ,/-!#%.!2#! % &%-#/- ,! "(% ,/25./$%@
S! =*-.% % !2#!2,!- .%/" &-*=(2,%.!2#! %" /.&)/$%>?!" ,/25./$%" ,*
.6#*,*+ 6 !""!2$/%) !"#(,%- "(% %&)/$%>B* %* "/"#!.% &-*#:#/&* .%/"
"/.&)!" &*""'8!)T * *"$/)%,*- 0%-.12/$* !. (.% ,/.!2"B* NUVR@
M 0%./)#*2/%2* ,* *"$/)%,*- 0%-.12/$* (2/,/.!2"/*2%) 2% ,/25./$%
UW
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63! "#$%& '#( m = k = 1& kB T = 1 ! (dN + 1) = dN & % !)*+ # '#(#&
HN =
P2
P2
Q2
+ α s + ln s.
+
2
2s
2
2
,-./0
1#234*3#& 324345$! ! 6( $+$3!(4 ! 76432# 842+98!+$ 3!(:#24+$ +* !5
:!* !*3!$; 4 '##2 !*4 4 Q& # (#(!*3# P & '##2 !*4 4 s ! # (#(!*3#
Ps . <=$!2845$! 76! α = 1/M . >4 4 6(4 !$$4$ 76432# 842+98!+$ #=!5
!'! 4 6(4 !764?@# +A!2!*'+4B ,:2+(!+24 #2 !(0 ! (#8+(!*3#& $@#
!B4$;
Q̇ = P/s2 ,
Ṗ = −Q,
,-.C0
ṡ = αPs
1 P2
˙
Ps =
−
1
.
s s2
D!!$'4B4* # # 3!(:# :!B4 842+98!B s& ! (# # 76! dtnovo = dtantigo /s&
4$ !764?E!$ ! (#8+(!*3# ! "#$% :424 # $+$3!(4 !( 76!$3@# 4 76+2!(
4 A#2(4&
Q̇ = P/s,
Ṗ = −sQ,
,-.F0
ṡ = sαPs
2
P
P˙s =
−
1
.
s2
G4H!* # 4 $!I6+*3! (6 4*?4 ! 842+98!B; q = Q& p = q̇ = P/s !
ξ = d ln s/dt = αPs & #=3!(#$ # J4(+B3#*+4*# ! "#$%5K##8!2&
p2
q2
H=
+
+
2
2
Z
t
ξ(t′ )dt′ +
0
ξ2
,
2α
,-.-0
#* ! 3!(#$ 32L$ 842+98!+$ 3!(:#24+$ +* !:!* !*3!$; 4 '##2 !*4 4
q & # (#(!*3# p ! # '#!)'+!*3! ! A2+'?@# ξ 76! #=! !'!( 4$ $!I6+*3!$
!764?E!$ ! (#8+(!*3#;
q̇ = p
FM
!"! #$%&'& '( )*%(+,-./& *0#$,)1-
ṗ = −q − ξp,
!"#$
ξ˙ = α(p2 − 1)
%&'()*( +,( '(
7-)812-9 '(
ξ>0
ξ <0
- -'./012-) .-34-)516'( .-3- ,3 -'./012-)
- -'./012-) .-34-)516'( .-3- ,3 -'./012-) 13-)5(6
./2-"
:1 4);</31 '(8=-9 14)('(>51)(3-' - 3?5-2- 2( />5(@)18=- >,3?6
)/.1 41)1 ('5,21) 10@,31' 5)1A(5;)/1' )(@,01)(' 2- -'./012-) B1)3C>/.>1' 2/>D3/.1' 2( :-'? ( :-'?6E--*()9 1''/3 .-3- -' .)/5?)/-' 41)1
('51&(0(.() ,3 41''-
∆t
12(+,12- 41)1 1 2/>D3/.1"
!" #$%&'& '( )*%(+,-./& 012$,34F1)1 ('5,21) - 3-*/3(>5- 2- -'./012-) B1)3C>/.- >1' 2/>D3/.1' 2(
:-'? ( :-'?6E--*()9 ,'1)(3-' - ('+,(31
!"#$%&'&!( !)"!*
.-3- 3?6
5-2- 2( />5(@)18=- >,3?)/.1" F-)51>5-9 5(3-' 1' '(@,/>5(' (+,18G(' 2(
3-*/3(>5-H
q(t + ∆t) = q(t) + q̇(t)∆t + [−q(t) − ξ(t)q̇(t)]
∆t2
2
∆t
∆t
= q̇(t) + [−q(t) − ξ(t)q̇(t)]
q̇ t +
2
2
∆t
∆t
= s(t) + s(t)ξ(t)
s t+
2
2
∆t
∆t
ξ t+
= ξ(t) + α[q̇ 2 (t) − 1]
2
2
∆t
∆t ∆t
∆t
+s t+
ξ t+
s(t + ∆t) = s t +
2
2
2
2
∆t
∆t
∆t
ξ(t + ∆t) = ξ t +
+ α q̇ 2 t +
−1
2
2
2
%
− q(t + ∆t) ∆t
q̇ t + ∆t
2
2
q̇(t + ∆t) =
1 + ξ(t + ∆t) ∆t
2
%&'()*( +,( .->'/2()1>2-
αPs 9
q = Q9 p = q̇ = P/s
(
!"I$
ξ = d ln s/dt =
4(0- 10@-)/53- 1./31 .->'(@,/3-' (*-0,/) 5-21' 1' *1)/J*(/' 2(
KL
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63!" # # $%&'!%( #) * + ,'!-.,/ ξ 0 / ,-#+/&#12-3 +/, !-$% , # .,/4
( # $- -&-,5% -&.,- / ,-#-,2 .6,%/ - / #%#.-! ) 7/,. &./8 $ # -9: ;<-#
(%! /"#-,2 4#- 9:- / /#(%3 $/, = ,!>&%(/ & # $%&'!%( # $- ?/#0 ?/#04@//2-, $-+-&$- $- :! + ,'!-.,/ #%!+3-#8 / + ,'!-.,/ $- (/4
+3 !-&./ α) A.-, &$/ &:!-,%( !-&.- # -9: ;<-# BC)DE $-.-,!%& 4#./$
-2/3:;F/ .-!+/, 3 $/ #%#.-! -! !" # # $%&'!%( #)
* 35/,%.!/ $- G-3/(%$ $-4G-,3-. .-! -,,/# $- .,:&( !-&./ + ,
+/#%;F/ - 2-3/(%$ $- $ /,$-! $- (∆t)2 - (∆t)4 8 ,-#+-(.%2 !-&.-) 7/,4
. &./8 0 &-(-##1,%/ -#(/3=-, $- ! &-%, $-9: $ / + ##/ ∆t $- H/,!
5 , &.%, 9:- -&-,5% ./. 3 +-,! &-; (/&#. &.- / 3/&5/ $- ./$ #%4
!:3 ;F/ $ $%&'!%( ) ?/ ., " 3=/ $- 7/#(= ! "#8 /# :./,-# :.%3%I , !
/ !0./$/ +,-$%(./,4(/,,-(./, $- @ !!%&5 $- /,$-! C (/! :! + ##/ $.-!+/ ∆t = 10−3 JKLM) N!"/# /# 35/,%.!/# /".O! +/#%;<-# - 2-3/(%4
$ $-# + ,.%, $ -P+ &#F/ $- Q R3/, -&.,-. &./8 / $% &'(!)%*+)%% (!)%
-P+ &$- #0,%- $- Q R3/, .0 /,$-! $- (∆t)5 JSM)
G%!/# +-3 # #%!:3 ;<-# ,- 3%I $ # 9:- :! + ##/ ∆t = 10−3 %!+3%(
&:! $%H-,-&; $- ! %# $- LTU -&.,- / 2 3/, $ @ !%3./&% & %&%(% 3
- /".%$ +6# 2P104 + ##/# $- .-!+/8 + , :! $/# ( #/# & 3%# $/#
& $%&'!%( $- ?/#04@//2-,) V1 + , ∆t = 10−4 8 2%!/# :! $%H-,-&;
+/:(/ ! %/, 9:- LU + , / ( #/ ! %# (,W.%(/ -&.,- /# -#.:$ $/#8 +6#
2P105 + ##/# $- .-!+/) ?/ X3.%!/ ( #/ + , ∆t = 10−5 8 2%!/# :!
$%#(,-+'&(% !W&%! -&.,- @ !%3./&% & %&%(% 3 (/!+ , $
Y& 3
+6# 2P106 + ##/# $- .-!+/8 -! ./,&/ $- T8LU) 7/,. &./8 + , #
., Z-.6,% # ,-5:3 ,-# 9: #- +-,%6$%( # B./,6%$-E :# !/# ∆t = 10−4 2P106 + ##/# $- .-!+/8 Z1 + , # ., Z-.6,% # ,-5:3 ,-# - +-,%6$%( #
:# !/# ∆t = 10−5 - 2P106 + ##/# $- .-!+/)
!" #$%&'() *+,
N %&.-5, ;F/ &:!0,%( $ # -9: ;<-# $- !/2%!-&./ $/ /#(%3 $/, = ,!>4
&%(/ & $%&'!%( $- ?/#04@//2-, $-.-,!%&
( $ %&.-,2 3/ $- .-!+/
∆t8 +/#%;F/ q(t) - !/!-&./ p(t) $/ /#(%3 $/, - :! 5, : $- 3%"-,$ $ξ(t) $/ ,-#-,2 .6,%/) [/5/8 ., Z-.6,% &/ -#+ ;/ $- H #- 0 .,%$%!-&4
#%/& 3) N .,%":%;F/ $- :! $-.-,!%& $/ 2 3/, + , q 8 p - ξ $-Y&- :!
+/&./ P (q, p, ξ) &/ -#+ ;/ $- H #-8 (/,,-#+/&$-&.- :! !%(,/-#. $/
$/ #%#.-! ) N !:$ &; $/# 2 3/,-# $- x8 p - ξ $:, &.- -2/3:;F/ $/
#%#.-! ,-#:3. -! /:.,/# +/&./# P (x′ , p′ , ξ ′ ) &/ -#+ ;/ $- H #- / 3/&5/
$- :! ., Z-.6,% $-.-,!%& $ +-3 $%&'!%( $-##- #%#.-! )
\K
!"! #$%&'() *+,
!"!#$%& $!#$'("() *)!+",&()- .&-%/'"+) $ -$!$-0&#1-")2 $% &%3&!
&! ("'4%"+&!5 $'+)'#-&6!$ ') !" #$% %"+-)+&'/'"+) $ )! .&%",#)'"6
&')! ($ 7)!8 H(Q, P, s, Ps ) $ 7)!869))0$- H(q, p, ξ)5 ':) ($;$'($%
$<;,"+"#&%$'#$ () #$%;) !$'()5 ($!!& =)-%&5 +)'!#&'#$ $ '>%$-"+&6
%$'#$ "?>&, & $'$-?"& #)#&, E () !"!#$%& $!#$'("()@ A!!& "?>&,(&($ 8
) B>$ ($C'$ >%& !>;$-=D+"$ ($ $'$-?"& ') $!;&E) ($ =&!$@
)!+",&()- .&-%/'"+) +,F!!"+) ') %"+-)+&'/'"+) ?$-& >%& $,";!$
+)%) #-&G$#1-"& ') $!;&E) ($ =&!$@ H>&'() !>3%$#"() & ("'4%"+& ($
7)!8 )> 7)!869))0$-5 & &("E:) () ?-&> ($ ,"3$-(&($ $<#-& %)("C+&
) $!;&E) ($ =&!$ () )!+",&()- .&-%/'"+) ($ (>&! ;&-& #-I! ("%$'!J$!@
K$!!$ %)() & $,";!$ 8 #-&'!=)-%&(& $% >% #)-1"($ LMN *L),%)?)-)06
M-'),(6N)!$-2 +)% #-&G$#1-"& -$?>,&- $ B>&!$ ;$-"1("+& *O"?@ P@Q2 ;&-&
;$B>$')! 0&,)-$! (& ;$-#>-3&E:) α@ ;&-4%$#-) ($ ;$-#>-3&E:) α
+)'#-),& ) R><) ($ $'$-?"& #-)+&() $'#-$ ) )!+",&()- $ ) -$!$-0&#1-")5
&#-"3>"'() >% 0&,)- %>"#) &,#) ;&-& α #-&G$#1-"&! +&1#"+&! ;)($% !$;-)(>S"(&! TUVW@
O"?>-& P@QX Y-&G$#1-"& () $!;&E) ($ =&!$ ?$-&(& ;$,& ("'4%"+& ($ *&2
7)!8 ;&-& α = 1 $ Q0 = 05 P0 = 25 s0 = 1 $ Ps0 = 0 $ *32 7)!869))0$;&-& α = 1 $ q0 = 05 p0 = 2 $ ξ0 = 1@
7& O"?@ P@U )3!$-0&%)! &! ;-)G$EJ$! 3"("%$'!")'&"! () $!;&E) ($
=&!$ (& O"?@ P@Q@ Z$,&! ;-)G$EJ$! 3"("%$'!")'&"!5 C+& 'D#"() B>$ $%
?$-&, &! #-&G$#1-"&! ()! $!;&E)! ($ =&!$ ;-)(>S"(&! ;$,&! ("'4%"+&! ($
7)!8 $ 7)!869))0$- !:) -$?>,&-$! $ B>&!$ ;$-"1("+&!@ M! #-&G$#1-"&!
;)($% !$- "'#$-;-$#&(&! +)%) )!+",&EJ$! $% #)-') ($ >%& #-&G$#1-"&
-$?>,&-5 ($ %)() !"%",&- & )!+",&()- !>G$"#) & >%& =)-E& $<#$-'&5 )-&
&%)-#$+"() )-& =)-E&()@
[[
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
!"#$% &'() *$+,-./-0 1!2!3-40!+4%!0 2%0 5$%,-56$!%0 2+0 -07%.+ 2- 8%0"-$%2% 7-9% 2!4:3!;% 2- <%= >+0?@ 7%$% α = 1 - Q0 = 0@ P0 = 2@ s0 = 1
- Ps0 - <1= >+0?AB++C-$@ 7%$% α = 1 - q0 = 0@ p0 = 2 - ξ0 = 0'
*%$% 2-5-$3!4%2+0 ;+4,#45+0 2- ;+4D"#$%./-0 !4!;!%!0@ 8+$%3 +1A
0-$C%2%0 5$%,-56$!%0 $-"#9%$-0 - 7-$!62!;%0 4+ -07%.+ 2- 8%0-' >% 0-.E+
0-"#!45- 0E+ %7$-0-45%2+0 0-!0 ;%0+0 2!05!45+0'
!
"#$%&'(#)$* +&,-.$#&* & /&#)(0)1$*
F +0;!9%2+$ G%$3H4!;+ 8+! 0#13-5!2+ % %31%0 %0 2!4:3!;%0 2- >+0? >+0?AB++C-$' I%$!%42+ %0 ;+42!./-0 !4!;!%!0 2+ 0!05-3%@ -3 0-!0 ;%0+0
2!05!45+0@ 8+! 7+00JC-9 +10-$C%$ +0 -07%.+0 2- 8%0- 7$+2#K!2+0 - ;%$%;5-A
$!K%$ % 2!4:3!;% 2+ +0;!9%2+$' L3 5+2+0 +0 ;%0+0@ + +0;!9%2+$ 7%$5- 2%0
0-"#!45-0 ;+42!./-0 !4!;!%!0 DM%0 7%$% 5+2+0 +0 ;%0+0) Q0 = 0 - s0 = 1
2- 3+2+ % -C!5%$ % 0!4"#9%$!2%2- 2+ 7+5-4;!%9 4% 2!4:3!;% 2- >+0? 5%31?3@ q0 = 0 - ξ0 = 0 4% 2!4:3!;% 2- >+0?AB++C-$' N-00% 8+$3%
5+2% % -4-$"!% !4!;!%9 2+ 0!05-3% ? -3 8+$3% 2- -4-$"!% ;!4?5!;%' F#
0-,%@ %7-4%0 +0 C%9+$-0 2+ 3+3-45+ !4!;!%9 p0 <+# P0 = - 2+ 7%$:3-A
5$+ α 2!8-$-3 -45$- +0 ;%0+0 %4%9!0%2+0' O-31$%42+ P#- + 7%$:3-5$+
α ;+$$-07+42- % 1/M @ P#- !42!;% % -0;%9% 2- 5-37+ 2%0 Q#5#%./-0 2-4-$"!%' N-00% 8+$3%@ +10-$C%3+0 P#- +0 2!8-$-45-0 C%9+$-0 2- 3+3-45+
R&
! ! "#$%&"'#($) #&*+,$#&) & -&#('.(/$)
! " #$ % &%
α
'() )' *%'+)!',-% ' +%$#' & .%*%!/%' /*# 0%/1* #' !) %'+#2)
&% .#'%3
4 56*# 7389 :*) 0%2;%' < & =%!' )!# ' &#' /*#0%/1* #' &)' %'+#2) &% .#'%
+*)&6> &) +#*# #' ")!& 2;%'
! " # '
p0 = P0 = 1, 55
%
α = 1
!#'
& !?= "#' &% @#A B)'C % @<AB)'CDE))-%* *%'+%"/ -#=%!/%3
B) +* =% *) "#') #!#$ '#&) .)*#= #/* <6F&)' )' -#$)*%' &%
1, 55
% &%
α = 13
B#' &6#' & !?= "#'G
#+%!#' %!%*5 # " !C/ "#G +) '
P0 = p0 =
! " #$=%!/% ) ' '/%=# +)''6
! " # %= '%6 -#$)* &% +)/%!" #$ !6$)G &%
=)&) H6% # -%$)" &#&%G % ")!'%H6%!/%=%!/% ) =)=%!/)G +)''6
=,I =)G %= /)*!) &%
1, 553
-#$)*
J) &%")**%* &# /*# 0%/1* # # %!%*5 # " !C/ "#
C "%& &#G &% =)&) H6% /*#!'")** &)' #+*)I =#&#=%!/%
1, 4I105
+#'')'
) ' '/%=# +#''# # /%* =)=%!/) !6$) % =,I =) &% +)/%!" #$G )6 '%0#G
6= -#$)* &%
q
=,I =) &% #+*)I =#&#=%!/%
1, 213
K .%*%!/%=%!/% &%
6= )'" $#&)* L#*=M! ") ' =+$%' @ ')$#&)AG !%= /)&# %!%*5 # " !C/ "#
/*#!'.)*=)6D'% %= %!%*5 # +)/%!" #$G ) H6% =)'/*# H6% # %!%*5 # &)
)'" $#&)* +)&% -#* #* *%"%<%!&) )6 "%&%!&) %!%*5 # +#*# ) *%'%*-#/1* )3
B) %!/#!/)G ) <# I) -#$)* &%
α
")=< !#&) # <# I# %!%*5 # " !C/ "#
! " #$G H6#!&) ")=+#*#&) #)' )6/*)' "#')'G .#> ")= H6% ) ' '/%=# %
) *%'%*-#/1* ) /*)H6%= 6=# <# I# H6#!/ &#&% &% %!%*5 # # "#&# +#'')
&% /%=+)G 5%*#!&) &%''# .)*=# 6= %'+#2) &% .#'% =6 /) ' = $#* #) &)
)'" $#&)* L#*=M! ") !) = "*)"#!M! ") @4 53 738A3
8N
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
! "#$%&"'#($! )#*+,-(+$! .*! &!)$/*! +& 0$!& !1* #&2,3$#&!4 5$!
.1* !1* 0&67$+$!4 *, !&%$4 * *!6(3$+*# 8(!("$ $)#*9(5$+$5&."& * 5&!5*
6*.%,."* +& )*."*! +& 0*#5$ )&#('+(6$: ;*!(/1* & 5*5&."*4 &5 $5<*!
*! 6$!*! =>*!? & >*!?@A**8&#B *!6(3$5 6*5 * 5&!5* )&#C*+*4 $32*
&5 "*#.* +& 5, 589105 )$!!*!: !!(54 +,#$."& $ !(5,3$/1*4 )*!(/1*
& 5*5&."* *!6(3$#$5 $)#*9(5$+$5&."& 3, 5 8&-&!: D )&#C*+* +& ξ
? $)#*9(5$+$5&."& 5&"$+& +* )&#C*+* +$ )*!(/1* *, +* 5*5&."*4
+& 5$.&(#$ E,& ξ *!6(3$ * +*<#* &5 #&3$/1* $ &3&!4 & +,#$."& "*+* *
"&5)* +& !(5,3$/1* *!6(3$ )*,6* 5$(! +& 7 8&-&!: F,$ $5)3(",+& 8$#($
+& −0, 5 $ 0, 5: G )*# 5&(* +$ 8$#(H8&3 ξ E,& * *!6(3$+*# !& 6*.&6"$
6*5 * #&!&#8$"'#(*4 $!!(54 E,$.+* ξ < 0 * *!6(3$+*# #&6&<& &.&#2($ +*
#&!&#8$"'#(*4 E,$.+* ξ > 0 *6*##& * (.8&#!*:
D !&2,.+* 6$!* )*!!,( 5*5&."* (.(6($3 +& p0 = P0 = 2, 25 & α = 10:
D )&#C*+* +& *!6(3$/1* +$! )*!(/I&! ? (2,$3 $* )&#C*+* +* 5*5&."*
&5 >*!?4 E,$."* &5 >*!?@A**8&#4 $)#*9(5$+$5&."& (2,$3 $ 3, 259105
)$!!*!: $"#(<,(/1* +& ,5 8$3*# 5$(*# )$#$ α4 &5 #&3$/1* $* 6$!*
$."&#(*#4 6*."#(<,( )$#$ * $,5&."* +$ $5)3(",+& +& ξ =J(2: K:KB:
)*!(/1* & *! 5*5&."*! *!6(3$5 )*,6* 5$(! +& 6 8&-&! +,#$."& * "&5)*
+& !(5,3$/1*4 $ 8$#(H8&3 ξ *!6(3$ ,5 )*,6* 5$(! E,& * +*<#* +(!!*:
J(2,#$ K:KL ;#*%&/I&! <(+(5&.!(*.$(! +$! "#$%&"'#($! +*! &!)$/* +& 0$!&
)#*+,-(+* )$#$ $! 6*.+(/I&! (.(6($(! p0 = P0 = 2, 25 & α = 10 .$!
+(.M5(6$! +& =$B >*!? & =<B >*!?@A**8&# #&!)&6"(8$5&."&:
NO
! ! "#$%&"'#($) #&*+,$#&) & -&#('.(/$)
!"#$"%#& $'(& $&)(%(!" "* '!#%+,%# &( -'.&#"( /" p0 = P0 = 3, 16
0'#' & *&*")!& %)%$%'. " /" α = 1001 2( 0#&3"45"( 0#&/,6%/'( )'
/%)7*%$' ."*+#'* '( 0#&/,6%/'( )&( 0#%*"%#&( /&%( $'(&( ')'.%('/&(8
"* "(0"$%'. & ("9,)/& :;%91 <1=>1 2 '*0.%!,/" /" &($%.'4?& 0'#' '
0&(%4?& @ 0"A,")'8 $&* ,* 0"#B&/& 0#CD%*& ' 1, 36D105 0'((&(1 2
-'#%E-". ξ &($%.' $&* ,* 0"#B&/& /" '0#&D%*'/'*")!" 6, 6D104 0'((&(8
*"!'/" /& 0"#B&/& /" &($%.'4?& /' 0&(%4?& &, /& *&*")!&8 '((%*8
&($%.' & /&+#& "* #".'4?& '( &,!#'( -'#%E-"%( 0'#' & %)!"#-'.& !&!'.
/' (%*,.'4?&1 2( -E#%'( &($%.'45"( /" ξ %)/%$'* ' $&)(!')!" '.!"#'4?&
)& F,D& /" $'.&#8 G&#' /"(.&$')/&H(" /& #"("#-'!C#%& 0'#' & (%(!"*' "
G&#' #"'.%6')/& & 0#&$"((& %)-"#(&1
;%9,#' <1=I J#&3"45"( +%/%*")(%&)'%( /'( !#'3"!C#%'( /&( "(0'4& /" K'("
0#&/,6%/& 0'#' '( $&)/%45"( %)%$%'%( p0 = P0 = 3, 16 " α = 100 )'(
/%)7*%$'( /" :'> L&(@ " :+> L&(@HM&&-"# #"(0"$!%-'*")!"1
L& A,'#!& $'(&8 p0 = P0 = 1, 036 ")A,')!& α = 101 +("#-'H(" A,"
'( 0#&3"45"( +%/%*")(%&)'%( 0#&/,6%/'( )'( /%)7*%$'( /" L&(@ " L&(@H
M&&-"#8 0".' 0#%*"%#' -"6 /%K"#"* /" *')"%#' $&)(%/"#E-".1 N*+&#'
& *&*")!& )' /%)7*%$' L&(@ !")G' 0"#/%/& & $'#E$!"# (")&%/'.8 )?&
"D%(!"* &($%.'45"( "* !&#)& /" (",( -'.&#"( /" *ED%*& &, *B)%*&8
A,')/& !#'!'H(" /' /%)7*%$' /" L&(@HM&&-"#8 @ 0&((B-". &+("#-'# '
"D%(!O)$%' /" &($%.'45"( %)!"#*"/%E#%'( "* !&#)& /&( *B)%*&( " *ED%*&(
PQ
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63! "!#$%&'()* +(', !,&')(-.$, ,/! $0' $%#$, %! $,"(-! $ 1(,$ 23'4* 5*67*
8 "$9:! ! "(9( ( "!,'-/!; ! <!<$%#! $ =!,> $ =!,>?@!!0$9; $ (
0(9'A0$) ξ !&!99$< #! !, "!9 0!)#( ! "(,,! 1, 4B106 ( ,'<C)(-/!* D
E('B( 0$)!&' ( $ (#9'EC: ( (! ,',#$<( 4$9!C C<( &$9#( '%,#(E')' ( $ %(
0(9'A0$) ξ ; FC$ !,&')!C C9(%#$ #! ! "$9&C9,! $%#9$ !, "!%#!, $ <AB'<!
$ <:%'<! ±5, 3; 4$9(% ! 0A9'!, <AB'<!, $ <:%'<!, )!&(', C9(%#$ (
#9(G$#H9'( %! $,"(-! $ 1(,$*
3'4C9( 5*6I J9!G$-.$, E' '<$%,'!%(', (, #9(G$#H9'(, !, $,"(-! $ 1(,$
"9! CK' ! "(9( (, &!% '-.$, '%'&'(', p0 = P0 = 1, 036 $ α = 100 %(,
'%L<'&(, $ 2(7 =!,> $ 2E7 =!,>?@!!0$9 9$,"$&#'0(<$%#$*
=! FC'%#! &(,!; p0 = P0 = 1, 43 $ α = 100* M$9'N&(?,$ FC$ ! $,"(-!
$ 1(,$ "9! CK' ! %(, '%L<'&(, $ =!,> $ =!,>?@!!0$9 "(9( $,,(,
&!% '-.$, > ,'<')(9 (! "9! CK' ! %! &(,! (%#$9'!9* O$,,( 1!9<( ()4C<(,
(, &(9(&#$9:,#'&(, !E,$90( (, %! &(,! (%#$9'!9 9$"$#$<?,$ "(9( $,,$
&(,! 23'4* 5*P7* 8 "$9:! ! $ !,&')(-/! (, "!,'-.$, $ <!<$%#!,; "(9(
(<E!, !, #$9<!,#(#!,; > $ ("9!B'<( (<$%#$ QRSS "(,,!,; $%FC(%#!
FC$ ( !,&')(-/! "(9( ξ > "9HB'<( ( 5RSS "(,,!,*
=! T)#'<! &(,! (%()',( !; p0 = P0 = 1, 0085 $ α = 100* U "!,,:0$)
!E,$90(9 FC$ ( (<")'#C $ $ !,&')(-/! ( "!,'-/! (C<$%#( $< 9$)(-/!
(!, !', &(,!, (%#$9'!9$, $ %/! > "!,,:0$) $,#(E$)$&$9 C<( "9!"!9-/!
$%#9$ ( '<'%C'-/! ! <!<$%#! $ (C<$%#! ( (<")'#C $ $ !,&')(-/! (
VQ
! ! "#$%&"'#($) #&*+,$#&) & -&#('.(/$)
!"#$% &'() *$+,-./-0 1!2!3-40!+4%!0 2%0 5$%,-56$!%0 2+0 -07%.+ 2- 8%07$+2#9!2+ 7%$% %0 :+42!./-0 !4!:!%!0 p0 = P0 = 1, 43 - α = 100 4%0
2!4;3!:%0 2- <%= >+0? - <1= >+0?@A++B-$ $-07-:5!B%3-45-'
7+0!.C+D +10-$B%@0- %7-4%0 E#- E#%45+ 3-4+$ + 3+3-45+ !4!:!%FD 7%$%
#3 3-03+ B%F+$ 2- αD 3%!+$ % %37F!5#2-' G 4H3-$+ 2- +0:!F%./-0
2% 7+0!.C+ 2!3!4#!D - 0-# 7-$I+2+ 7%00% % 0-$ -3 5+$4+ 2- 1, 7J106
7%00+0' K- 3+2+ 0-3-FL%45- +0 3+3-45+0 5-3 7-$I+2+ -3 5+$4+ 21, 7J106 7%00+0' G -0:%F%3-45+ 2+ 3+3-45+ 2- >+0? 7+$ s(t)D -B!5%
E#- + 3+3-45+ +0:!F- -3 5+$4+ 2+0 B%F+$-0 2- 3MJ!3+ - 3I4!3+ :+3+
+:+$$- 7%$% + 3+3-45+ 2- >+0?@A++B-$' < !"' &'N=
G 7%$;3-5$+ ξ 4-00%0 2!4;3!:%0 ? #3 2+0 7%$;3-5$+0 3%!0 !45-@
$-00%45-0 7%$% 0- %4%F!0%$' *+$ 7+00#!$ !4O#P4:!% 2!$-5% 4+ 3+3-45+D
% %F5-$%.C+ -3 0-# 7-$I+2+ 2- +0:!F%.C+ 5$%9 %F5-$%./-0 !3-2!%5%0 4+
7-$I+2+ 2+ 3+3-45+' >+0 5$P0 7$!3-!$+0 :%0+0D +10-$B%3+0 #3 7%2$C+
$-"#F%$ 2- +0:!F%.C+ 7%$% ξ - :+40-E#-45-3-45- 7%$% +0 3+3-45+0D :+3
7!:+0 2- +0:!F%.C+ 1-3 2-Q4!2+0 - 0-3 +0:!F%./-0 !45-$3-2!M$!%0' >+0
+#5$+0 5$P0 :%0+0D ξ 4C+ 5-3 +0:!F%./-0 1-3 2-Q4!2%0D "-$%42+ 5%31?3
3+3-45+0 0-3 +0:!F%./-0 1-3 2-Q4!2%0'
G0 B%F+$-0 -0:+FL!2+0 1#0:%$%3 $-7$+2#9!$ %F"#40 %07-:5+0 !45-$-0@
0%45-0 2%0 2!4;3!:%0 2- >+0? - >+0?@A++B-$D :+3+ % 7-$!+2!:!2%2- 2+0
-07%.+0 2- 8%0-' K-00% 3%4-!$% 8+! 7+00IB-F !45-$7$-5%$ % !4O#P4:!% E#RS
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
!"#$% &'() *$+,-./-0 1!2!3-40!+4%!0 2%0 5$%,-56$!%0 2+0 -07%.+ 2- 8%07$+2#9!2+ 7%$% %0 :+42!./-0 !4!:!%!0 p0 = P0 = 1, 0085 - α = 100 4%0
2!4;3!:%0 2- <%= >+0? - <1= >+0?@A++B-$ $-07-:5!B%3-45-'
% + 3+3-45+ !4!:!%C - + 7%$;3-5$+ α 7+00#-3 0+1$- % 2!4;3!:% 2+
0!05-3%'
D31+$% 5-4E%3 0!2+ %7$-0-45%2%0 %7-4%0 %0 5$%,-56$!%0 2- -07%.+
2- 8%0- $-"#C%$-0 7-$!62!:%0 - F#%0- 7-$!62!:%0G % 7%$5!$ 2%0 3-03%0
-F#%./-0 2- 3+B!3-45+ %7$-0-45%2%0 -3 <&'H= - <&'I=G ? 7+00JB-C +15-$
5%31?3 5$%,-56$!%0 :%65!:%0G 1%05% 8+$4-:-$ %+ 0!05-3% :+42!./-0 !4!@
:!%!0 2!05!45%0 2%0 3+05$%2%0 %F#! +# 7%$% α 0#K:!-45-3-45- "$%42-G
2-00% 8+$3% +15-3+0 !CE%0 2- $-"#C%$!2%2- -3 3-!+ % #3 3%$ 2- :%+0
LMIN'
D31+$% %0 2!4;3!:%0 2- >+0? - >+0?@A++B-$ 8+$%3 8+$3#C%2%0 7%$%
$-7$+2#9!$ %0 3?2!%0 2+ !" #$% :%4O4!:+G 7%$% + +0:!C%2+$ !00+ 4P+
+:+$$-' D3 QRRMG 8+! 7$+7+05+ 7+$ S%$5T4%G UC-!4 - V#:W-$3%4 #3%
%C5-$%.P+ 4% 2!4;3!:% 2- >+0?@A++B-$G :+3 7$+760!5+ 2- !4:C#!$ 4P+
%7-4%0 #3 X4!:+ 5-$3+05%5+ B%$!YB-CG 3%0 #3% :%2-!% 2- 5-$3+05%5+0
B%$!YB-!0G %0 Z%2-!%0 2- >+0? A++B-$' D00% %C5-$%.P+ 4% 2!4;3!:%G 0-@
"#42+ +0 %#5+$-0G 8+$4-:- #3% 2!05$!1#!.P+ :%4O4!:%G +42- + 8+$3%C!03+
2- >+0?@A++B-$ 8%CE%' LM[N
&\
!"! #$%&'()*+,$ -* '%'(./* ' '(($& %012(/#$&
!" #$%&'()*+,$ -* .%'(/0* ' .(($& 12345
(06$&
!"#$%& "' () *+!( "' ,#-'+"!"' './+! 0!1 "#02)#3!1 "' 4&15 ' 4&156
7&&8'+ 9&11#-#,#/&( :(' ! '0'+*#! /&/!, "& &13#,!"&+ ;(/('< '0:(!0/& !
'0'+*#! "& 1#1/')! '1/'0"#"& =&13#,!"&+ ' +'1'+8!/>+#&? 5 )!0/#"! 3&016
/!0/'< "' )&"& :(' /&"! '0'+*#! 9'+"#"! 9',& &13#,!"&+ 5 !-1&+8#"!
9',& +'1'+8!/>+#& ' 8#3'68'+1!@
'8&,($%& "!1 3&&+"'0!"!1 p(t)< q(t) ' ξ(t) =&( P (t)< Q(t)< s(t) '
Ps (t)? 5 A'#/! )'"#!0/' ! #0/'*+!$%& "!1 ':(!$B'1 "' )&8#)'0/& 9',&
!,*&+#/)& "' C',&3#"!"'6C'+,'/< () !,*&+#/)& -!1'!"& 0! '.9!01%& "!
15+#' "' D!E,&+ /+(03!"! ') (∆t)2 9!+! 9&1#$%& ' (∆t)4 9!+! 8',&3#"!"'@
F11' /+(03!)'0/& 9+&"(G () '++& #0/+H01'3& !& !,*&+#/)&< :(' 9&"' 1'+
+'"(G#"& "#)#0(#0"& ∆t )!1 0(03! '8#/!"&@
I&+!) !0!,#1!"&1 ! '0'+*#! "& &13#,!"&+ ' & '++& !11&3#!"& !& 1#1/')!
'1/'0"#"& !& ,&0*& "! /+!J'/>+#! 9!+! !1 3&0"#$B'1 #0#3#!#1 9+&9&1/!1 0!
1'$%& !0/'+#&+ ' 9!+! ! 3&0"#$%& #0#3#!, "& /&+>#"' K L =1'$%& M@N?@
I#*(+! M@OP Q '1:('+"!P F0'+*#! "& &13#,!"&+ R!+)S0#3& =') 9+'/&?<
'0'+*#! /&/!, "& 1#1/')! '1/'0"#"& "' 4&15 =') 8'+)',R&? ' 4&156
7&&8'+ =') 8'+"'?< :(!0"& α = 1 ' 1(J'#/! !1 3&0"#$B'1 #0#3#!#1
q0 = Q0 = 0< p = P0 = 2< s0 = 1 ' Ps0 = 0@ Q "#+'#/! ! +!G%& '0/+' !
'0'+*#! /&/!, #01/!0/20'! 9',! '0'+*#! #0#3#!, "& 1#1/')! '1/'0"#"&< ')
8'+)',R& 9!+! 4&15 ' ') 8'+"' 9!+! 4&1567&&8'+@
T&)& /+!/!61' "' () '19!$& "' A!1' :(!1' 9'+#>"#3&< &-1'+8!61' :('
!1 &13#,!$B'1 0! '0'+*#! "& &13#,!"&+ /!)-5) 1%& :(!1' 9'+#>"#3!1@
'0'+*#! "& &13#,!"&+ 5 1')9+' 9&1#/#8!< ' :(!0"& 1&)!"! 3&) ! '0'+*#!
MU
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
!"#$% &'()* + ,-.#,$/%* 01,$"!% /2 2-3!4%/2$ 5%$671!32 8,6 9$,:2;<
,1,$"!% :2:%4 /2 -!-:,6% ,-:,1/!/2 /, =2-> 8,6 ?,$6,452; , =2->@
A22?,$ 8,6 ?,$/,; , B /!$,!:% % $%CD2 ,1:$, % ,1,$"!% :2:%4 !1-:%1:E1,%
9,4% ,1,$"!% !1!3!%4 /2 -!-:,6% ,-:,1/!/2< ,6 ?,$6,452 9%$% =2-> ,
,6 ?,$/, 9%$% =2->@A22?,$< 9%$% 8%; p0 = P0 = 1, 55 , α = 1< 8F;
p0 = P0 = 2, 25 , α = 10 , 83; p0 = P0 = 3, 16 , α = 100' 06 :2/2- 23%-2-* q0 = Q0 = 0< ξ0 = Ps0 = 0 , s0 = 1'
&G
!"! #$%&'()*+,$ -* '%'(./* ' '(($& %012(/#$&
!"#$% &'(() * +,-#+$.%) /0+$"!% .1 1,2!3%.1$ 4%$560!21 7+5 8$+91:;
+0+$"!% 919%3 .1 ,!,9+5% +,9+0.!.1 .+ <1,= 7+5 >+$5+341: + <1,=?
@11>+$ 7+5 >+$.+: + A .!$+!9% % $%BC1 +09$+ % +0+$"!% 919%3 !0,9%09D0+%
8+3% +0+$"!% !0!2!%3 .1 ,!,9+5% +,9+0.!.1; +5 >+$5+341 8%$% <1,= + +5
>+$.+ 8%$% <1,=?@11>+$; 8%$% 7.: p0 = P0 = 1, 036 + α = 10; 7+:
p0 = P0 = 1, 43 + α = 100 + 7E: p0 = P0 = 1, 0085 + α = 100' /5 91.1,
1, 2%,1,) q0 = Q0 = 0; ξ0 = Ps0 = 0 + s0 = 1'
&F
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63! "#$#"%&'(")! *#+#",)& '!'&- ! $)$'#.& #$'#+ ) !/ 0 '&.10. $#.2"#
2!$)')%&3 .&+'4.5$# &2"!6).& &.#+'# 7!+$'&+'# # ),8&- & 29 :1$#"%&5
$# ;8#3 2&"& #$$# 7&$!3 ! #""! +& #+#",)& ! $)$'#.& #$'#+ ) ! &$$!7)& !
& )+<.)7& # =!$0 # # =!$05>!!%#" &78.8-&5$# 7!+?!".# ! $)$'#.&
#%!-8)3 $#+ ! ! #""! 2"! 8@) ! 2#-& )+<.)7& # =!$05>!!%#" .&)!" ;8#
! 2"! 8@) ! 2#-& )+<.)7& # =!$09 A)+ & &$$).3 ! %&-!" & #+#",)&
! $)$'#.& #$'#+ ) ! )?#"# ! %&-!" )+)7)&-3 #. '!".! # 0, 16% 2&"&
=!$0 # 0, 24% 2&"& =!$05>!!%#"3 &2($ 26106 2&$$!$9
:1$#"%&5$# +& B),9 C9DE ;8# 2&"& !$ '"4$ 2").#)"!$ 7&$!$ $).8-& !$ &
#+#",)& ! !$7)-& !" 0 $#.2"# .#+!" !8 ),8&- & #+#",)& '!'&- ! $)$'#.&
#$'#+ ) ! # #. +#+F8. !$ '"4$ 7&$!$ &2"#$#+'& !$3 #$$& #+#",)& &')+,#
%&-!"#$ +#,&')%!$9 G!$ '"4$ 2").#)"!$ 7&$!$ &+&-)$& !$3 &2#+&$ ! 7&$!
*&/3 #. ;8# α = 1 ! #""! &$$!7)& ! &! '#".!$'&'! # =!$0 0 .&)!" ;8#
! #""! &$$!7)& ! & =!$05>!!%#"9 H&"& ! 7&$! *&/ !$ #""!$ &+&-)$& !$
!$7)-&. #. '!"+! # 8. %&-!" .0 )!3 #+;8&+'! 2&"& !$ 7&$!$ *1/ # *7/
! #""! &78.8-&5$# &! -!+,! !$ 26106 2&$$!$ # #%!-8IJ! ! $)$'#.&9
A-,! $).)-&" !7!""# +& &+K-)$# &$ #+#",)&$ 2&"& !$ '"4$ L-').!$ 7&$!$
&+&-)$& !$ *B),9 C9DD/9 M. !)$ #$$#$ 7&$!$ ! !$7)-& !" &')+,# %&-!"#$
.#+!"#$ ;8# & #+#",)& '!'&- ! $)$'#.& #$'#+ ) !3 #.1!"& #. +#+F8.
!$ '"4$ 7&$!$ & #+#",)& & 2&"'N78-& &')+O& %&-!"#$ +#,&')%!$9 M. 7!+5
'"&2&"') &3 2&"& ;8# & #+#",)& ! $)$'#.& #$'#+ ) ! $#O& 7!+$'&+'#3 0
+#7#$$K")! +!$ '"4$ 7&$!$ ;8# & #+#",)& ! "#$#"%&'(")! &2"#$#+'# %&-!5
"#$ +#,&')%!$3 # .! ! ;8# !$ 2!+'!$ .K6).!$ # #+#",)& & 2&"'N78-&
"#2"#$#+'#. !$ 2!+'!$ .N+).!$ # #+#",)& ! "#$#"%&'(")!9
!" #$%&'$( %& )&*+,(-$-,(
=& ?!".8-&IJ! #. ;8# ?!"&. 2"!2!$'&$3 2&"& 8. $)$'#.& # .8)'!$
,"&8$ # -)1#" & #3 &$ )+<.)7&$ # =!$0 # =!$05>!!%#" "#2"! 8@#. &$
.0 )&$ ! !" #$% 7&+P+)7!3 +! #+'&+'! )$$! +J! !7!""# 2&"& $)$'#.&$
7!. 2!87!$ ,"&8$ # -)1#" & #9 : $)$'#.& "#;8#" &-'#"&IQ#$ #. $8&
)+<.)7& 2&"& ;8# 8.& %&")# & # .&)!" # 2!+'!$ ! #$2&I! # ?&$#
$#O& %)$)'& ! # &$$). "#2"! 8@)" &$ )$'")18)IQ#$ ! 7&+P+)7! RSTU9
M. DVVS3 W&"'X+&3 Y-#)+3 # Z87[#".&+ RS\U 2"!28$#"&. 8.& &-'#5
"&IJ! &$ #;8&IQ#$ # .!%).#+'! # =!$05>!!%#"3 &-'#"&IJ! #$$& ;8#
$#,8+ ! !$ 2"(2")!$ &8'!"#$3 ?!"+#7# 8.& )$'")18)IJ! 7&+P+)7&3 !+ #
! ?!".&-)$.! # =!$05>!!%#" ?&-F&] 2&"& $)$'#.&$ 2#;8#+!$9 =#$$&
2"!2!$'& +J! &2#+&$ 8. '#".!$'&'! 0 & )7)!+& ! &! $)$'#.&3 .&$ 8.&
CC
!"! #$%&'$( %& )&*+,()$),(
!"#$! "# %#&'()%!%() *!&$+*#$), ! -' "# '#./(&!& ! #&0("$ $"!"# "( )$)1
%#'!2 3) #45!67#) "# '(*$'#8%( "( '9%("( "! !"#$! "# :()91;((*#&
<("#' )#& #=<&#))!) ('(,
q̇i = pi /mi ,
ξpi
ṗi = F(qi ) −
,
M
#
"N
X p2
ζ2
i
− N kB T − ξ
,
ξ˙ =
m
M
i
2
i=1
>?2@A
22
2
ζ˙j =
"
#
2
ζj−1
ζj+1
− k B T − ζj
,
Mj−1
Mj+1
"
#
2
ζη−1
˙
− kB T .
ζη =
Mη−1
B <!&C'#%&( ζ )#8"( ( (8%&(.# "# %#'<#&!%5&! (8-05&! $(8!.
>&5D"(A2 3 *!&$+*#. η E(&8# # ( 8F'#&( "# %#&'()%!%() !"$ $(8!"()
! !"#$!2 G5!8"( η = 1, ( )$)%#'! #)%#8"$"( <())5$ !<#8!) 5' %#&1
'()%!%( # ! 8(*! "$8C'$ ! #45$*!.# ! "$8C'$ ! "# :()91;((*#& HIJK,
45!8"( η = 2, ( )$)%#'! #)%#8"$"( &# #L# '!$) 5' %#&'()%!%(, # (81
)#45#8%#'#8%# 5' 0&!5 "# .$L#&"!"# ! '!$)2
M!&! 5' () $.!"(& /!&'N8$ (, (' m = k = 1, kB T = 1 # η = 2,
(8)$"#&!8"( !$8"! α1 = 1/M1 # α2 = 1/M2 , !) #45!67#) "# '(*$'#8%(
<!&! #))# )$)%#'! )O(P
q̇ = p;
ṗ = −q − α1 ξp;
˙ξ = p2 − 1 − α2 ζξ;
ζ̇ = α1 ξ 2 − 1.
>?2QA
BL)#&*!1)# 45# 45!8"( η = 2 ( )$)%#'! <!))! ! %#& "($) %#&'()%!%()
# ( )$)%#'! 0!8/! 5'! #45!6O( "# '(*$'#8%( ! '!$) #' &#.!6O( !
"$8C'$ ! "# :()91;((*#&2 R))# S8(*(S%#&'()%!%( 8O( <())5$ $8T5U81
$! "$&#%! 8! "$8C'$ ! "! <!&%D 5.!, )5! $8T5U8 $! 9 8! #45!6O( "#
'(*$'#8%( &#.! $(8!"! ! ξ >&#)#&*!%V&$(A2
?W
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
! "#$# % $!"#&'()%) *+! % %$,-.# $!''! &#/# (!)"#'(%(# %0(!)% %'
$,'(),1+,-2!' $! "#"!&(#3 (!&$!&$#4%' 5%)% +"% $,'(),1+,-.# 6%&7&,6%3
5),"!,)# #1'!)/%"#' # !'5%-# $! 8%'! ! % $,'(),1+,-.# $! "#"!&(#'
$# #'6,0%$#) 9%)"7&,6# &% $,&:",6% $! ;#'<4=##/!) 6#" %' '!>+,&(!'
6#&$,-2!' ,&,6,%,'? q0 = 03 p0 = 23 ξ0 = 0 ! η = 13 5%)% α ,>+%0 % 13 10
! 100 )!'5!6(,/%"!&(! @A,>B CBDEFB
A,>+)% CBDE? G'5%-#' $! 8%'! @!" 6,"%F ! $,'(),1+,-2!' $! "#"!&(# @!"
1%,H#F 5%)% # #'6,0%$#) &% $,&:",6% $! ;#'<4=##/!) 5%)% %' 6#&$,-2!'
,&,6,%,' q0 = 03 p0 = 23 ξ0 = 03 η = 13 5%)% α ,>+%0 % 13 10 ! 100B
I1'!)/%4'! *+! %' $,'(),1+,-2!' $# "#"!&(# $# #'6,0%$#) &.# '.#
',",0%)!' % $,'(),1+,-.# >%+'',%&% 6%)%6(!)J'(,6% $# !" #$% 6%&7&,6#3
!" &!&9+" $#' 6%'#' %5)!'!&(%$#'B K# %$,6,#&%) "%,' +" (!)"#'(%(#3
5#$!"#' #1'!)/%) *+! +"% "%,#) /%),!$%$! $! 5#&(#' $# !'5%-# $! 8%'!
8#)%" /,',(%$#'3 ! % $,'(),1+,-.# $! 5)#1%1,0,$%$!' $# "#"!&(# 5%)% %
&#/% $,&:",6% (!&$! % +"% $,'(),1+,-.# $! "#"!&(#' "+,(# ',",0%) L
$# 6%&7&,6# @A,>B CBDMFB
!''% 8#)"% 5%)% !'(+$#' "%,' ),>#)#'#' $! ','(!"%' !&/#0/!&$#
5#+6%' 5%)(J6+0%'3 %$,6,#&%) $#,' #+ "%,' (!)"#'(%(#' % $,&:",6%3 5)#4
$+N )!'+0(%$#' "!09#)!' 5%)% )!5)#$+N,) # !" #$% 6%&7&,6# OEPQB
CR
!"! #$%&'$( %& )&*+,()$),(
!"#$% &'()* +,-%./, 01 2%,1 314 5!4%6 1 0!,7$!8#!.91, 01 4/41:7/
314 8%!;/6 -%$% / /,5!<%0/$ :% 0!:=4!5% 01 >?@ -%$% %, 5/:0!.91,
!:!5!%!, q0 = 0A p0 = 2A ξ0 = 0A η = 2A -%$% α1 = α2 !"#%!, % 1A 10 1 100'
&B
!"#$%&' () ' '* +&!,'- .!-/01+ ' 1! ,+12/+ ! ,3
1'*45.''63-
!
!"#$%&' (
!"# $% &%''()$*+,'%#
'( $-'./-0( $%
1,#2*3,,4%)
!"#! $%&'#()*+ ,%-*" !"#(.%/ (#0)01%2.* *" &/02$'&0*" .% .023-0$% -*4
)!$()%/ (- 56" .! 7/5820* 9(! 02#!/%5! ,0% &*#!2$0%) .! :!22%/.4;*2!"
*<"!/,%2.* #/%2"0=>!" .! ?%"! ! "(<-!#!2.*4* % .0?!/!2#!" .0"#/0<(0=>!"
.! ,!)*$0.%.!" 020$0%0" &%/% *<"!/,%/ * $*-&*/#%-!2#* .* #!/-*"#%#*
.! *"@4A**,!/B
!" #$%&'() *' +,$&)% -).&/0,1)%2 345*$6
78'% 95$0$)$%
7 "!5(2.% !#%&% .!"#! #/%<%)C* $*2"0"#! !- "(<-!#!/ (- "0"#!-% .!
-(0#%" &%/#'$()%" D .023-0$% .! *"@4A**,!/+ ?%1!2.* (-% %-*"#/%4
5!- .! "(% !2!/50% &*#!2$0%) [email protected]% !- ?(2=E* .% #!-&!/%#(/% &%/%
*<"!/,%/ #/%2"0=>!" .! ?%"! "F)0.*4)'9(0.* ! )'9(0.*4,%&*/ .! (- &*2#*
.! ,0"#% -0$/*"$F&0$* ! -%$/*"$F&0$*B 7 02#!/%=E* !2#/! &%/#'$()%" @
-*.!)%.% &!)* &*#!2$0%) .! :!22%/.4;*2!" G:;H $(I% &%/%-!#/01%=E*
2*" &!/-0#! "0-()%/ * $*-&*/#%-!2#* .! (- 56" .! 7/5820* ! -*.!)%
% 02#!/%=E* %#/%#0,%4/!&()"0,% !2#/! (- &%/ .! 6#*-*"B 7 02#!/%=E*
%#/%#0,% !2#/! *" 6#*-*" &/!,%)!$! !- 5/%2.!" .0"#32$0%"+ !29(%2#* %
JK
!"#$%&' () ' *+, -. &.//!0-12'/., /! -3/453 ! -.
/',617''8.0
!"#!$%& '(&)*$+(%& ,!-%.!+! % ($)!,%/01 '! $%)#,!2% ,! #.&(-%3 4563
7%(1,!& '!)%.8!& &19,! 1 1)!$+(%. '! :!$$%,';<1$!& &01 !$+1$),%'1&
$% &!/01 =3>3
? @,AB$(1 C ! D E1( '!&+19!,)1 1, F(, G(..(%H I%H&%J ! :1,' I%J;
.!(A8 !H KLM>N $% O&+P+(%3 O.! E1( (&1.%'1 1, %$Q.(&! '1 ,!&R'#1 19;
)('1 1, ,!H1/01 '! %21)1N 1S(AT$(1N '(PS('1 '! +%,91$1N QA#% ! '! %,
.(H 13 F!# $1H! -!H '% %.%-,% A,!A% U@,A1&U"#! &(A$(V+% U($%)(-1U3
? %,AB$(1 W #H !.!H!$)1 9%&)%$)! #)(.(2%'1 1(& &!,-! +1H1 %)H1&E!,%
,1)!)1,% %,% 1 +,!&+(H!$)1 '! +,(&)%(& '! &(.R+(1 ! A!,H*$(1N .%&!,&N
.*H %'%& !.W),(+%& ! X#1,!&+!$)!&N )#91& '! E1)1A,%V%&N )#91& '! ($;
+%$'!&+T$+(%N &1.'%A!HN +1,)! ! +1H1 #H AQ& '! ,1)!/01 %,% 1#),%&
&#9&)*$+(%& 4=L63
? ,(H!(,1 %&&1 '% &(H#.%/01 W E1,$!+!, 1& %,*H!),1& "#! !& !+(;
V+%H 1 &(&)!H% ! &#% !-1.#/01 '($*H(+%N )%(& +1H1 %& 1&(/Y!& ! -!.1;
+('%'!& ($(+(%(& '! )1'1& 1& Q)1H1&N % %,%H!),(2%/01 '! :<N %&&1 '!
)!H 1 ∆t ! )!H 1 )1)%. '! &(H#.%/013 @& 1&(/Y!& ($(+(%(& '1 &(&)!H%
&01 %),(9#R'%& '! %+1,'1 +1H % !&),#)#,% +,(&)%.($% '1 !.!H!$)1 "#!
+1H Y! 1 AQ&3 Z%,% #H &P.('1 '! @,AB$(1N %& %,)R+#.%& &!,01 '(&),(;
9#R'%& '! %+1,'1 +1H #H% !&),#)#,% +[9(+% '! E%+! +!$),%'% C\(A3 ]3KD3
@ !&),#)#,% +[9(+% '! E%+! +!$),%'% C^\^D +1$)WH #H Q)1H1 !H
+%'% -W,)(+! '1 +#91 ! #H Q)1H1 $1 +!$),1 '! +%'% #H% '%& E%+!& '1
+#913 @&&(HN +%'% +W.#.% #$()Q,(% +1$)WH "#%),1 Q)1H1& C#H Q)1H1
'1 -W,)(+! ! ),T& '%& E%+!&D3 ^%'% Q)1H1 '1 -W,)(+! '! #H% +W.#.% W
+1H %,)(.8%'1 +1H %& 1#),%& &!)! +W.#.%& -(2($8%& C\(A3 ]3KDN % !$%&
1/8 '! +%'% Q)1H1 '1 -W,)(+! !,)!$+! % +W.#.% #$()Q,(%N '!&&% E1,H%
1& -W,)(+!& +1$),(9#!H +1H % !$%& #H Q)1H13 ?& Q)1H1& '%& E%+!&N
1, &#% -!2N &01 +1H %,)(.8%'1&N +%'% "#%.N +1H % +W.#.% -(2($8% _ &#%
E%+!N '! H%$!(,% "#! % !$%& H!)%'! '1 Q)1H1 ,!&!$)! !H +%'% E%+!
!,)!$+! % +W.#.% #$()Q,(%3
]`
!"! #$#%&'( )& '*$%(# +(,%-.*/(#0 .12)$34&#
$2$.$($#
!"#$% &'() *+,$+-+./%012 3% +-/$#/#$% 4$!-/%5!.% 467!4% 3+ 8%4+ 4+.9
/$%3%' !"#$% $+/!$%3% 3+ :;<=
>2 -!-/+?% +-/#3%32@ 82$%? 3!-/$!7#A32- 4000 B/2?2- +? #?% -#9
,+$4C5#5% 3+ %$+-/% DE% +? 10a@ /%5 F#+ a = 5, 256 G :;H= C 2 ,%$I9
?+/$2 3+ $+3+ 3% +-/$#/#$% J J + 42$$+-,2.3+ % #?% 3+.-!3%3+ 3+
1596kgm−3 2# 0, 95 +? #.!3%3+- $+3#K!3%- LM,N.3!4+
√ MO' P2$/%./2@
42?2 % -+,%$%012 ?C3!% +./$+ B/2?2- Q!K!.R2- C a/ 2 ∼ 3, 8881 G +
-%7+.32 F#+ % ?%--% 32 M$"S.!2 C 39, 948 %?#@ ,23+?2- +-/!?%$ 2
42?,$!?+./2 3+ 2.3% /C$?!42 3+ T+ U$2"5!+ Λ ∼ 0, 7 G ,%$% T = 50K
F#+ C ?#!/2 ?+.2$ F#+ % -+,%$%012 ?C3!% +./$+ Q!K!.R2- 2 F#+ .2- ,+$9
?!/+ #-%$ % %,$2E!?%012 45B--!4% .+--+ -!-/+?% ,%$% +--% /+?,+$%/#$%
L2# ?%!2$+-O'
M 3!-/$!7#!012 3%- Q+524!3%3+- !.!4!%!- 3%- ,%$/A4#5%- 32 -!-/+?%
,23+ -+$ 8+!/% 3+ 3!8+$+./+- ?%.+!$%-' >2 +-/#32 3%- /$%.-!0V+- 3+ 8%-+@
%2 27/+$ % 4#$Q% 4%5W$!4%@ ,%$/!?2- 3+ #?%
√ 3!-/$!7#!012 "%#--!%.% 3+
X%EY+559U25/K?%.. LXUO 4#Z% 3!-,+$-12 T L+? #.!3%3+- $+3#K!3%-@
Q+Z% M,N.3!4+ MO 42$$+-,2.3% % /+?,+$%/#$% 3+-+Z%3% L%,$2E!?%3%9
?+./+ % /+?,+$%/#$% ?C3!% 3% %?2-/$%"+?O' P2$/%./2@ 3+-3+ 2 !.A4!2
3% 3!.I?!4%@ +Q!/%9-+ % /$24% 3+ 4%52$ +./$+ $+-+$Q%/W$!2 + -!-/+?% L82$%
32 +F#!5A7$!2 /C$?!42O F#+ 42./$!7#!$!% 42? #?% %?2-/$%"+? 3% +.+$"!%
82$% 32 !" #$% 4%.S.!42'
[? +$$2 7%-/%./+ 42?#? +? $+5%012 % 3!-/$!7#!012 3+ Q+524!3%3+C %/$!7#!$ % /23%- %- Q+524!3%3+- !.!4!%!- 2 Q%52$ K+$2@ 2 F#+ $+-,+!/% %
42.3!012 3+ F#+ % ?C3!% 3%- Q+524!3%3+- -+Z% K+$2@ 42?2 3+-+Z%9-+@ ?%8%K 42? F#+ 2 -!-/+?% !.!4!%5 +-/+Z% +-/B/!42' [?% Q+K F#+ 2 -!-/+?%
+-/B -#7?+/!32 %2 ,2/+.4!%5 3+ \+..%$39]2.+- 4%3% ,%$/A4#5% +-/%$B -#9
Z+!/% % #?% 82$0%@ + 42.-+F#+./+?+./+ % #?% %4+5+$%012' ^./$+/%./2@
/23%- %- ,%$/A4#5%- /+$12 % ?+-?% %4+5+$%012 + 42.-+F#+./+?+./+ 2 "B&(
!"#$%&' () ' *+, -. &.//!0-12'/., /! -3/453 ! -.
/',617''8.0
! "! #$%&'( )*$ %!*+'$ "! ,& &- ! *.$ %$* !'/&'( $ ,$,!*+$ #0*!&'
+$+&#1 2
! !3!0+$4 5 %$*6!%0"$ %$,$
!"# $% &%'# (#)$#*
1
7&'& %&'&%+!'08&' & 0*+!'&9.$ "$ (+$,$ "! :';<*0$ /0& =$+!*%0&#
"! >? 5 *!%!
('0$ 3$'*!%!' $
=&'@,!+'$
"$ =$+!*%0&#
σ
!
ǫ
+A=0%$
"$ !#!,!*+$ )+&B!#& CD1EF-1 G$,$ "0 %H+0"$ &*+!'0$',!*+! *& +!$'0&4
$ =$+!*%0&# "! >? 5 H, =$+!*%0&# "! 0*+!'&9.$ &$
=&'! 4 $H
!I&4 &
!*!';0& =$+!*%0&# +$+&# & %&"& =& $ "& "0*@,0%& !'( "&"& %$,$ H,&
$,& !*+'! $ =$+!*%0&# "! 0*+!'&9.$ !*+'! %&"& (+$,$ ! +$"$ $ $H+'$
N −1
(+$,$ JH! %$* +0+H!, $ ;( 4 !, JH! 6&I& '!=!+09.$ "! =&'! 1
K ='LM0,$ =&
=$ 09N!
$ "& 0,H#&9.$ &=L 0*0%0&#08&' $ 0 +!,& 3$'*!%!*"$
! /!#$%0"&"!
=&'+A%H#& 1 : 3$'9&
=&'+A%H#& 4 *!
0*0%0&0 4 5 $ %(#%H#$ "&
3$'9&
$B'! +$"&
&
.$ "!'0/&"& "$ =$+!*%0&# "! 0*+!'&9.$ !*+'! &
! %& $ $ =$+!*%0&# "! >? ! $B+5,O ! & &%!#!'&9.$ 0* +&*O
+@*!& "! %&"& =&'+A%H#&1 2 & 0,4 =$' ,!0$ "& !JH&9N! "! ,$/0,!*+$
!*%$*+'&,O ! *$/$ /&#$'! "! =$ 09.$ ! /!#$%0"&"!1 : =$ 09.$ ! /!#$O
%0"&"!4 3$'*!%!, *$/$
/&#$'!
"! !*!';0& %0*5+0%&4 !*!';0& =$+!*%0&#
! &%!#!'&9.$1 P$/$ /&#$'! "! &%!#!'&9.$4 /0& !JH&9.$ "! ,$/0,!*+$
;!'&,4 *$/$ /&#$'! "! =$ 09.$ ! /!#$%0"&"!1 2 !
'##+
! '!=!+! &+5
JH! $ *Q,!'$ +$+&# "! =& $ "& 0,H#&9.$ !I& &#%&*9&"$1 7&'& &
,H#&9N! &JH0 &='! !*+&"& ! !
"! %&"&
'##+ '!=!+0HO ! =$' 104 =&
0,H#&9.$ 5 =$ A/!# %&#%H#&' $
/&#$'!
,5"0$
"&
0O
$ 1 :$ R,
/&'0(/!0
"! !I&"& )S0;1 D1E-1
: ! %$#6& "$ =&
$ "! +!,=$
∆t
,&0 &"!JH&"$ =&'& ! H &' *H,&
0,H#&9.$ "! "0*@,0%& ,$#!%H#&' *.$ 5 H,& +&'!3& 0,=#! 1 T! $
∆t !
O
%$#60"$ 3$' ,H0+$ =!JH!*$4 "0,0*H0O ! $ !''$ *H,5'0%$4 ,& =$"! #!/&'
H, +!,=$ +$+&# "! 0,H#&9.$ ,H0+$ ;'&*"! &+5 '!#&M&' & ;'&*"!8& & !'
$B !'/&"&1 K 0"!&# 5 JH! $
∆t
3$'*!9& H, !''$ *H,5'0%$ "$ $B !'/(/!#
"!*+'$ "$ !''$ )'! $#H9.$- !M=!'0,!*+&# ! $ +!,=$ +$+&# %$,=H+&%0$*&#
"! 0,H#&9.$ !I& 3&%+A/!#1 7&'& & $B !'/&9.$ "& +'&* 09N! "! 3& ! 3$0
! %$#60"$ H, =&
#&9.$ "!
4
3M10
$ "! +!,=$
=&
$
∆t = 10−14 s
! H, +!,=$ +$+&# "! 0,HO
"! ,$"$ & !/0+&' JH&#JH!' H, "$
#0 +&"$ 1
!"#$% #&' &()'*
UD
='$B#!,&
!"! #$%&'()*+' ,+ -%'+ ,+ ./ 01' ,+ %$02&(3
!" #$%&'()*+' ,+ -%'+ ,+ ./ 01' ,+ 2$345
&(6
!"#$ "%#&'(#)#* #$!*+"#,%-* .#"# )'/%"%-+%* +%$.%"#+0"#*1 % 2!-*%3
40%-+%$%-+% )% 5%&!2')#)%*1 $#-+%-)! #* 2!-)'67%* '-'2'#'* )% .!*'68!1
-9$%"! )% .#"+:20&#* N 1 -9$%"! )% .#**!*1 ∆t % #&,0-* .#";$%+"!*
2#"#2+%":*+'2!* )! <",=-'!> ?* 5#&!"%* )# %-%",'# .!+%-2'#&1 %-%",'# 2'3
-@+'2# % +%$.%"#+0"# )! *'*+%$# /!"#$ $%)')!* %$ +!)!* !* .#**!* )#
*'$0&#68!>
A-+8!1 /!"#$ "%#&'(#)#* $@)'#* +%$.!"#'* )#* 5#"'B5%'* #$!*+"#)#*
*!C"% #* )'/%"%-+%* "%#&'(#67%*> <* +%$.%"#+0"#* /!"#$ 5#"'#)#* )% 70K
# 250K 1 )% 10 %$ 10K > D#"# # "%,'8! %-+"% #* +%$.%"#+0"#* T = 140K
% T = 150K 1 5#"'#$!* )% 1 %$ 1K >
A$ 2#)# *'$0&#68! "%#&'(#)#1 ! *'*+%$# .#"+% )% 0$# %*+"0+0"# )%
"%)% 2"'*+#&'-# "%,0&#" #+@ ! %40'&:C"'!1 #.E* #&,0-* .#**!* )% *'$0&#3
68!> F!$! -!* ."'$%'"!* .#**!* ! *'*+%$# #'-)# %*+B *% %*+#C'&'(#-)!
!* 5#&!"%* )#* 5#"'B5%'* !C+')#* -%**% ."'$%'"! '-+%"5#&! )%5%$ *%" %G3
2&0:)!* )# #$!*+"#,%$ 0+'&'(#)# .#"# ! 2B&20&! )# $@)'#> ? *'*+%$#
*'$0&#)! -%2%**'+!0 )% #."!G'$#)#$%-+% H1IJ )!* 3G104 .#**!* )% *'3
$0&#68! "%#&'(#)!* .#"# #+'-,'" # %*+#C'&')#)%1 )%**# /!"$# !* ."'$%'"!*
KLL .#**!* /!"#$ )%*."%(#)!*>
M$# 5%( 40% #* $%)')#* )#* %-%",'#* *8! "%#&'(#)#* # 2#)# .#**! )%
+%$.!1 % *0#* $@)'#* *8! /#2'&$%-+% !C+')#* @ .!**:5%& 2!-*+"0'" 0$#
20"5# 2#&E"'2#1 )%N-')# 2!$! # "%&#68! %-+"% # *0# %-%",'# .!+%-2'#&
% # +%$.%"#+0"# )! *'*+%$# .#"# 0$# )#)# )%-*')#)%> < .#"+'" )#
20"5# 2#&E"'2# @ .!**:5%& )%+%"$'-#" ! '-+%"5#&! )% +%$.%"#+0"# -# 40#&
!2!""% # +"#-*'68! )% /#*%1 40% )%5')! O .%")# )# %*+"0+0"# 2"'*+#&'-#1
2!""%*.!-)% # 0$# )%*2!-+'-0')#)% )% %-%",'#>
<* C#""#* )% %""!* ."%*%-+%* -# P ',> Q>HR /!"#$ !C+')#* # .#"+'" )!
)%*5'! .#)"8! $@)'!> ?C*%"5#3*%1 40% # %-%",'# .!+%-2'#& 2"%*2% 2!$ #
+%$.%"#+0"#1 0$# 5%( 40% ! #0$%-+! )# +%$.%"#+0"# #0$%-+# ! ,"#0
)% #,'+#68! )#* $!&@20&#*> ?C*%"5#3*% 40% # /0-68! @ &'-%#" +#-+! .#"#
#&+#* +%$.%"#+0"#1 40#-+! .#"# C#'G#* +%$.%"#+0"#*> <* +"#-*'67%*
)% /#*% )! <",=-'! *8! $0'+! ."EG'$#*1 .#"# #* 2!-)'67%* )# FSTD 1
# /0*8! !2!""% # +%$.%"#+0"# )% KU1K V %-40#-+! # +%$.%"#+0"# )%
%C0&'68! @ )% KI1U V> D#"# # )%-*')#)% 0+'&'(#)#1 #* +"#-*'67%* !2!""%$
%-+"% ∼ WXLV % WQLV> S%**% '-+%"5#&!1 # #$!*+"#,%$ /!' /%'+# .#"# +%$3
!"#$%&'( )!*+,$( #' -'+.'*,/0*, ' 1*'((2!3
QU
!"#$%&' () ' *+, -. &.//!0-12'/., /! -3/453 ! -.
/',617''8.0
!"#$%"# &! ' !( ')* +,,- -,,+.+/+$-% 0+,%#/+1#" #, $"#2,+34!, &! 5#,!*
%(# 0!1 6%! 2# 7%"0# 7#/8"+7# 9 -,,:0!/ -.,!"0#" &!,7-2$+2%+&#&!,* 2#,
$!( !"#$%"#, 2#, 6%#+, -7-""!( #, $"#2,+34!, &! 5#,!;
<+=%"# >;?@ A2!"=+# -$!27+#/ !/# $!( !"#$%"# 2# 6%#/ -&!(-, -.B
,!"0#" # $"#2,+3C- &! 5#,! !2$"! 'DE) ! '>E);
F%#2&- - ,+,$!(# !,$G 2# 5#,! ,8/+&#* #, #"$:7%/#, !,$C- &+,$"+.%:B
&#, !( %(# "!&! 7"+,$#/+2#* - (-0+(!2$- &! 7#&# #"$:7%/# 9 "!,$"+$- #
%(# "!=+C- !( $-"2- &# -,+3C- &! !6%+/:."+-* &! (-&- 6%! - &!,/-7#B
(!2$- 6%#&"G$+7- (9&+-* -,7+/# !( $-"2- &! ,%# -,+3C- &! !6%+/:."+-;
F%#2&- 2# 5#,! /:6%+&#* - &!,/-7#(!2$- 6%#&"G$+7- (9&+- #%(!2$# !
- (-0+(!2$- &#, #"$:7%/#, 2C- H7# (#+, 7-2H2#&- !( $-"2- &! ,%#
-,+3C- &! !6%+/:."+-* -% ,!I# !"&!B,! # -"&!( 7"+,$#/+2#;
J "-="#(# &! 0+,%#/+1#3C- %$+/+1#&- #"# #2#/+,#" # !,$"%$%"# &,+,$!(# 5-+ - K+,%#/ L-/!7%/#" MN2#(+7, OKLMP * 9 -,,:0!/ -.,!"0#"*
# #"$+" &# O<+=; >;QP* # &+5!"!23# !2$"! # !,$"%$%"# &- ,+,$!(# 2- !,$#&,8/+&- ! 2- !,$#&- /:6%+&-; A( O<+=; >;Q B O#PP* +2&+7# #, -,+34!, +2+7+#+,
&-, G$-(-, #,,+( 6%! &+,$"+.%:&#,* -.,!"0#B,! 6%! 2!,,! (-(!2$- ,+,$!(# #+2&# 2C- !,$G "!/#R#&-; A( O<+=; >;Q B O.PP* #, #"$:7%/#, !,$C-"=#2+1#&#, !( %(# !,$"%$%"# "!=%/#"* -&!B,! -.,!"0#" 7/#"#(!2$! /#2- !( 6%! #, #"$:7%/#, !,$C- -"=#2+1#&#,; S 8, # $"#2,+3C- &! 5#,!*
9 !"&+&# # -"&!( 7"+,$#/+2# O<+=; >;Q B O7PP;
!"#$!%&'() *$+#&!#+,-.#- /-0+ 1.2-$"!#3 )4 500!.)!" +# 1$%+.+678+,/+!*. 9
0):+() .) "!#-; 8##/;<<===>?">&!&:>-(&<@-"-+$:8<2,(<
>D
!"! #$%#&'() ) #$*+)%#&#) ($ ')%,-.))/$*
!"#$% &'() *%+ ,-.$#.#$% /$!-.%0!1% 23 -40!235 %1.6- 23 -!-.67% $60%8%$5
*9+ %:4- 3 -!-.67% $60%8%$ 6 */+ %:4- % .$%1-!;<3 26 =%-6 13 6-.%23
>#!23'
!" #$%&'()* * #$+,*%&'&* )$ -*%./0**1$+
?3 6-.#23 2%- .$%1-!;@6- 26 =%-65 #-%73- #7% 2!-.$!9#!;<3 26 A603/!2%B
26- !1!/!%!- 26 CD :%$.!123 2% .67:6$%.#$% 26-6E%2% % -6$ %73-.$%2%'
?3 61.%1.35 #7 937 .6-.6 :%$% #7% 2!1F7!/% G#6 -6 :$3:@6 % =#1/!3B
1%$ /373 #7 .6$73-.%.3 6 $6:$32#H!$ %- 7I2!%- 13 !" #$% /%1J1!/35
I :%$.!$ 26 #7% 3#.$% .67:6$%.#$% 6K3# 3#.$3 .!:3 26 2!-.$!9#!;<3 26
A603/!2%26- :%$% 39-6$A%$ -6 60% 6A30#! :%$% #7% 2!-.$!9#!;<3 %26G#%2%
65 67 G#%1.3- :%--3- 26 2!1F7!/% *.67:3+' L M7 26 $6%0!H%$ 6-.6 .6-.65
:%$.!73- 26 #7% 2!-.$!9#!;<3 26 CD 67 #7% .67:6$%.#$% !1!/!%0 2!=6B
$61.6 2% .67:6$%.#$% % -6$ %.!1"!2%5 %--!7 /373 26 #7% 2!-.$!9#!;<3
26 A603/!2%26- #1!=3$76'
N9-6$A%B-6 G#6 :%$% %79%- 2!-.$!9#!;@6-5 % 7I2!% 2%- A603/!2%266-.O 67 H6$35 /373 26-6E%B-65 7%- 3 -!-.67% !1!/!%0 1<3 61/31.$%B-6 6-B
.O.!/3' P 6A!261.65 :60%- * !"-' &'Q 6 &'&+ G#6 167 .32%- 3- O.373- 23
"O- .67 % 76-7% A603/!2%26 !1!/!%05 RO O.373- 061.3- 6 O.373- 68.$6B
7%761.6 $O:!23-' L #.!0!H%;<3 2% 2!-.$!9#!;<3 26 CD :3--!9!0!.% G#6 %
616$"!% /!1I.!/% 7I2!% :3$ O.373 23 "O- -6E% 2!$6.%761.6 :$3:3$/!31%0
% -#% .67:6$%.#$% %9-30#.% *6G#!:%$.!;<3 26 616$"!%+'
,793$% %- -!7#0%;@6- .61R%7 -!23 $6%0!H%2%- 13 !" #$% /%1J1!/35
.%79I7 /31R6/!23 /373 !" #$% ?ST5 :3$ 7%1.6$ /31-.%1.65 2#$%1.6
% -!7#0%;<35 3 1U76$3 26 :%$.V/#0%-5 3 A30#76 6 % .67:6$%.#$% 23
-!-.67%5 39-6$A%B-6 >#.#%;@6- 1% .67:6$%.#$%5 26 7323 G#6 %:61%- -6
7%1.I7 67 7I2!% /31-.%1.6 * !"' &'W+'
&&
!"#$%&' () ' *+, -. &.//!0-12'/., /! -3/453 ! -.
/',617''8.0
#
!"#$%"&'"()* +, -%*&)&"."+)+,
!"
'!!!
&!!
#!!
$!!
%!!
!
!"!!#
!"!!$
!"!!%
!"!!!
!"!!%
!"!!$
!"!!#
!"!!%
!"!!$
!"!!#
$%&'()*!*%
#
!"#$%"&'"()* +, -%*&)&"."+)+,
!" '!!!
&!!
#!!
$!!
%!!
!
!"!!#
!"!!$
!"!!%
!"!!!
$%&'()*+*%
!"#$% &'() *%+ ,!-.$!/#!012 34 54627!3%34- 82 !897!2 3% -!:#6%012; #.!<
6!=%832 #:% 3!-.$!/#!012 #8!>2$:4 ?%$% %- 54627!3%34- 4 */+ %2 @: 3%
-!:#6%012' A/-4$5%<-4 B#4 %- C$4%- 3%- 3!-.$!/#!0D4- -12 !"#%!-'
&E
!"! #$%#&'() ) #$*+)%#&#) ($ ')%,-.))/$*
#
!"
!"#$%"&'"()* +, -%*&)&"."+)+,
'%!!
'!!!
&!!
#!!
$!!
%!!
!
!"!!#
!"!!$
!"!!%
!"!!!
!"!!%
!"!!$
!"!!#
!"!!%
!"!!$
!"!!#
$%&'()*!*%
#
!"
!"#$%"&'"()* +, -%*&)&"."+)+,
'%!!
'!!!
&!!
#!!
$!!
%!!
!
!"!!#
!"!!$
!"!!%
!"!!!
$%&'()*+*%
!"#$% &'&( )%* +!,-$!.#!/01 23 43516!2%23, 23 7%89355:;15-<=%>>? >1
!>@6!1 2% ,!=#5%/01 % #=% -3=A3$%-#$% 23 &BC 3 ).* %1 D= 2% ,!=#5%/01
61= -3=A3$%-#$% 23 EBC' F.,3$4%:,3 G#3 %, H$3%, 2%, 2!,-$!.#!/I3, ,01
!"#%!,'
&J
!"#$%&' () ' *+, -. &.//!0-12'/., /! -3/453 ! -.
/',617''8.0
!"#$% &'() *#+#%,-./ 0% +.12.$%+#$% 34 +.124 2%$% 5%6 789:; .
5<678=&:;'
> %0!,?4 0. #1 $./.$@%+A$!4 %4 /!/+.1% 24//!<!*!+% B#. /#% .3.$"!%
@%$!.' C /!/+.1% ./+.30!04D E43/+!+#F04 04 /!/+.1% 0. 2%$+FE#*%/ . $.G
/.$@%+A$!4D .3E43+$%G/. 34 !" #$% 1!E$4E%3H3!E4 5IJK6 . /#% .3.$"!%
+4+%* L E43/.$@%0%' M4$+%3+4 +40% .3.$"!% E.0!0% 2.*4 /!/+.1% L %</4$G
@!0% 2.*4 $./.$@%+A$!4 . @!E.G@.$/%' N E41#1D 3%/ /!1#*%,-./D 1.0!$ %
.3.$"!% +4+%* 04 /!/+.1% ./+.30!04D .1 E%0% 2%//4 0. +.124 2%$% EO.E%$
/. % .3.$"!% L E43/+%3+. 34 +.124'
&P
!"#$%&' (
!"#$%&'! ( )(*&+(#,-./&
!"#! #$%&%'()* +)"#$%+)" #),%" %" #-./0.%" !/1)'10,%" 2%$% !"#3,%$
3+ "0"#!+% ,! +30#%" 2%$#4.3'%" 3#0'05%/,) ,0/6+0.% +)'!.3'%$ ! 78
5!+)" 3+% $!10"9) #!:$0.% ,) +-#),) ,! )"-8;))1!$< = ,0/6+0.%
,! )"-8;))1!$ - ,!#!$+0/4"#0.% ! $!1!$"41!' /) #!+2) ! $!%'05% 3+%
%+)"#$%>!+ !"#%#4"#0.% /) !" #$% .%/?/0.) ,! 3+ "0"#!+% ,! +30#)"
.)$2)" % 2%$#0$ ,% "3% ,0/6+0.%< @""! "0"#!+% - %.)2'%,) % 3+ >$%3
,! '0&!$,%,! !A#$% B"0"#!+% !"#!/,0,)C D3! ,!"!+2!/(% ) 2%2!' ,! 3+
$!"!$1%#:$0) #-$+0.)< @"#3,%+)" ,)0" "0"#!+%" ,0E!$!/#!" /% ,0/6+0.%
,! )"-8;))1!$F ) )".0'%,)$ (%$+?/0.) ! 3+ >G" ,! H!//%$,8I)/!"<
@+ 3+ #$%&%'() 23&'0.%,) ")&$! ) )".0'%,)$ (%$+?/0.) /% ,0/68
+0.% ,! )"-8;))1!$* )" %3#)$!" .)/"0,!$%+ D3!F J) )".0'%,)$ (%$+?8
/0.) .'G""0.) 3/0,0+!/"0)/%' - D3%'0#%#01%+!/#! 3+ 2$)&'!+% +30#)
+%0" .)+2'!A) ,) D3! - ) >G" 0,!%'< = 0/#!$%K9) !/#$! % E$!D3L/.0%
E3/,%+!/#%' ,! )".0'%K9) ! % E$!D3L/.0% %"").0%,% .)+ % 1%$0G1!' s ,)
&%/() #-$+0.) .)/,35 % 3+% %+2'% 1%$0!,%,! ,! #$%M!#:$0%" $!>3'%$!"
! /9)8#9)8$!>3'%$!"JNOPQ<
R%$% ) )".0'%,)$ (%$+?/0.) /% ,0/6+0.% ,! )"-8;))1!$* )&"!$1%8
+)" %" #$%M!#:$0%" $!>3'%$!" !+ +!0) %" #$%M!#:$0%" .%:#0.%" /) !"2%K) ,!
E%"! 2%$% ,0E!$!/#!" .)/,0KS!" 0/0.0%" ! 2%$6+!#$)" α NOPQ* %""0+ .)+)*
"3%" 2$)2$0!,%,!" !"#%#4"#0.%"< @+ !"2!.0%'* 10+)" D3! % ,0"#$0&30K9)
,! +)+!/#)" ,! %'>3+%" #$%M!#:$0%" D3%"!82!$0:,0.%" /9) .)$$!"2)/8
,!+ % 3+% ,0"#$0&30K9) >%3""0%/%< R)$#%/#)* ) )".0'%,)$ (%$+?/0.) /%
,0/6+0.% ,! )"-8;))1!$ /9) $!2$),35 %" +-,0%" ,) )".0'%,)$ .%/?/0.)
)3 2$!.0"%$0% ,! 3+ #!+2) 0/7/0#) 2%$% D3! 0"") ).)$$!""! NOPQ<
PT
!"#$%&' ()
'* &%+,' - "-.+"- $/0!+
! "##$% &'( )*')'+,' )'* -.*,/0.% 123(0 3 45673*!.0 8-149
5!. .2,3*.:;' 0. <(0=!(6. <3 >'+?@A''B3*% 6'! ' )*')C+(,' <3 (0625(*
0;' .)30.+ 5! D0(6' ,3*!'+,.,' B.*(EB32% !.+ 5!. 6.<3(. <3 ,3*!'+@
,.,'+ <3 >'+?@A''B3*F ++. .2,3*.:;' 0. <(0=!(6.% +3G50<' '+ .5,'*3+%
&'*0363 5!. <(+,*(H5(:;' 6.0I0(6.% '0<3 ' &'*!.2(+!' <3 >'+?@A''B3*
&.2J. K$LMF
NH+3*B.!'+ O53 ).*. .+ !3+!.+ 6'0<(:P3+ (0(6(.(+ 0.+ O5.(+ ' '+@
6(2.<'* J.*!I0(6' 0. <(0=!(6. <3 >'+?@A''B3* 3Q(H3 ,*.R3,C*(.+ *3G5@
2.*3+ 3 O5.+3@)3*(C<(6.+% . .<(:;' <3 5! ,3*!'+,.,' 3Q,*. +3G50<' .
.H'*<.G3! -14% RE ? ' +5S6(30,3 ).*. O53 . <(+,*(H5(:;' <3 !'!30@
,'+ SO53 H3! )*CQ(!. <. 6.0I0(6.F T3++. &'*!. ).*. 3+,5<'+ !.(+
*(G'*'+'+ <3 +(+,3!.+ 30B'2B30<' )'56.+ ).*,U652.+% .<(6('0.* 5! '5
!.(+ ,3*!'+,.,'+ . <(0=!(6. <' *3+3*B.,C*(' 8H.0J' ,?*!(6'9% )*'<5V
5!. .!'+,*.G3! !32J'* 0' !" #$% 6.0I0(6'F >' 30,.0,'% .,? O53
)'0,' . .<(:;' <3 ,3*!'+,.,'+ ,'*0. 3*GC<(6' +(+,3!.+ <3 )'56'+ G*.5+
<3 2(H3*<.<3% .(0<. ? 5! )*'H23!. 3! .H3*,' K$WMF
N +3G50<' +(+,3!. 3+,5<.<' ? 5! GE+ <3 X*GI0(' 6'! YZZZ E,'@
!'+ O53 (0,3*.G3! +3G50<' 5! )',306(.2 <3 [300.*<@\'03+F ].*. 3++3
+(+,3!.% 'H+3*B.!'+ ,*.0+(:P3+ <3 &.+3% .++(! 6'!' . 3S6(^06(. <' ,3*@
!'+,.,' <3 >'+?@A''B3* 3! !.0,3* . ,3!)3*.,5*. 3! !?<(. .)*'Q(@
!.<.!30,3 6'0+,.0,3 3 'H+3*B.!'+ <(+,*(H5(:P3+ <3 !'!30,' 3! 6'0@
6'*<=06(. 6'! ' !" #$% 6.0I0(6'F
_!. <.+ 6.*.6,3*U+,(6.+ (0,3*3++.0,3+ <' ,3*!'+,.,' <3 >'+?@A''B3*
'H+3*B.<'+ 0' 6.)U,52' .0,3*('*% 3+,E *32.6('0.<. 6'! . <(+,*(H5(:;' <.+
B32'6(<.<3+ <' +(+,3!.F NH+3*B'5@+3 O53 (0<3)30<30,3 <. <(+,*(H5(@
:;' (0(6(.2 5,(2(V.<. +3* 50(&'*!3 '5 <3 -.Q`322@a'2,V!.0 8G.5++(.0.9
).*,(0<' <3 5!. ,3!)3*.,5*. <(&3*30,3 <. <3+3R.<.% ).++.<' ' ,3!)'
<3 *32.Q.:;' <' +(+,3!.% . <(+,*(H5(:;' <3 B32'6(<.<3 √
3B'25( ).*. 5!.
<(+,*(H5(:;' b.5++(.0. <3 <(+)3*+;' )*')'*6('0.2 . T '0<3 T ? .
,3!)3*.,5*. <3+3R.<.F
]'<3!'+ 6'0625(* O53 ' ,3*!'+,.,' <3 >'+?@A''B3* 65!)*3 . &50:;'
<3 G3*.* 5!. <(+,*(H5(:;' <3 6'0SG5*.:P3+ 6.0I0(6.+ ).*. '+ !'!30@
,'+ ).*. 5! GE+ <3 [300.*<@\'03+ 3 .+ (0&'*!.:P3+ <(0=!(6.+ 'H,(<.+
<' +(+,3!. +;' *3.2U+,(6.+ 6'! ,*.R3,C*(.+ +5.B3+ 3 6'**3,. !.G0(,5<3
<.+ c5,5.:P3+ <3 ,3!)3*.,5*. K#MF >' 30,.0,'% .(0<. ? .++50,' .,5.2
<3 <3H.,3 +3 ,3*!'+,.,'+ J.!(2,'0(.0'+ <3+6*3B3! 6'**3,.!30,3 &30I@
!30'+ <3 ,*.0+)'*,3 <3 6.2'* KdZM '&3*3630<' 5!. 0'B. )3*+)36,(B. <3
(0B3+,(G.:P3+ &5,5*.+F
LZ
!"!#$%&'() *'+,'-.#/0&()
!" #$%&'()* +, -./01 /23 .45/643 745893.:;42 </2=9>/.6:154 7=79
64<7,
!"#!$% &' (&)!*+ ,-.%#/%
* 2,?@* >, !AB? 9 !!C!* DAA!,
D" EFG)$(H$(* I,%, -J4 </2= .K547 K8 1K<>L6/6:K2 :2 3.LM 3:79
1K;4.=,
0/#!+/!
* ;,@A@ 2,NBBN* >, !O!@ 9 !O!O* DAAC,
@" ($IPQ(* P, $, E, H>.4/3 K8 4>:34<:1 3:74/74 K2 246RK.S7,
,-.%#/12 !"#!$ 3
* ;,BB* DAAD,
C" )'FG)'* T,U P$QG(H* %,F, Q>>.K/1J47 6K 6J4 7:<L5/6:K2 K8
.4M:K2/5 15:</64 1J/2M4V Q .4;:4R,
!"#!$% &' 4!&5-.%#/%
* ;,
DW* >, !W! 9 D!B* !WW!,
N" #:.X45* Q, #, 46 /5, $1K5KM:1/592:1J4 8/16K. /2/5=7:7V #KR 6K 1K<9
>L64 J/Y:6/697L:6/Y:5:6= </>7 R:6JKL6 /Y74214 3/6/Z
3/&2&6.
*
;, O@* >, DAD? 9 DA@B* DAAD,
B" QPFG'P* $, [, P, $76L3K 3/ 4;K5L\]K 3:2^<:1/ 34 2/2K_K7 34
1KY.4 4 KL.K, DAAB, WA>, +:774.6/\]K 9 '276:6L6K 34 T:7:1/ )54Y
I/6/MJ:2* `2:;4.7:3/34 $76/3L/5 34 a/<>:2/7, a/<>:2/7bH[*
DCbA@bDAAB,
?" $GaF%$HH'* TL.:K,
7 8&2!/921* ).+18#/% 5*#8!*
, H>.:2M
aK554M4 :2 aK<>L6/6:K2/5 [J=7:17* -.:4764* !WW?,
O" Q%%$(* P, [,U -'%+$H%$c* +, E,
2#<9#)%
:&859;!* %#8921;#&+% &'
, Fd8K.3 `2:;4.7:6= [.477* Fd8K.3* !WO?,
W" #e($(&$G)$G* [J:5:>>4 #, -J4.<K76/6 /5MK.:6J<7 8K. PK9
541L5/. 3=2/<:17 7:<L5/6:K2,
7)"1+/!% #+ ,&2.8!* 0/#!+/!
2,!?@* >, !AN 9 !CO* DAAN,
B!
*
!"! #$%&'( )&)*&+, -"&%'(
!"# $%%&'%'() *+ ,+ -./0123456 4/6278653 9:;54<7. 75678650</;.
=/3 6<>8<9 .560+
!"#$%&' (!)*$%* +",,"-*
) ;+!") ?+ @AB C @D!)
!EB!+
!!# FG&HIJHG) K5;. '+ L/6278653 9:;54<7. .<48650</;. 50 7/;.C
05;0 ?32..832 5;9M/3 024?2350832+
!"#$*,-)
.!" /01-2&' 03 (!)*$%&'
) N+B@) ;+O) ?+ @PQO C @PEP) !EQ"+
!@# RHIHG&JHG) K+ S+ '+ 20 56+ L/6278653 9:;54<7. T<01 7/8?6<;U
0/ 5; 2V023;56 W501+
.!" /01-2&' 03 (!)*$%&' !"#$*,-)
)
N+Q") ;+Q) ?+ PDQO C PDE") !EQO+
!P# G%JX) J1Y<71<+ F L/6278653 9:45;<. 4201/= =/3 .<48650</;. <;
012 75;/;<756 2;.24W62+
40'"%1'&- (!)*$%*
) N+ !"") ;+!) ?+ !EE!C
!EEQ) @""@+
!O# K%%,HI) $<66<54 Z+ '5;/;<756 9:;54<7.[ H>8<6<W3<84 ?15.2C
.?572 9<.03<W80</;.+
(!)*$%&' 5"6$"7 8
) N+P!) ;+P ?+ !DEA C
!DEB) !EQA+
!A# JFR-G%)
6278653
\1562.
8.5;9/
/
*+
I+
20
?/02;7<56
56+
92
J<4865]^/
92
*2;;539CS/;2.+
&<;_4<75
L/C
&<.?/;`N26
24[
a100?[MMTTT+U7U+8=b=+W3M?8WM9/7@E+?9=c+ F72../ 24[
!A =2N+
@"!A
!D# ,HI*H\) */8?+ '/4?8023 d2V?23<42;0.d/; 765..<756 e8<9.+ -+
\1234/9:;54<756 ?3/?230<2. /= *2;;539CS/;2. 4/627862.+
*$%&' 5"6$"7
(!)9
) N+!AE) ;+!) ?+ EQ C !"P) !EDB+
:2;"-*,&2;$2< 40'"%1'&=$#1'&,$02> ?-0# 8'<0-$,!#* ,0 8@@'$%&,$02*
!B# fIHG(H*) &55;g JL-\) R232;9+
+ F75924<7
h32..) J5; &<2U/) !EED+
!Q# IFKLFG) F+ '/332650</;. <; 012 4/0</; /9 50/4. <; 6<>8<9 F3C
U/;+
(!)*$%&' 5"6$"7 +",,"-*
) FO"A) !EDO+
!E# J\-**-GZHI) f+ K+g $HRHI) \+ F+ */756 %3923 5;9 J038708C
356 \35;.<0</;. <; F4/3?1/8. L2056CL20566/<9 F66/:.+
5"6$"7 A
(!)*$%&'
) !EAOC!EDP )!EQA+
@"# \HIJ%ff) S+ G2T 24?<3<756 5??3/571 =/3 012 .03870832 5;9
2;23U: /= 7/N562;0 .:.024. h1:.+
B""") !EQQ+
D@
(!)*$%&' 5"6$"7 A
) DEE!C
!"! #$%&'( )&)*&+, -"&%'(
!"# $%&'() *+, '-./0-) 1+ 0234567289283 :;5<852=>? @;A 5A=8?252;8
B<5=>? =89 =>>;C?+
!"#$%&' ()*$)+ ,
!!# /.H$'-*0) I+ J+ K&'K(I) I+ L+
) 8+DE) !!6FF) "GGF+
-.'$/ -0&0) !"#$%#
+
MA;;N?O$;><) M<>B;85) "GPQ+
!F# R/0H'(/ '+ S+ M&/%&) R+ L+
-0&0$#0$%&' 1)%!&2$%#
+ /T=9<6
B2T RA<??) K=??=T4U?<55?) !V""
!D# '&(*)
34 352/&6)20&'# .7 #0&0$#0$%&' &2/ 0!)86&' 9!"#$%#
+
KTWA=X6H2>> M;;N $;B:=8C) I;Y= Z;AN) "GQ[+
![# R-.$H) H=A=>9 /+, H--1&') J2>>2=8 W+, 1&.&%Z) *A=8\ ]+
$=8;82T=> 9C8=B2T? ;@ I;?^;?T2>>=5;A_ .5=72>25C) ;A9<A) =89 T4=;?+
!"#$%&' ()*$)+ :
) Y+FF) 8+Q :+ D![F 6 D!Q[) "GEQ+
!Q# K/'0ZI/) W><88 ]+,
I;?^6H;;Y<A T4=28?_
8=B2T?+
S%&(I) K2T4<> %+,
0UTN<AB=8) K=AN+
04< T=8;82T=> <8?<B7>< Y2= T;8528U;? 9C6
;!) <.582&' .7 !"#$%&' =!)6$#08"
) 8+GP) :+ !QF[ 6
![DF) "GG!+
!P# H--1&')
J+
W+,
H--1&')
$+
W+
&A3;92T25C
;@
=
02B<6
'<Y<A?27>C 04<AB;?5=5<9 H=AB;82T -?T2>>=5;A =89 54< !V"D (=8
.8;;N RA2\<+
%!2.'.?"
=.6950&0$.2&' 1)0!./# $2 -%$)2%) &2/ ;)>
) 8+!V) :+ EP 6 G!) !V"D+
!E# /A3;8_ 54< <??<852=>?+ L2?:;8`Y<> <B a455:_OOXXX+X<7<><B<85?+
T;BO=A3;8Ob /T<??; <B_ "[ @<Y+ !V"[
!G# &?5AU5UA= $A2?5=>28=+ L2?:;8`Y<> <B a455:_OO:5+?>29<?4=A<+8<5
O><=89A;7=A7;?=9=?2>Y=[DPO<?5AU5UA=6TA2?5=>28=6"Q[[EF!Db
/T<??; <B_ !Q 9< @<Y 9< !V"[+
FV# H--1&') J+ W+, H--1&') $+ W+ H=B2>5;82=8 54<AB;?5=5? @=2>
=.6652$%&0$.2# $2 @.2'$2)&8 -%$)2%)
&2/ @56)8$%&' -$65'&0$.2
5; :A;B;5< 4<=5 c;X+
8+"E) :+ FFQ[ 6 FFP!) !V"F
QF
!"! #$%&'( )&)*&+, -"&%'(
!
!"#$%&'
!"#$#%& #%
'%!!$(#)*+!%&
!"! #$#%&'!# ()'*)#%)# *)" !*&+!# ,' %$*) -& ')./(,.!0 / ()','
,%$.$1!" ! '!##! -! ')./(,.! &' ,+$-!-& 2,+-!'&+%!.0 ), #&3! m = 14
5&#%! 6)"'!0 ) ')'&+%) & ! 7&.)($-!-& -)# /%)')# #8) $9,!$#0 !##$'
()') ! 6)":! & ! !(&.&"!:8)4 ;& ) #$#%&'! &#%< #,='&%$-) !) *)%&+($!.
-& >&++!"-?@)+&#0 -&#("$%) *&.)# *!"A'&%")# ε & σ0 ),%"!# ,+$-!-&#
6,+-!'&+%!$#0 ()') &+&"9$! & *)#$:8)0 *)-&' #&" "&-&B+$-!#4 C *!"%$"
-$##)0 ),%"!# D,!+%$-!-&# +8) 6,+-!'&+%!$# #8) 6!($.'&+%& "&-&B+$-!#
%!'=/'0 -& ')-) D,& %)-!# !# ,+$-!-&# !*E# %"!+#6)"'!-!# %)"+!'?#&
!-$'&+#$)+!$# FGH4 C.9,'!# -&#%!# %"!+#6)"'!:I&# -& 7!"$<7&$# *)-&'
#&" )=#&"7!-!# +! JK!=4 CL4
MN
!"#$%&' ( )#%$ $'* $' +'## ,$-./#'*
!""#$%&'("!)
.#))#
/012
3-)45"6-#
70178σ
9!/:!$#4+$# 9019;kb /ε
<($=#
<01F.σ/ε
9!/:(
401(ε/m.σ2 )1/2 .t
>"!$?-#
>01E/ε
@$!))A(
:01p.σ3 /ε
σ
σ 012
ε
ε012
3!")-%#%!
*!%+,-%#
/012
9019;kb /ε
<01F.σ/ε
401(ε/m.σ2 )1/2 .t
>01E/ε
:01p.σ3 /ε
σ 012
ε012
ρ01ρ.σ 3
9#B!C# D;2E 9$#")F($/#=A( %! +"-%#%!) :#$# +/ )-)4!/# %! +"-%#%!)
$!%+,-%#); 9#B!C# $!4-$#%# %! GHI;
JJ
!"#$%&' (
!"#$%%&' (' )*#*+,
!"#$$%& #' (') $*'(+),%& -# -*./'*0) '&+#0(+)" 1 '#-*-) 0&' 2)$#
.) !"#$%%&' (' )*#*+, ($ -,+.%*.% 3456
W (r1 , ..., rN ) =
N
X
ri .FTi otal
789:;
i=1
<&' FTi otal $#.-& ) =&",) >&>)+ ?(# )>() .& @>&'& *9 '1-*) #$>)>A>*0)
BCD -) ').#*") ($()+6 ?().-& >")>)E$# -# '1-*)$ #' >")F#>G"*)$ -#
H*.)'*0) I&+#0(+)"9
1
< W >= lim
t→∞ t
Z
t
dτ
0
1
t→∞ t
ri (τ ).mi r̈i (τ )
789J;
i=1
K.>#L").-& !&" !)">#$
< W >= − lim
N
X
Z
t
dτ
0
N#+) #?(*!)">*,%& -# #.#"L*) &2>#'&$
N
X
i=1
< W >= −dN kB T
mi |ṙi (τ )|2
789M;
789O;
<&' d $#.-& ) -*'#.$*&.)+*-)-# -& $*$>#')6 N & .P'#"& -# !)">A0(+)$6
# kB ) 0&.$>).># -# 8&+>Q')..9
R4
!"#$%&' () '*!+',,-. $. /%+% 0
!"#$"%!"&' (&)$*&+ ,&!+-)$#%# % .&#/% "&"%0 12$ %3$ $* 2*% (%#4
"5,20% ,&*(&+"% )$ )2%+ ,&!"#-62-/7$+8 )% .&#/% -!"$#!% Fi ' )$#-9%)%
)% -!"$#%/:& -!"$#%";*-,%8 $ )% .&#/% $<"$#!% FExterna
=
i
>?=@A
B .&#/% $<"$#!% C $<$#,-)% ($0%+ (%#$)$+ )% ,%-<% )$ +-*20%/:&=
D&!+-)$#%!)& %+ (%#"5,20%+ $* 2*% ,%-<% (%#%0$0$(-($)% )$ 0%)& Lx '
Ly ' $ Lz ' ,&* 2*% )%+ +2%+ 12-!%+ !% &#-3$* )& +-+"$*% )$ ,&&#)$!%4
)%+' $ 9&02*$ V = Lx Ly Lz = B ,&!"#-62-/:& )$ < W Externo >' (&)$*
+$# &6"-)%+ % (%#"-# )$ >?=EA=
FTi otal = Fi + FExterna
i
< W Externa >= Lx (−P Ly Lz )+Ly (−P Lx Lz )+Lx (−P Lx Ly ) = −dP V
>?=FA
FG

Documentos relacionados

SWISS EPHEMERIS for the year 1919 JANUARY 1919

SWISS EPHEMERIS for the year 1919 JANUARY 1919 SWISS EPHEMERIS for the year 1919 JANUARY 1919 Day W T F S

Leia mais