!"#%$&'!&)(+*-,/.(01325462-"879:2+, ;<!52-&)(+*-,
=>@?A1CBD@878E<(@F @(0*-,
GH&)(0(+78(+*-,I4KJL2-1'&'*-,NM@O &32
P
Q=>!1C4R78E<878ES98(UTV+4D98(W &)7(XQ&)$1';Y#[Z]\^;<1)?_(@`Q&'a2-(
&)# b4D*-,_O ! &'*-,cGH&'a2+(+*-,I4KJL2+(@`Q&)(0(+78(+*-,I4KJL2-7
98 Qd7&3F @(+&325B62"e;Y78(@254R7
P
f6gihkjl]m'm'gihon5p@qCrtsuwvyxAz+{0s|r~}k
uwv+aa}k+'qC~ a
ww
av+'qLuwv+
p@qCrtsuwv xAz+{0s|r~}kz+v+owav+'qLuwv+w +r
glihag]L]am'tg]tn
- r~~r~¡£¢5r~
w¤a¤a¥
¢+kA¦! -§-r~¢+¨z-uw
w¤a¤w
©ª« ¬'li]®¬)gihon¯D¨ws) - ~ §° ±°¨rt²ar~
³+ª«
¬'li]®¬)gihon¯D¨ws) - ~ ± 5´8r~v+¨r~
av+'qLuwv+wµ-+r~v>¦! §-r~¢+¨z-uw w¤a¤w
! #"%$'&'(*),+.-/)1021#0&
3547698:<;=8>@?<:A 3
BC47DE8F=7G!H=JI5KL8F=<MNDPOQ,RSKTIUQQWV#O<:XYZI\[5=;];^?<:[_O<?QAU=.`ba<H<;>=_6cK`d=8>=K?<:AU=: B
a uw´8¨z+v++¡ !+r~}k} v-uef>´8¨a¨¨¡uwv
a a hg }k}kar~¡ r~kv+r~N
a uwjiov.kar~'qCqCkav+¨¡ !+r~}k} ¦
a
¥ uw
av+¨z+¡ ¡ !+r~}k}
mlAv+¨ef+r~f+r~q
¥
mlAv+a}kr~eff+r~q Sa
mnDkv+r8s|of+rr~¡ {+k¨kef+rSlAvqCr~¨¨zef@z+v+p krPq uwa'qLuWr'p!{5r~~]s-iuiqCkav S
tC4ZYZ=.>@HI\[\8vuZ?<:[xw#uWI\:I\V#=.>@KL8F= 3y
¥ a mnDv++aar~v+ qziq{kaav|q^}f+}k'qLuwv+ z+v+>´8r~¨z+v+f+r~qU S
¥ a a ~nDv++aar~v+ qziqAuw}k ¡ rtqf+!+kef+r~A¯D¨a¢+}kr~¡ S
¥ a
hiov+'qC¨z+¡ r~vqCr~v.kwuw¨uw¢+}kr~v!'pefziqC~z+v+ S@
¥
uwz+Cuw}kqziq
¥ a rs-v+qCkavkaav uwz+Cuw}kqziq v-uef>´8Cuwv+ar~
¥ h6r~'qkar~'suf+¨r~v i
¥ ¥ xAk++r~v! uw¨w@k !+r~}k}kr ¦
4Zj=?=KT= =V758KL8FQH=_N=JQW?<;>O>= BU
a mnD¡ {+k¨kef+rblAvqCr~¨¨zef@z+v+ar~v>¡ q{iTA'pefziqC~z+v+
w
a a ~nD¨¢+ef-uis q uw}k{iov+'qC¨z+¡ r~vq w
a ~ wq¨qCr~¨kr~ar_kv+v uw}k{iov+'qC¨z+¡ r~vqQ ¥
krIp!zef+r v-uef uwz+Cuw}kqziq _kef+r~v|q^}f+}k'qLuwv+ z+v+>´8r~¨z+v+f+r~ q: ¥a¥
¥ r~nDkv-z+¨{kaavq^}f+}k'qLuwv+yuwz0sK+kr ´8r~¨z+v+f+r~qjkaav kv++r~¨v: ¥a
4G!H=JI5KT=.>8FQH=_6cKu;a<K?<:AUQ=KTQW?H= tU
¦! a ¯KuwCuw¡ rtqC¨k¨kr~¨z+v+ !+r~ s|z+v+qCkav-uw}kr8§-a¨¡ ¥
¦! mnDkv-z+¨jkaavYr~¨¡,aar~v+¨ef+eL@ ¥
¦! a hg }k}kar~¡ r~kv+r/Ya¨¢5r~¡ r~¨@z+v+ar~v ¥
¦! hg v-uw}²!¨rr~kv+r~/5°r~)¯6r~¨k!+r~v !+r~}k}k
C4?QO<V7V#=:OQQW?<:A?<:[b?QW<;8u U
!4jDE8KT=Uu}>=Kj j=KTA\;=8HZ[5=Kj=V758KL8FQH=:m¡d:>=KTQW?H<?<:AU=: t
¢ 4jDE8F=£/O<V 8;>I\:?<:¤u}>8FI\:
¥
4DPOQ¦KTI\58>XYZI\[5=;]; U
D,49£/=K;=8>@?<:A[5=Kj jI5KT§}=8H=:Z[5=KbN=JO¤u}>8FI\:=:ZO<?/ j=KV#¨UAU=:QQHI\u.Q
6 4<8>=KTO>@?<K=KT§}=8H<:58FQ
41698[5=JQQ>O>>@;8H=_6cKu;a<K?<:A Ut
)1""),b(*),+.-/)1021#0&
a nD¡ {+k¨kef+rblAvqCr~¨¨zef@z+v+ar~v>+r~´8¨a¨¨¡uwv!
!+r~}k}k ¦ ¥
#0" &'(*),+.-/)1021#0&
a nDvq_eL@}kz+v++r~ uef0s|Cuwarv-uef>´8r~¨z+v+f+r~qC¨iuw{+qLuw}
nDvq_eL@}kz+v++r~ uef0s|Cuwarv-uef ¡ r~+k~kv+kef+r~v| r~k'qCz+v+ar~v
¥ lAvqCr~¨ef+kr~+}kef+rSqUk¨@z+v+!kaav7lAv+a}kr~eff+r~q£ S ¥
xAk++r~v! uw¨w@k !+r~}k} w
¦! nDvq_eL@}kz+v++r~_{f²!¨kef+r~v
uw{+qLuw}k
a
nDvq_eL@}kz+v++r~_{f²!¨kef+r~v
uw{+qLuw}k ¡ qYr~¨¡,aar~v+¨ef+eL@ ¦
0#")10%$
kr~¨rPg ¨¢5r~q ¢5rtsuw¨'q_¨ef ¡ q +r~¡ z+Cuw¡ ¡ r~vf-uwv+*kaav#q^}f+}k'qLuwv+ z+v+y´8r~¨z+v+f+r~q
±°r~k+r ´8ar~v ¨kv+ v+efq¨}kr~efq£a¨r~s|¢-uw~µ\_kr r~uwz0sA+r~v r~¨'qCr~v±°}keLr~¨ef+r~kv+r~v
¡uw-¨ k'q v-uef>+r~/q^r~}qCar~¨z+v+f+r~qC¨a¨uwv+kCuiqCkavy´8r~¨z+v+f+r~q+rs-v+kr~'q8uw}k . T
W <W J J @ ! N J Z S
.#"'W$b@ &%/ Aefq v@z+~µ!-uw¨ iuwz+¡ r~kv+r~¡ +kr~¨r8 rs0
v+qCkav ar~}vzwzs- k'q'zw¨r ¨kr°r~~µw¨djo+¨+r °}f+}0iuwz+¡Nr~kv+r~'kaav¨ef¢5rf-uwz+{0qCr~vav+v+r~vµ
r~ ¨r~ ar~¨z+v+ykv +kr~¨r~¡ p!kv+v+rw iovqCr~¨r~¨Cuwvq k'qµ+-uw¨_+krdqx)( kaav ¨a~ uw}kr~¡ q^}f+}k¢5r
s-v++r~v ¨{+¨efq - r~v+v +r~ ¨a~ uw}kr8p@qLuiqCz+<D!+r~ ¢5r~¨¨r~~µ-+r~ ¨a~kawav+a¡ kef+r8p@qLuiqCz+°
'qCrfqDkv£+kr~¨r~^g ¨¢5r~qRrf+r~Rk¡h z+Cuw¡ ¡ r~vf-uwv+ ¡ q'q^}f+}k'qLuwv+uw}k6¡ qD´8r~¨z+v+f+r~q ap!
¢5r~v@z0qC~r~v r~kv+kar g z0qCa¨r~v!_kr w ± }g -uw¡ Rrtq<uw} *
w¤a¤a¥+
+r~v ¨a~kawav+a¡ kef+r~v p@qLuiqCz+
*pn<p
+
uw}kSiov++kiuiqCas%o+ -uwEawav+a¡ kef+r,q^}f+}kr~¨arf+r~v^r~kv+r~Eiov++]k!k+z+z+¡ ~µ6uw}k¨ s%o+
¨r~kv+r~v7q^}f+}k'qLuwv+ 5uwv+r~¢5r~vwa¡ ¡ r~vyv+efuwv++r~¨r aa}kef+wr~qCr~vykv>§-CuwarwµU_krI¨ef
+kr~¨r~'q^}f+}k'qLuwv+uwz+¨+oeLqpa z+ef -uw9nDkv+wa¡ ¡ r~vI!+r~K-uw'Yr~¨¡,aar~vµi¢5r~k+r~K+ef
r r~v+¨efqC}kef ¨yr~kv0suef kv ´8r~}k+r~kvf+r~qCr~v¡ r~¨¨¢-uw~ 6 ef °r~}ef+r~!nDkv+wa¡ ¡ r~v!+r~
°r~}ef+r~EYr~¨¡,aar~v^k'q s%o+I+kr nDvqCef+r~k+z+v+ar~v¨r~}krkwuwvq-, kr~¨r §-Cuwar k'qI¢5r~'qCr~v0suw}k}k
qCr~k}]°r~k¨r r~vqCef+kr~+r~vµ. uwD¨ef.*_kr kv+r~<´8r~ar~vJo+¢5r~¨'qCr~}k}kz+v+kv*g vf-uwv+SgQ~z ¨rf+r~v +
z+vqCr~ uwv++r~¨r~¡ -uwCuwv~r~kwqµ-uw¨+kr*°r~v+ka'qCr~v r~¡ {+k¨kef+r~v lAvqCr~¨¨zef@z+v+ar~v +kr~¨r~
z+Cuw¡ ¡ r~vf-uwv+a£uwz0s|a¨z+v+ +r~a}kr~ef+r~vq^}f+}k'qLuwv++)z+v+´8r~¨z+v+f+r~qC¨wav+~r~{0qC +
¨r~qjkar~¨a}kr~ef@¢-uw_¨kv+
iov|k!kr~}kr~v ±°r~¨r~ef+r~vy+r~)/wav+a¡ k,_k¨kar~¨¨zefqµ r~kv qf+r~a¨rtqCkef+r~
!+r~}k} uwz0s|~z!
'qCr~}k}kr~vµRz+¡ r~ kv§-a}kar uwv+r~10_ruw}kqziq£~zqCr~'qCr~v Yuw §-z+v+-uw¡ r~vq -uis%o+ r-20k'qCkr~'q
+z+ef-uwz+~µ!kv §-a¨¡/+r~ ´8¨a¨¨¡uwv! !+r~}k}k~µ°r~}ef+r~°kv
uw{+qCr~}
kaa¨ar~'qCr~}k}q _k¨ @ kr
k¨@z+¨¨kavs zw}k}q43¨r~+efW@v-uw{+{Quwz+~µ<-u -uw !+r~}k}_ef+avWkvxk!kr~}kr~v<uw¨uwvqCr~vxkaa)
ar~'qCr~}k}qE_z+¨+r z+v+}vzwv+a'q1nDkv+uwv+kv rf+¨¢oef+r~ arts|z+v++r~vxf-uiq D efv+k¡ ¡Iq£v@z+
+krs|of+r nD¡ {+k¨kr£qLuiqCzef+}kef0joeL@a¨]ruwz0s +kr~¨r~ !+r~}k}Dz+v+ kar~¨¨zefqµR-uwCuwz+ ~z
efziqC~r~v++r ´8}kr~ef@z+v+ar~v^uw¢+~z+}kr~qCr~vµ ¨|_kr r~Iw ± \q uwa'qLuWr5*)@ a+ kaa¨ef+}vzwwqµ\_kr
uw¡ nDv++r*kaav uw{+qCr~} ar~~r~kwq Ukr~}k}kr~efq }kkr~wq r~kv ´8¨z+v+>-uw¨kvµ5-uw¨8r r~v@¢-uwk¡
¡ r~ v@z+Ap!z+¢+iuiqCr~aa¨kr~v +r~ ´8¨a¨¨¡uwv! !+r~}k}k<¡ q +r~60_ruw}kqziq wav0s|¨avqCkr~'q°r~¨+r~v
av+v+r~vµz+v+ ¨r~}k¢+'q uwz0sK+kr~¨r~¡ A]karuwz ¨{+kr~}kr~v v+ef#k!kr~}krSnDkvo+¨¨rr~kv+r70_a}k}krwµ!+kr8kv
+r~80_ruw}kqziq uw v+efq£¢5r~a¢-uefqC¢-uwI¨kv+ Kuwv+r~¢5r~v qLuwzef+r~v ¡ rtqf+!+kef+r ¯D¨a¢+}kr~¡ r
uwz0s9*_krkv
uw{+ qCr~}
¥
qf+r~¡uiqCk¨kr~'q
+ µ +r~v+r~v kv+r~8s|of+r~v_nD¡ {+k¨krIv@z+z+v+~z+¨r~ef+r~v!
+r#g z0s|¡ r~¨@Cuw¡ wr~qar_k+¡ rtq*_z+¨+rwµDz+v+ uw ¡uwv+ar~}kI~z+!Yr~'s%o+az+v+'qCrf+r~v++r~
awav+a¡ rtqC¨kef+r~ rtqf+!+r~v z+v+.0_ref+r~v+iuw{-uw~qziq
kr~¨r rtqf+!+k'qCrfq kv+_kef+r~v ~z+ Yr~'s%o+az+v+Iz+v+,_k¨awqCr~vqCr~k}k<uwzefkv+r~
v+r~z+r~¨r~v,nD¡ {+k¨kr°uwv+ar°r~v++rtq @ kr~¨r{lAvqCr~¨¨zef@z+v+ar~v,°r~¨+r~v kv uw{+qCr~} kaa¨ar~'qCr~}k} q
nDk'quwzruw}k}kr~v+µ-uw¨wr~kv+r+r~df+kr~ ~qCkr~'qCr~v>v+r~z+r~v lAvqCr~¨¨zef@z+v+ar~v:0joeL@a¨]r uwz0s
pefziqC~a}kr~ef@z+v+ar~v v+k¡ ¡Iqµ +kr uwz+I+r~E{f+r~a¨kr f+r~¨ar~}kr~qCrtqE_z+¨+r~v;K+r~! z+uwv+>k'q
k!kr~}k¡ rf+ uiqf+r~a¨rtqCkef+r~ uiqCz+~µ¬r~ ef+r~kvq6suw'qµ]uw}k¤fziq¨qCrY+kr</wav+a¡ rtqC¨krD+krY§^of+¨z+v+
uwz0sK+r~¡ ´8r~¢+krtq_+r~ ´8r~¨z+v+f+r~qCawav+a¡ ko+¢5r~¨v+a¡ ¡ r~v
6r~k}]°r~k¨rwa¡ ¡ r~v +krbnD¡ {+k¨kwr~ ~z 0_r~¨z+}qLuiqCr~vµ-+krv+efqA¡ rf+_¡ q +r~v qf+r~a¨rtqC
ef+r~v7g z+¨Cuwar~v>+r~ !+r~}k}krPo+¢5r~¨r~kv+'qCk¡ ¡ r~v - krbg z0s|uw¢5rwµ-+kr~¨r v+r~z+r~v7nD¨ar~¢+v+k¨¨r
kaa}k}k'qzwv++k8~z r~¨@}vzw¨r~vµz+v+-uw¡ q9k!kr~}k}kr~efqDr~v++}o+}qCk-uw°´8¨a¨¨¡uwv! !+r~}k}0~z,kar~)
°r~'s|r~vµ-~z r~L°r~qCr~¨v !+r~ ~z r~¨¨rtqC~r~vµ-k'q s%o+ +kr~¨r~v 0Auf+¡ r~v rtq uw ~z uw¡£¢+qCkav+kr~'q
uw uw{+qCr~} ¦>¢5r~ef+zwv+q ¨ef+r~f-uw}k¢uwz0s +kr §-CuwarwµRa¢~z+¡ kv++r~'qr~kv+r {-uwCuw¡ r
qC¨k¨kr~'qCr§-a¨¡ +r~´8¨a¨¨¡uwv! !+r~}k}k v+ef>¡ q +r~nD¡ {+k¨kr8kv nDkv+@}uwv+ ~z>¢+¨kv+ar~v
k'q uwv-uef kar~¨¨zef+r efµ+krjg z+L_k¨@z+v+ar~vr~kv+r~NYr~¨¡,aar~v+¨ef+eL@°~z¡ !+r~}k}kkr~¨r~vµ
z+¡ r~kv+r~v qf+r~a¨rtqCkef+r~v0Auf+¡ r~v s%o+Ir~kv+r ¢5r~¨av++r~¨rg 'q£+r~*nD¡ {+k¨kr~z ar~'qLuw}qCr~vµ
vzw¡ }kef +r~v pefziqC~z+v+ar~v¡ qjiov+'qC¨z+¡ r~vqCr~v!T<uw¨uw¢+}kr~v|_krEnD¨¢+ef-uisqCr~v!+r~d wq¨qCr
¨kr~ar_kv+v+r µD+kr73Cu¢5r~k+r r~kv+r~v *|{5a¨ qC]kar~v + pef+eL+r~!Yr~¨¡,aar~v+ -uw¨'qCr~}k}kr~v Duw
ar~}kkv+wqY~z+¡ kv++r~'qYqCr~k}]°r~k¨rr~<}uw¨¨r~v¨ef93¨r~+r~v0suw}k}kNg z+¨Cuwar~v-uwo+¢5r~°uw¢+}kr~qCr~vµ}°r~}
ef+r~p!z+¢+¡ !+r~}k}wa¡ {-uiqCk¢5r~} k'q
uwo+¢5r~f+kv-uwz+_s zw}k}q uwz0s)µ--uw¨_+krPkaa¨}kkr~ar~v++rbnD¡ {+k¨krv+efqAv@z+_ef.°r~kar~¨a}kr~ef!
¢-uw k'q uwz0s|a¨z+v+ +r~_arzf+}qCr~v<uw¨uw¢+}kr~v z+v+y+r~Auwv+ar°r~v++rtqCr~v rtqf+!+rwµ-¨av++r~¨v
uwzef v+ef ~z ¨ef!_k+r~¨¨{+¨ref+r~v++r~v#nD¨ar~¢+v+k¨¨r~vwa¡ ¡Iq }nDkv ¡,aa}kef+r~^g v+CuiqC_}kkr~wq
kv +r~A§-Cuwar8+r~ ´8r~¨z+v+f+r~qCLkar~¨¨ef+r~¨z+v++µ5+kr8kv wr~kv+r~lAvqCr~¨¨zef@z+v+ kv +kr pefziq'
~z+v+ar~vyr~kv+arfqµ-uw¢5r~_+efkaav awqCr~60_r~}krkwuwv+¨r~kv ¨a}k}qCrw -p!krd_k¨qAvzw¡ }kef *|w ±
kv r~z0qCef+} uwv+ + kar~¨¢+k}k}kkar~v+uwz0s°+kr ¡ r~+k~kv+kef+r~v_ r~k'qCz+v+ar~v z+v+ kar~f+kv++r~'q +r~v
}f+v-uwz+'suw}k} k¡ Cuwv+Jf+r~qC'suw}k} 0 r~f-uw}k¢°r~¨+r~vyk¡ ¨ref+'qCr~vyz+v+ }krtqCtqCr~v uw{+qCr~} v+r
¢5r~vr~kv+r~ z+Cuw¡ ¡ r~v0suw¨¨z+v+Iuwzef,Ya¨ef+}vzwar_ar~}kkrts|r~'qµ°r~}ef+r§-a¨ef@z+v+a¨¨efqCz+v+ar~v
uwz+ qf+r~a¨rtqCkef+r~_z+v+ r~¡ {+k¨kef+r~Ap!efqAkvqCr~¨r~¨Cuwvq ¨kv+
0) *)#+U0) *& + &9& ! )1""
*& )#"%$#"%$') +&" )10%$'),+ ),
'(*)(,+.-0/21.3&4567,896;:<=<50->@?A1.3B8 /C/D7,-5
BC43543541b;];AU=V#=8:=JQ
kr ¢5r~a¢-uefqCrtqCr a¨¨r~}uiqCkavmkaavU´8r~¨z+v+f+r~qz+v+ q^}f+}k'qLuwv+s|a¨+r~'qr~kv+r qf+r~a¨r
qCkef+rnD¨@}vzw¨z+v++ K±°r~¨av++r~¨ ~z+¡ 5°reL r~kv+r~Ir~¡ {+k¨kef+r~vFEA¢5r~¨{+o0s|z+v+Z_k¨ r~kv+r
s|a¨¡uw}kr±°r~ef+¨r~k¢+z+v+ +r~!g ¢fzwv+akawr~q*kaav´8r~¨z+v+f+r~q z+v+mq^}f+}k'qLuwv+kar~¨}uwv+wq
nDkv^kv kar~¨ef+kr~+r~v+r~vm<uw¨uwvqCr~v kaa¨}kkr~ar~v++r~ !+r~}k}Dk'qI-uwSkaav´8¨a¨¨¡uwv *)@ a+ µ
°r~}ef+r~Ak¡ s|a}kar~v++r~v#kaa¨ar~'qCr~}k}q{°r~¨+r~vy¨a}k}
ef-uwr~} ´8¨a¨¨¡uwv ¨r~}k¢+'q£suw¨'q¨r~kv
!+r~}k}NkaavQ@
aHG
kv^r~kv+r~¡ ±n 0 q^a¨@kv+
¯Kuw{5r~kaav @}}~z+Cuw¡ ¡ r~vJI1*|¨{ziqCr~8uw}kg 'qCkwr~}Kk¡:x uwv++¢5!a ws°xAruw}qfZnce~av+a¡ e~
r~¨ef+kr~v+r~v
+
µ-+k¨@z0qCkr~'q_k¨ -uw !+r~}k} ~z+¡S±°r~k¨{+kr~} k¡ rf+¨¢+zefkaav ±°¨rt²ar~_rtq_uw}
* w¤a¤a¥+ io¡ (¨kakv-uw}0k'qD-uw !+r~}k}+kv +k¨@¨rtqCr~ r~qDs|a¨¡£z+}kkr~'qµWf+kr~D¨a}k}+r~ 3¨r~+ef ~z!
KMLONPHQRSTVUXWYYBWZ\[]_^@`ab_b_cdb*efRTX`OUXWYYgBZM`
h*ib_cjTX`HklcmBnn=o;RPqpsrtWu`
v ib_cjTX`HklcmBnn=o;RPqpsrrr`
vzef+'q kv r~kv+r~<'qCrtqCkar~v1<uw¨uwvqCrAr~¨}vzwz0qCr~'qN°r~¨+r~v 0±°r~¨av++r~¨ kv +kr~¨r~°§-a¨¡~°r~¨+r~v
g v-uw}kaakr~v~z xAz+¡uwv+iuw{+qLuw}k¡ !+r~}k}kr~vIuwz+Y+r~cq uef+'qCz+¡ 'qf+r~a¨kr_+r~z0qC}kefµ@´8¨a¨¨¡uwv
¨r~}k¢+'qarfq@}} k¡ z+Cuw¡ ¡ r~vf-uwv+ ¡ q+r~PiovqCr~¨{+¨rtqLuiqCkav+r~8v+r~z+r~
uw{+qLuw}kaz0qCr~
@z+¨-uwCuwz0sKr~kv
´8¨z+v++}kr~ar~v++r~!nD}kr~¡ r~vqI+r~ !+r~}k}k k'qI+kr nDkv0s%of+¨z+v+|kaav %/ }-5 Tµ
uw¢+ar~Jo+¨tq uw}k
H
µ++r~¨¨r~v g @@z+¡£z+}uiqCkav z+v+| r~k'qCz+v+ar~v k¡ q¨qCr~}k{+z+v+q_'qCrf+r~v 5nDkv iov++]k!k+z+z+¡}kr~¢0qIr~kv+r# r~qC¨{-uwv+v+rT
z+v+_/zf+}qIkv3¨r~+r~£¯6r~¨k!+rτ
+kr v@z0qC~r~v+¡u 20¡ kr~¨r~v++r_´8ar +r~ avqC¨a}k}]kwuw¨uw¢+}kr~v D krAp@²!'qCr~¡uiqCk z+v+ AwqLuiqCkavIs|a}kwqD~z+vzef+'q
±°¨rt²ar~Artq uw} * w¤a¤a¥+
kr ar~Cuw¡IqCrSq^}f+}suf+'q
W
r~kv+r~/iov++]k!k+z+z+¡ _¢5r~'qCk¡ ¡IqA¨efy+z+efy+krSq^r~'qCr +r~
a¡ r~vqLuwv+v@z0qC~r~v0s|z+v+qCkav
U
kv 3¨r~+r~ ¯6r~¨k!+rτ
µ°+kr>v+r~uiqC]kkaavQ+r~uf+} +r~ kv
Cuwv+Jf+r~q kar~¨¢+CuefqCr~v|Kuwar
t k (τ )
z+v+ {5a¨qC]k!kaav r~kv+r~¡
av+¨z+¡ }o0qCr~¨¢o+v++r~}
X(τ )
uw¢fzwv+wqp
W = Z T
0
e − ρτ U(t k (τ), X (τ ))dτ
*) +uw av+¨z+¡ }o0qCr~¨¢o+v++r~} ~r~kwqar~¡ z+r~!o+¢+}kef+r~vmg v+v-uf+¡ r {5a¨qC]kar~v z+v+uw¢!
v+rf+¡ r~v++r~v´8¨r~v+~v@z0qC~r~vµ5+r~´8¨r~v+~v@z0qC~r~v>+r~ Cuwv+Jf+r~qC'qLuwark'qAv+r~uiqC]k5µuw¢5r~_k¡
±°rtqCCuw8uw¢+v+rf+¡ r~v+ EA¢5r~R+kr ¨r~z+uw¢+}kr~ qCz+v+ar~v
∂ 2 U
∂X∂t k
z+v+
∂ 2 U
∂t k ∂X
z+v+-uw¡ q^o+¢5r~R+r~v
wa¡ {+}kr~¡ r~vqzw¨r~v !+r~¨z+¢+'qCqCz0qC]kar~v f-uwCuwqCr~*kaav av+¨z+¡ z+v+W´8r~¨z+v+f+r~q!_k¨
uwvy+kr~¨r~p@qCr~}k}krv+efywr~kv+rEg z+¨CuwarIartqC¨r r~v 5uw´8r~¨z+v+f+r~qC¨iuw{+qLuw}Cf-uiq +k¨r~qCr~v
nDkv-z+¨ uwz0sR+krPq^}f+}suf+'qA+r~/iov++]k!k+z+z+¡ ~µ--u +krPkaavyf+¡Sr~¨¢+CuefqCr* r~k'qCz+v++kr
g v+uf+} +r~
Cuwv+Jf+r~qC'qLuwarPkar~¨¨kv+ar~'qp
t k (τ) = t k (H(τ ))
* +¡ q
∂t k (H(τ ))
∂H(τ) < 0
* ¥+z+v+
∂ 2 t k (H(τ ))
∂H(τ) 2 > 0
* +uwR´8r~¨z+v+f+r~qC¨iuw{+qLuw}_k¨+z+efEiov.kar~'qCqCkav+r~v£uw@@z+¡£z+}kkr~'qµ uwKuwz0s0°r~.q^r~ar~v
r~'s|a}kar~viuwv+v¤p6uwbiov++]k!k+z+z+¡iuwv+v r~q
t I uwz0s°r~v++r~v *|~z+¡ ±°r~k¨{+kr~}<p!{5a'q
+
!+r~
¡ r~+k~kv+kef+rj r~k'qCz+v+ar~v
M
iuwz0s|r~vµ}°a¢5r~+krjiovqCr~¨{+¨rtqLuiqCkav1kaavM
°r~qCr~Y~z suw¨¨r~vk'quw}k v@z+ -uwnDkv+iuwz0s|r~vxkaav zw¨tqC}kef+r~ ±°rf-uwv++}kz+v+^!+r~ {f-uw¨¡uw~r~z0qCkef+r~ ¯D¨i
+z+qCrw K kr~¨r r~k'qCz+v+ar~v av+v+r~v uwzefg z0s°r~v++z+v+ar~v s%o+ ar~¨z+v++r#nD¨vzf+¨z+v+y!+r~
s%o+r~kv+r~v uw}k}kar~¡ r~kv+r~v ar~¨z+v++r~v_ r~¢5r~v+L uwv++r~}Y¢5r~+r~z0qCr~v 6´8}kr~ef+~r~qCk,_k¨kv13¨r~+r~
¯6r~¨k!+rAr~kv,g vqCr~k}
δ
kaa¡%´8r~¨z+v+f+r~qC¨iuw{+qLuw}5uw¢+ar~ef+¨kr~¢5r~vµ.°a¢5r~5+kr~¨r~ g vqCr~k}¡ q+r~¡ g }qCr~ 'qCr~kwqµ+ f
∂δ
∂τ > 0 - krPg @@z+¡£z+}uiqCkav+¨a}kr~ef@z+v+ }uwz0qCrtq_uw}k¨!_krs|a}kwqp
Nbsn=b&b_Ne n HRPPb
T
^dNc Q#NoTN]_Ne muQub_cdbTN]_Ne No amuQub_TT[&bsn eNo o0es`
∂H
∂τ = H ˙ = I(M (τ), t I (τ )) − δ(τ)H(τ )
*¦ + krA´8¨r~v+~{+¨!+z+qC]k!qziqCr~v +r~Yuwz0s|ar°r~v++rtqCr~v# r~qDz+v+ +r~D¡ r~+k~kv+kef+r~v, r~k'qCz+v!
ar~v¢5r~R+r~Sg @@z+¡£z+}uiqCkav>+r~I´8r~¨z+v+f+r~qC¨iuw{+qLuw}kk'q uwv+v-uf+¡ r~ar~¡ z {5a¨qC]kyz+v+
uw¢+v+rf+¡ r~v+ uwv+r~¢5r~v¡£z+¨-uwPiov++]k!k+z+z+¡:¢5r~K+r~ u 20k¡ kr~¨z+v+ kaav ´8}kr~ef@z+v+>
uw}k 0_r~'qC¨kqCkav+kr g @@z+¡£z+} uiqCkav+¨a}kr~ef@z+v+
¢5ruefqCr~vUz+v+W-uw'swr~kv+r>v+r~uiqC]kar~v
Yr~¨¡,aar~v+L°r~'qCr
A
f+kvqCr~¨}uw¨¨r~v Ruw£¢5r~'qCrf+r~v++rYr~¨¡,aar~v r~L_k'qCef-uis qCrtq£kv&3¨r~+r~¯6r~¨k!+r kv+¨r~vkvx/}f+r#kaav
rA
Y kr r~qµR+kr v-uefxg ¢+~z+^+r~ kv
Cuwv+Jf+r~q1kar~)
¢+CuefqCr~v Kuwarz+v++r~8~z iov.kar~'qCqCkav+¨°reLwr~vuwz0s|ar°r~v++rtqCr~v Kuwar*kar~¨¢+}kr~k¢0qµ<_k¨
~z+NnD¨~kr~}kz+v+r~kv+r~NnDkv+wa¡ ¡ r~v+
Y
kar~L°r~v++rtq 0±°r~oeL@¨efqCkwq<¡uwv v@z+v v+ef +kr ¡ q+r~v ¯D¨r~k¨r~v
P
¢+D
¢5r°r~'qCrtqCr~v_nDkv+Wzwz0s|rEkaav av+¨z+¡ }o0qCr~¨vz+v+¡ r~+k~kv+kef+r~v r~k'qCz+v+ar~vµ-}uwz0qCrtq_+kr0_r~'qC¨kqCkav¤p
∂A
∂τ = ˙ A = rA(τ) + Y (t k (τ) + t I (τ )) − P (τ)M (τ) − D(τ )X(τ )
* + krAx/}f+r_+r~<r~¨~kr~}qCr~v nDkv+wa¡ ¡ r~v+
Y
fzwv+wq<v-uiqo+¨}kef a}kr~ef+r~¨¡uar~vv+r~uiqC]kEkaavt k z+v+ t I uw¢
+§^of+'q ¡uwv v@z+v v+ef +kr/°r~qCr~¨r~v 0Auwv++¢5r~+kv+az+v+ar~v r~kvµ0-uw¨ ¢+k°~z+¡
nDv++rA+r~<¯D}uwv@z+v+af+a¨k~avqCY+r~°´8r~¨z+v+f+r~qC¨iuw{+qLuw}k¢5r~'qLuwv+ r~kv+r~v ar_k¨¨r~v1q^r~'q
H 0
v+efq z+vqCr~¨ef+¨r~qCr~v-uw's)µ z+v+U-uw¨#kaa¡ iov++]k!k+z+z+¡ wr~kv+r pef@z+}k+r~v f+kvqCr~¨} uw¨¨r~v
°r~¨+r~vo+'s|r~v¬µ }vzw¨'q¨ef-uw({0qCk¡ kr~¨z+v+a¨{+¨a¢+}kr~¡ ¡ q xAk}s|r r~kv+r~ ! W H
W
}a¨r~v ' z+S6ref+v+k¨r~°uwz0s +r~v_g vf-uwv+y± kar~L_kr~¨r~v KuwS_efqCka'qCr nD¨ar~¢+v+k
+r~)({0qCk¡ kr~¨z+v+ k'qA-uw/g v-uw}kaaav ~zy+r~v7o+¢+}kef+r~v>´8¨r~v+~r~'qCCuwioa}kr~ef!'´8¨r~v+~wa'qCr~v
EA¢5r~¨}kr~az+v+ar~v z+v+} uwz0qCrtq<¡ q
q(τ )
uw}k n9r r~qC]k!{+¨r~k<+r~°´8r~¨z+v+f+r~qC¨kv.kar~'qCqCkav+r~v s%o+uw}k}krS r~qC{+z+v+qCr
τ
pe − ρτ ∂U/∂t k (τ)
e − rτ λ(0) + ∂Y (τ)
∂t k (τ)
∂t k (τ )
∂H(τ ) =
r + δ(τ) − q(τ ˙ ) q(τ )
q(τ )
* +xAkr~¨¢5r~R~r~kwq8+kr}kkv+wr p!r~qCr*kaav^´8}kr~ef@z+v+ +r~v^´8¨r~v+~r~'qCCuw+µ+r~8kv+¨r~ a¡
{5av+r~vqCr~vkvqCr~¨{+¨rtqCkr~'qE°r~¨+r~viuwv+vµKz+v++kr¨refqCryp!r~qCr+kr ´8¨r~v+~wa'qCr~v+r~*iov!
kar~'qC qCkav>kv´8r~¨z+v+f+r~qC¨iuw{+qLuw} 5 r~d6r~¨¡
∂t k (τ)
∂H(τ)
uwz0sY+r~ }kkv+wr~vp!r~qCrIk'qar~¡ z+r~
g v+v-uf+¡ r~vy{5a¨qC]k5 iov+v+r~f-uw}k¢>+r~AreL@kar~v }uw¡ ¡ r~ ¢5r~ef+¨r~k¢5r~v>+kr °r~Dp!z+¡ ¡uwv!
+r~v>+krs|a}kar~v++r~vZn9r r~qCrp r~ ¨refqCr*6r~¨¡:r~vqfzw}q +krEnDf}f@z+v+ +r~dnDkv+wa¡ ¡ r~v+
uwz0s|a¨z+v+>¢5r~¨¨r~¨r~I´8r~¨z+v+f+r~q*%iovqCr~¨{+¨rtqLuiqCkav7kaav
H
uw}kiov.kar~'qC qCkav+¨az0q+ µ +r~}kkv+wr
6r~¨¡cr~vqfzw}q8-uwar~ar~v+r~v uw¢5+k¨wavqCkr~'qCr~vz+v+¡ q +r~¡pef-uiq¨qCr~v+{+¨r~k+r~dYr~¨¡,i
ar~v+
λ(0)
¢5r°r~'qCrtqCr~v +k¨r~qCr~v,g v+'qCkr~ +r~ a¡ r~vqLuwv+v@z0qC~r~v+)*%iovqCr~¨{+¨rtqLuiqCkav1kaavH
uw}k av+¨z+¡ az0q +
H (T ) ≥ H 0
PHQ
A(T ) ≥ 0
`
uw z+¨¨{+o+v+a}kef+rwµ¬kv8+k¨@¨rtqCr~^ r~qs|a¨¡£z+}kkr~'qCr
!+r~}k}wz+vqCr~¨ef+r~k+rtqK¨efS_krRs|a}kwq
xAkr~R{+¨!+z+~kr~'qY-uwciov++]k!k+z+z+¡ -uw
av+¨z+¡ }o0qCr~¨¢o+v++r~}-¨r~}k¢+'qµ¡ q9g ¨¢5r~qC¨~r~qYz+v+
r~kv+ar~iuwz0sqCr~vW´Po0qCr~¨vuw}k!iov+{+z0q¨suwqCa¨r~v < kr ar~Cuw¡IqCr ~z+!Yr~'s%o+az+v+ 'qCrf+r~v++rZ r~q
¡£z+¨Auw}k¨ uwz0s'k!kr~{g }qCr~¨v-uiqC]kar~v#kar~'qCr~k}q{°r~¨+r~vµ
t = t i (τ) + t w (τ ) + t x (τ ) + t k (τ ),
* +uw}k¨^uwz0s8´8r~¨z+v+f+r~qC's%o+¨¨a¨arwµ }f+v-uw¨¢5r~qµ
av+¨z+¡ }o0qCr~¨{+¨!+z+qCkavz+v+
Cuwv+a
f+r~q Nioav+a¨kr~'q¡uwv+kr
av+¨z+¡ }o0qCr~¨{+¨!+z+qCkavµ zwv++r~'q ¨ef@z-uw}kqLuiqC]k v+efqC uwv
+r~¡ !+r~}k}
r~I±°k}k+z+v+a¨'qLuwv+µ !+r~+kr x/}f+r +r~IxAz+¡uwv+iuw{+qLuw}k @< ´8r~¨z+v+f+r~qC¨iuw{+qLuw}µ
_k¨qD¨ef{5a¨qC]kIuwz0s5+kr ¯D¨!+z+qCkav£+r~ av+¨z+¡ }o0qCr~¨¢o+v++r~}kDz+v+ +kr iov.kar~'qCqCkav+r~v
kv ´8r~¨z+v+f+r~qYuwz+~µW_k¨ uw¢5r~Rv+efqDr~v++aar~vk¡ !+r~}k}0¢5r~'qCk¡ ¡Iq i r~Y±°k}k+z+v+a¨'qLuwv+
+kr~vqjf+kr~_uw}k{g v-uw}kaakr~z+j6ref+v+a}kaakr8kv +r~A¯D¨!+z+qCkav
lA¡ -uw !+r~}k}~zuwv-uw}²!¨kr~¨r~vUz+v+r~¡ {+k¨kefQ~zUqCr~'qCr~vµ{_k¨Ur~ kvU+r~ 0_r~ar~}
°r~qCr~jkar~¨r~kv0suefqpUiovy+r~´8}kr~ef@z+v+ _k¨ r~vq°r~+r~+r~Awav+¨z+¡ {0qC]kar !+r~Akv.kar~'qC
kar ´8¨r~v+~r~'qCCuw!kaavy´8r~¨z+v+f+r~qC¨kv.kar~'qCqCkav+r~vkar~¨v-uef+}vzw¨¨kwqµ+z+¡%-uwv+v r~kv+r~¡ ¨r~kv+r~v
iov.kar~'qCqCkav+)°!+r~
av+¨z+¡ ¡ !+r~}k} ar~ar~vJo+¢5r~¨~z+'qCrf+r~v
BC4354BC4DPOQv:=JQ>8>8FI\:QWV#I\[5=;];
g z+_+r~4({0qCk¡uw}kqziqC¨¢5r~+kv+az+v+Ikv ´8}kr~ef@z+v+ _k¨ k¡ ¨r~kv+r~v|iov.kar~'qCqCkav+¨¡ !+r~}k}p
∂Y (τ)
∂t k (τ)
∂t k (τ)
∂H(τ) =
r + δ(τ ) − q(τ) ˙ q(τ)
q(τ)
* + kr!Yr~zwv++r~¨z+v+ +r~bnDkv+wa¡ ¡ r~v+8+z+ef
Cuwv+Jf+r~qC'qLuwark'qr r~v+¨efqC}kefa}kr~ef
+r~¡ r~vqCuwv+ar~v+r~v }f+vµ< f
∂Y
∂t k (τ) = −w(τ ) uwCuwz+ }uw¨¨r~vQ¨efQv-uefQr~kv+r~r~kv!
ef+zwv+wr~v++r~v#g v+v-uf+¡ rA+kr uef0s|Cuwar~vv-uef ´8r~¨z+v+f+r~qC¨iuw{+qLuw}-z+v+¡ r~+k~kv+kef+r~v
r~k'qCz+v+ar~v f+r~¨}kr~qCr~v _ krZg v+v-uf+¡ r¢5rtqC¨]r5q +kr g ¢fzwv+akawr~q kv
Cuwv+Jf+r~qkar~)
¢+CuefqCr~SKuwar
t k (τ )
kaa¡ 3¨r°r~k}kkar~v A]karuwz+r~I´8r~¨z+v+f+r~qC¨iuw{+qLuw} Uq^r~v+v+kr ¯D¨i+z+qCkav+¨r~}uw'qCk~qziq
kaavH
@}kr~kv+r~<k'q uw}k<r~kv+~µ! f °r~v+vH
¢5r~ +r~ ¯D¨!+z+qCkav,kaavt k (τ )
¨kv+wr~v++ryp!iuw}kr~v+r~'qCzwar uwz0s°r~k'qµR}uw¨¨r~v ¨ef+kr ¢5r~k+r~v uef0s|Cuwarts|z+v+qCkav+r~v_kr kv +r~vxg ¢+¢+k}k+z+v+ar~vQ z+v+ -uw¨'qCr~}k}kr~v D kr~¨rg v+v-uf+¡ r k'qkv +r~vW´8}kr~ef@z+v!
ar~v
¥
z+v+
r~vqf-uw}qCr~vz+v+k'q wa¡ {-uiqCk¢5r~} ¡ q r~kv+r~ °a¢+¢!) az+a} uwp!{5r~~]s-iuiqCkav
kr8¡ q +r~¡ g }qCr~ ~z+v+rf+¡ r~v++rbg ¢+ef+¨r~k¢+z+v+a¨CuiqCrS_k¨ qC¨wqC'qCr~kar~v++r~ uef0s|Cuwar
v-uef¡ r~+k~kv+kef+r~v r~k'qCz+v+ar~vv+efqwa¡ {5r~v+¨kr~'qµ ¨ -uw¨8+r~ ´8r~¨z+v+f+r~qC¨iuw{+qLuw}
¢5r~'qLuwv+>wavqCkv@z+kr~¨}kef uw¢+v+k¡ ¡Iq -uwdnDv++rI+r~¯D}uwv@z+v+af+a¨k~avqC
T
µ5uw}k¨ +r~/6!µ_k¨ r~¨¨r~efqµ°r~v+v
H
r~kv+r~v.0_rts|r~¨r~v+°r~'qH 0 r~¨¨r~efq
Nb@jb_]_b_Nje [&b_NJklcmBnn=o;RP U psrrrBZM`
g ¢+¢+k}k+z+v+ }pUnDvq_eL@}kz+v+ +r~ uef0s|Cuwarv-uef>´8r~¨z+v+f+r~qC¨iuw{+qLuw}
g ¢+¢+k}k+z+v+
pnDvq_eL@}kz+v+ +r~ uef0s|Cuwarv-uefy¡ r~+k~kv+kef+r~v r~k'qCz+v+ar~v
iovU+kr~¨r~¡ 0Auf+¡ r~vQ}vzw¨'q ¨efuwzef+r~n9r r~q r~kv+r~ }f+v+CuiqCzwv++r~¨z+v+uwz0sI-uw
Yr~f-uw}qCr~vW~r~kar~v kr7 r~k'qCz+v+kaav
H
k'q +kr7nDf}f@z+v+ +r~Kuwarwµ uwvW+r~v+r~vU-uwiov++]k!k+z+z+¡ uw¨¢5r~qCr~v iuwv+v;Kr~kvf}f+r~¨r~1 }f+v+CuiqC r~f}fq uw}k¨y+r~v´8¨r~v+~r~'qCCuw>+r~
´8r~¨z+v+f+r~qC¨iuw{+qLuw}k~ <u^-uw iov++]k!k+z+z+¡ k¡ ({0qCk¡£z+¡ +r~ ±°r~+kv+az+v+ s|a}kwqµD-uw¨
´8¨r~v+~r~'qCCuwa}kr~ef +r~vy´8¨r~v+~wa'qCr~vkaav
H
¨r~kv ¡£z+¨~µ+Jav+v+r~v +kr~¨r8v@z+vf}f+r~ ¨r~kvµ z+v+£r~'_k¨£¡ rf+R´8r~¨z+v+f+r~qRv-uef+arts|Cuwwq wu uw¢5r~H
uwzef£¡ qKxAk}s|rckaavkv.kar~'qCkr~'qCr~ r~q8uw@@z+¡£z+}kkr~'q_k¨µ ak¢0qr~r~kv+r~var~ar~v+}vzwzs-ar~v n9r r~qp\nDkv'qCr~kar~v++r~S }f+v+CuiqC
r~f}fq a}kr~ef+~r~qCk+r~v q^r~'q +r~°kv.kar~'qCkr~'qCr~v r~q
t I z+v+ -uw¡ q<+kr´8¨r~v+~wa'qCr~vkaav
H
@lAvqCr~¨'qCr~}k}q6¡uwvv@z+v£uw}k}kr~¨+kv+a~µt-uw¨H
v+efqKuwz+¨ef+}kkr a}kef¡ q' r~qµ¨av++r~¨vIuwzef¡ qD¡ r~+k~kv+kef+r~v, r~k'qCz+v+ar~v {+¨!+z+~kr~'qN_k¨µa¨k'qY+kr~¨r~ n9r r~q°@}kr~kv+r~Yuw}kD+r~Yuwz0s
+r~v>´8¨r~v+~r~'qCCuw +r~ ´8r~¨z+v+f+r~ qµ-¨ -uw¨Akv+¨ar~Cuw¡Iq s%o+ -uwjiov.kar~'qCqCkav+¨¡ !+r~}k}ak}qp
∂H(τ )
∂w(τ) > 0
*) ¤+q^r~v+vv@z+v
t I ¨kv+q z+v++r~, }f+v+CuiqC r r~v+¨efqC}kefwr~kv+r~v nDkv-z+¨ uwz0s +krg ¢!
ef+¨r~k¢+z+v+a¨CuiqCr
δ
f-uiqµ+iuwv+v +kr~¨r~jf}f+r~¨rI´8r~¨z+v+f+r~qC¨iuw{+qLuw}k'qCeLv@z+_+z+ef|f}f+r ¨r uef0s|Cuwar v-uef¡ r~+k~kv+kef+r~vx r~k'qCz+v+ar~v{+¨!+z+~kr~'q!°r~¨+r~vµY¨ -uw¨ r~¢5r~v0suw}k}k
ar~}qCr~v ¡£z+¨p
∂M(τ )
∂w(τ) > 0
*)a +u¢5r~8+r~ ¯D¨!+z+qCkav kaavV´8r~¨z+v+f+r~qyuwzefkv.kar~'qCkr~'qCr_ r~q r~kv+r 0_a}k}kr>¨{+kr~}q
*|+kr ¡ q8+r~¡ }f+v+CuiqC ¢5r°r~'qCrtqE_k¨
+
µ ¨kv+ +kr r~v+ar~v+¨ruwqCkav+r~v_kaav
H
z+v+M
v+efq a}kr~efa¨a¨ N_k¨W+kr7 r~q
t I ¨r~}uiqC]k qCr~z+¨r~ uw}k +r~ ¯D¨r~k+r~¡ r~+k~kv+kef+r~v
r~k'qCz+v+ar~vµ-¨,_k¨ +r~Ar~kar~v+rE r~qLuwz0s uwv+ +z+ef
M
¨z+¢+'qCqCz+kr~'q r~/g v+'qCkr~!kaavH
uw}k 0_ruwqCkav£uwz0s-r~kv+r~v£{5a¨qC]kar~v* }f+v+ef+eLIk'qRuw}k¨ @}kr~kv+r~Kuw}k6+r~^g v+'qCkr~/kaavM
uw}k}kr~kvk¡ {+}kk~kr~'q }g v++r~¨rbn9r r~qCrwµ-kv+¨¢5r~¨av++r~¨r8+r~ r~kv+r~_pef+eL@ uwz0s6-uwYr~¨¡,aar~vµ
°r~¨+r~vyk¡ uw{+qCr~} ¦! +k¨@z0qCkr~'q
BC4354tC4DPOQ I\:QW?<V7V#I\[5=;];
g v +kr~¨r~Ap@qCr~}k}krd_k¨ +r~/nDkv-z+¨jkaav>´8r~¨z+v+f+r~qAuwz0sK+kr8¡,aa}kef+rdg ¨¢5r~qC¨~r~q{kar~)
v-uef+}vzw¨¨kwq - kr7({0qCk¡uw}kqziqC¨¢5r~+kv+az+v+£uwz+ ´8}kr~ef@z+v+ kar~¨Jo+¨tq ¨ef -uf+r~_~z
1 λ(0)
∂U
∂t k (τ)
∂t k (τ)
∂H(τ ) e − ρτ e −rτ = 1
λ(0)
∂U
∂H (τ ) e − ρτ e −rτ =
r + δ(τ) − q(τ ˙ ) q(τ )
q(τ )
*) + r~´8¨r~v+~r~'qCCuw,kaav7iov.kar~'qCqCkav+r~v>kv´8r~¨z+v+f+r~q¢5r~'qCrfquw}k¨v@z+ v+efuwz+A+r~¡
Az0qC~r~v-uwv+'qCkr~+µ ¢5r°r~'qCrtq8¡ qA+r~¡ pef-uiq¨qCr~v+{+¨r~k+r~Yr~¨¡,aar~v+ ~z+¡ r~qC{+z+v+q+r~
({0qCk¡ kr~¨z+v++ uwCuwz+ s|a}kwqµ-uw¨¢5r~K¡ qA+r~¡ g }qCr~A'qCr~kar~v++r~vZg ¢+ef+¨r~k¢+z+v+ar~v +kr
uef0s|Cuwarv-uef>´8r~¨z+v+f+r~q uwzef kv +kr~¨r~¡ p!z+¢+¡ !+r~}k}¨kv+qAz+v+|g ¢+¢+k}k+z+v+ uwzef
f+kr~K+r~v!Yr~¨}uwz0s-~z0qC¨rr r~v+ ~r~kwq a kr g ¢+¢+k}k+z+v+
k'qD¡ q6+r~¡hYr~¨} uwz0s+r~ uef0s|Cuwar
v-uef ¡ r~+k~kv+kef+r~v, r~k'qCz+v+ar~vz+vqCr~Yr~kv+r~c°r~qCr~¨r~v,g v+v-uf+¡ rAuwv +kr kvqCr~'qCr~¡ {5aCuw}kr
p!z+¢+'qCqCz0qCkav+¨r~}uw'qCk~qziq wa¡ {-uiqCk¢5r~}µ!+kr uw¢5r~ +z+ef-uwz+A¨ruw}kk'qCkef k'q
Ak¡ ¡IqY¡uwv.*_krAk¡ z+¨¨{+o+v+a}kef+r~v !+r~}k}kaav ´8¨a¨¨¡uwv + uwvµ-uw¨ r~q°uwzef¢5r~
+r~ ¯D¨!+z+qCkav +r~ av+¨z+¡ az0qCr~ r~kv+ar~¨rtqCtq{_k¨µ0¨k'q +r~{n9r r~q_r~kv+r~{ }f+vzwv++r
¨z+v+>v+efq£r~kv++r~z0qCk+ 'nDkv_g v+'qCkr~|kaav
w
_k¨q£¨ef uwz0s °r~ g 'qCr~v uwz+ Kr~Ir~f}fq¨@°}f+} +kr a'qCr~vy+r~ ¯D¨!+z+qCkavkaav´8r~¨z+v+f+r~qµuw}kAuwzefy+krPkaav av+¨z+¡ q^r~}
ef+r~A´8z0q* av+¨z+¡ !+r~_´8r~¨z+v+f+r~q + v-uef +r~¡ }f+v+ef+eL¡ rf+°v-uef+arts|Cuwwq _k¨µ
fzwv+wq -ukaavWuw¢µ9°r~}ef+ry¯D¨!+z+qCkav+r~v iov+{+z0q r~q kvqCr~v+¨]kar~ v@z0qCtq °p!kr_k¨¨r
}uiqC]k qCr~z+¨r~~µ uw}k¨_k¨-uw8+a'qPf+r~¨ar~'qCr~}k}qCr ´8z0q¨r~} uiqC]k°r~v+kar~8v-uef+arts|Cuwwq kr~¨r
lAv+r~kv++r~z0qCkawr~q k'q r~kvlAvqCr~¨ef+kr~ +r~EnD¨ar~¢+v+k¨¨r+r~Eiov.kar~'qCqCkav+)z+v+^+r~
av!
¨z+¡ ¡ !+r~}k}k~µJ_kr¨krdkaav>´8¨a¨¨¡uwv z+¨¨{+o+v+a}kefkaa¨ar~ef+}uwar~v_z+¨+r~v
r~^_efqCka'qCrlAvqCr~¨ef+kr~}kkr~wq3¨r~+efkvI+r~ 0_ruwqCkavI+r~K¡ !+r~}k}kr~v++aar~v+r~v£´8i
ar~vyuwz0sKr~kv+rdYr~zwv++r~¨z+v+,kaav
A
z+v+_k¨ kv uw{+qCr~} ¦! -uw¨ar~'qCr~}k} q'(='( 50/>@?0:3&?0:
g zef °r~v+v kv>+r~I´8¨z+v+0s|a¨¡:+r~ ´8¨a¨¨¡uwv! !+r~}k}k +r~SnDkv-z+¨Pkaav^pef+eL@ uwz0s
wa¡ {-uwCuiqC]ko'qLuiqCkef+rq^r~k¨r uwv-uw}²!¨kr~'q!_k¨µR¨ s-v++rtq+r~ r~kar~vqC}kef+rYa¨uwv++r~
({0qCk¡ kr~¨z+v++efWz+vqCr~ p!ef+r~f+r~q'qLuiq¨q ´8r~Cuw+ryk¡ z+Cuw¡ ¡ r~vf-uwv+^¡ q Cuwv+a
f+r~qCr~vz+v++r~1qUk¨@Cuw¡ wr~q1kaav {f+r~Cuw{+kr~vk'q -uw r~kv+r z+v+¨ruw}kk'qCkef+rg v+v-uf+¡ rw
r~f-uw}k¢ k'q -uw !+r~}k}5z+¡ 0_k¨kw£r~L°r~qCr~'q°a¨+r~v;-uw}k}kr~¨+kv+aNf+r~¨¨efqAwr~kv+rPnDkv+ki
wr~qA-uwo+¢5r~~µ-uwv°r~}ef+r~p@qCr~}k}kr+krSlAv+¨ef+r~f+r~qAr~kv+arts%of+'q{°r~¨+r~v>¨a}k}
uw¨-uwv+av+6z+v+ q uwa'qLuWr *)@
+
¢+}kr~k¢5r~v w ± 5k¡ 0Auf+¡ r~vy+r~diov.kar~'qCqCkav+¨¡ !+r~}k}k
z+v+ s%of+¨r~v lAv+¨ef+r~f+r~qA+a'q_r~kvµ° +r~ s|z+v+qCkav-uw}krS z+Cuw¡ ¡ r~vf-uwv+ _kef+r~v´8r
¨z+v+f+r~qz+v+ nDkv+wa¡ ¡ r~v¢5r~'qCk¡ ¡Iq!_k¨ YuwnDkv+wa¡ ¡ r~vz+vqCr~ p!ef+r~f+r~q,_k¨
uw}k
Y [t k (τ ), t I (τ)]
+rs-v+kr~'qµ°a¢5r~ -uw ´8r~¨z+v+f+r~qC¨v+]karuwzo+¢5r~ +kr/Yr~¨¨kv+ar~¨z+v+£+r~ Cuwv+Jf+r~qC'qLuwarD-uw'nDkv+wa¡ ¡ r~v+rtqCr~¨¡ kv+k'qCkefr~f}fq Yr~¨r~kv0suefq6¡uwv-uw !+r~}k}µ
}vzw¨'q_¨ef +r~ z+Cuw¡ ¡ r~vf-uwv+ uwzef>uw}k
Y [t k (H(τ ))] = Y [H(τ )]
*) ¥+ef+¨r~k¢5r~v Ruw¨-uwv+av+<z+v+q uwa'qLuWr *)@ + ef+}uwar~v v@z+v_kaa~µ'f+kr~ r~kv 'qCef-uw'qC
ef+r~nD}kr~¡ r~vqr~kv+~z0s%of+¨r~vµ°kv+r~¡ ´8}kr~ef@z+v+ ¥ {-uwCuw¡ rtqC¨k¨kr~'q1_k¨µYz+v+Q+kr~¨r~
¯KuwCuw¡ rtqCr~<uw}k z0suw}k}kLkwuw¨uw¢+}kr<¡ qYar~ar~¢5r~v+r~Nq uf+¨ef+r~kv+}ef+wr~qCLkar~'qCr~k}kz+v+Ikv+v+r~f-uw}k¢
r~kv+r~jiovqCr~Lkwuw}k}k +rs-v+kr~'q{_k¨¤p
Nb;NPBeb_c=eb_o&mc RTb
[Hn eNe
eNmPHn=b_TRneN]_Ne emP
H
jN[ue0RPO^dNb&b_cbBeQRn@klbsn
PHQuSb_Ne n R Ne RT
]_^dNn Sb_P9Qub_PJb_cNmuQub_P#jb*e R
n SBed^Db_c Qub_P RPP
PHQ#o
nnTb_NPb_c@p@n=b_NPO`
Y [H(τ)] = kH (τ )
*) +¡ q
k ∈ [k, k]
*)]¦ +z+v+
E[k] = ˆ k
*) +nDkv ¨k¨kwav+r~z0qCCuw}kr~{iov++]k!k+z+z+¡ jo+¨+rv@z+vyz+vqCr~_+r~ ±°r~v@z0qC~z+v++r~/nDL uw'qCz+v+a)
°r~'qCr~
ˆ k
¨r~kv+r~v Az0qC~r~v¡u 20k¡ kr~¨r~v - krAz0qC~r~v0s|z+qCkav _k¨>uw}k¨ ¨ +rs-v+kr~'qµ-uw¨¨ef -uwjiov++]k!k+z+z+¡S¨k¨kwukar~¨{kar~fzw}qµ°a¢5r~ +r~ ´8Cuw +r~#0_k¨kwukar~¨¨kav ¡ q +r~
x/}f+r +r~dnDkv+wa¡ ¡ r~v+A¢+ UYr~¨¡,aar~v+A¨kv+q dlA¡ +kr
a¡ {+}kr-20qziq_~zy¨r~+z+~kr~¨r~vµ
_k¨£-uw !+r~}k}0uwz0s°r~+¯6r~¨k!+r~v¢5r~ef+zwv+q @p!a¡ qK¡£z+¨R+r~Dx uwz+f-uw}qR¨r~kv+r~v Az0q'
~r~v z+vqCr~£r~kv+r~£z+v+¨ef+r~¨r~v 0_r~'qC¨kqCkav^¡u 20k¡ kr~¨r~v krg z0qCa¨r~v ~r~kar~v v@z+vµK-uw¨
z+vqCr~Y+kr~¨r~v,g v+v-uf+¡ r~v s|a}kar~v++r~NlAvqCr~¨ef+kr~_kef+r~v p!ef+r~f+r~ q<z+v+ lAv+¨ef+r~f+r~q
¢5r~'qCrfqp kr£§-CuwarwµU_kr£-uwdiov++]k!k+z+z+¡ kv av+¨z+¡ }o0qCr~z+v+kv>¡ r~+k~kv+kef+r* r~k)
qCz+v+ar~vIkv.kar~'qCkr~'qµ]iuwv+v v+efqK¡ rf+\kaav+r~kv-uwv++r~6artqC¨r~v+vq'°r~¨+r~v w kr uef0s|CuwarYv-uef
¡ r~+k~kv+kef+r~v* r~k'qCz+v+ar~v'qCr~kwqK¨@°}f+}+¡ q6+r~¡0_k¨kw+µiuw}kKuwzef¡ qK+r~¡ Yr~¨¡,aar~v;
_kr8´8¨a¨¨¡uwv *)@}} + 3¨r~+ef uwv++r~z0qCrtqµ+}kkr~wq<-uw r~¨¨r~vqCkr~}k} uwv +r~°s|z+v+qCkav-uw}kr~v §-a¨¡
kaav>´8}kr~ef@z+v+
nDkv+rSzf+v+}kef+rSlAvqCr~¨¨zef@z+v+s%of+¨r~v uw¨-uwv+av+ z+v+#q uwa'qLuWr *)@}
¤+
s%o+ -uw
av!
¨z+¡ ¡ !+r~}k}+z+ef if+ !+r~}k}@k'q 3¨r~+ef£¨r~kv£'qLuiqCkefµw f ir~^_k¨uwv-uw}²!¨kr~'qµ@°r~}ef+r~v
n9r r~q9lAv+¨ef+r~f+r~qRuwz0s+-uw ({0qCk¡ kr~¨z+v+a¨{+¨a¢+}kr~¡kv v@z+6r~kv+r~6¯6r~¨k!+rNf-uiq WlAv+¨ef+r~)
f+r~q{_k¨|f+kr~_uwv °r~6uwv++r~¨r~vp@qCr~}k}kr~v r~kv+arts%of+'qµ+vzw¡ }kef ¢5r~o+a}kef +r~nDkvqC¨rtqCr~v+
kaav Cuwv+Jf+r~qCr~vAz+v+ ¢5r~o+a}kef +r~qUk¨@Cuw¡ wr~qkaav ¡ r~+k~kv+kef+r~ ±°rf-uwv++}kz+v++
±°r~k+r~}vzw¨'q¨ef+z+efQr~kv+r 'qCef-uw'qCkef+r´8ar
µ
r~¨~r~z+ar~vµ<+kr nDkv-z+¨ uwz0s8+kr g @@z+¡£z+}uiqCkavkaav>´8r~¨z+v+f+r~qC¨iuw{+qLuw} v+k¡ ¡Iqµ!¨ -uw¨_ak}qpH = g(M, µ)
*) +u +krbq uf+¨ef+r~kv+}kef+wr~q8+r~SnDkvqC¨rtqCr~v+8r~kv+r~ Cuwv+Jf+r~qkaav+r~x/}f+r£+r~ ´8r
¨z+v+f+r~qC¨iuw{+qLuw}k'qCeL@ uw¢fzwv+wqµY}vzw¨'q¨ef 0_k¨kw^r~kv0suef+z+efWr~kv+r|Yr~¨@vJo+{0s|z+v+
+r~°§-a¨¡
H = g 0 (M + µ)
-uw¨'qCr~}k}kr~vµkv+r~°uw}k¨ }krtqCtqC}kef lAv+¨ef+r~f+r~qo+¢5r~<+kr x/}f+r kaavH
f+r~¨¨efq iovW+kr~¨r~§-a¨¡ ¨kv+W+kr
¨r~z+uw¢-uw¢+}kr~qCz+v+ar~vv@z+}k}µc uw¢5r~+r~z0qCrtqµ
-uw¨A+krSqUk¨@Cuw¡ wr~qA+r~A¡ r~+k~kv+kef+r~v r~k'qCz+v+ar~vyv+efqjkaa¡A]karuwzy+r~´8r~¨z+v+!
f+r~q uw¢fzwv+wq efqCr£¡uwv +kr°r~qCr aa}kef+wr~qjkaavZlAv+¨ef+r~f+r~q¡ !+r~}k}kkr~¨r~vµ0¨
_k¨ r~kv+r §-a¨¡
H = g 00 (µM )
kaa¨ar~ef+}uwar~v Y krg z0qCa¨r~v arf+r~vv+efm°r~qCr~z+v+kar~¨~efqCr~v>uwz0sRwa¡ }kr-20r~¨r8s|z+v+qCkav-uw}kr8§-a¨¡ r~vµ0¨ -uw¨Aar~}qCr~v ¨a}k}p
b *cbsRn=NPj [Hn=mT
eb dNn b_c n=NmPO`
Rc QRPmPN
PHQ RjBn e R UpsrrYBZDn cb Sb_P SNb_c mP PHn=N Sb_cSb_Nes`
K_m O` *Nes` PHn=N Sb_cSb_Nes`
g 0 (M, µ) = M + µ
*) +g 00 (M, µ) = µM
*)@ + krEqUk¨@z+v+kaav lAv+¨ef+r~f+r~qP_k¨v@z+v uwvf-uwv+7kar~¨ef+kr~+r~v+r~SYr~¨a}kr~ef+r£z+vqCr~)
¨zefqµ +kr¨ef^uwz0s°+kr*Yr~zwv++r~¨z+v+ +r~PYr~'qCr~k}kz+v+a's|z+v+qCkav7kaav
µ
¢5r~~krf+r~v 'Czw¨'q¨ef +kr~¨r/Yr~'qCr~k}kz+v+a's|z+v+qCkav,kaa}k}k'qzwv++kI+z+ef f+¨r~v#nDL uw'qCz+v+aL°r~'q_z+v+ f+¨r/<u]
¨uwv+ ¢5r~ef+¨r~k¢5r~vµ@¨ r~vqC'qCrf+r~v +¨r~-¡,aa}kef+r §9zw}k}krp}nDkv+r/nDf}f@z+v+I+r~ nDL uw'qCz+v+a)
°r~'qCr~
E[µ]
µ r~kv+r!nDf}f@z+v+ +r~<uw¨uwv+V [µ]
z+vqCr~±°r~k¢5rf-uw}qCz+v++r~uw}qCr~vZnDL uw)qCz+v+aL°r~'qCr~ z+v+Wr~kv+r a¡£¢+kv-uiqCkavuwz+¢5r~k+r~¡ < r~ EA¢5r~¨uwv+_kaavUp!ef+r~f+r~q ~z
lAv+¨ef+r~f+r~qAk'qAuw}kAp!av++r~'suw}k}kv r~kv+r~/nDf}f@z+v+ +r~{<uw¨uwv+8r~vqf-uw}qCr~v
§^o+°+krlAv+¨ef+r~f+r~q +r~°r~¨'qCr~v#Y²!{+ ¢5r~o+a}kef+r~ x/}f+r +r~ ´8r~¨z+v+f+r~qC¨iuw{+qLuw}k
_k¨q ¨ef>r~kv+r 0_refqCLkar~¨ef+kr~¢+z+v+ +r~/Yr~'qCr~k}kz+v+1kaav
µ
_kr r~kv+rEnDf}f@z+v+kaavH
¨r~}k¢+'q uwz+ <+kr uef0s|Cuwar v-uefW¡ r~+k~kv+kef+r~v r~k'qCz+v+ar~vW¨kv+qkv+r~§-a}kar M µY-u
-uwdiov++]k!k+z+z+¡3¨r~+r~varjo+v+efqCr~v ´8r~¨z+v+f+r~qC¨~z+'qLuwv+v@z+v¡ qj°r~v+kar~dg z0s uwv+
r~¨¨r~ef+r~viuwv+v {nDf}fq ¡uwv 3¨r~+ef+kr <uw¨uwv+>z+v+-uw¡ q -uw&0_k¨kw+µ°¨'qCr~kwq
+kr uef0s|Cuwar v-uef
M
kv^§-a}karwµ<°r~v+v ¡uwv ¢5rtqCCuwa¨¡ zak uw¢+v+rf+¡ r~v++r0_k¨kwukar~)¨kav¢5r~o+a}kef
H
kaaCuwz+¨¨rtqCtq NYr~zwv++r~'q¡uwv¢5r~k+ry´8ar~vµR+r~v nDL uw'qCz+v+aL°r~'q z+v+ +kr/<uw¨ uwv+{kaavµ
a}kr~ef+~r~qCk+µ¨£k'q°+r~n9r r~q_uwz0s +kr uef0s|Cuwar v-uefM
-uwv+vr~kv++r~z0qCk+µW°r~v+v ¢5r~k+rYr~¨ef+kr~¢+z+v+ar~v kv+kr kaa¡~iov++]k!k+z+z+¡ r~Ljo+v+efqCr !+r~Rz+v+r~)
jo+v+efqCr)0_efqCz+v+r~'s|a}kar~v;w f µr~f}fq<¡uwv+kr<uw¨uwv+ ¢5r~-a}kr~ef+~r~qCkar~Dp!r~v+@z+v+
+r~dnDL uw'qCz+v+aL°r~'qCr~1*|¢5r~k+r~ z+v+r~Ljo+v+efq
+
µ¨f-uiq +kr~Ar~kv+r ar~'qCr~kar~'qCr uef0s|Cuwar
v-uef ¡ r~+k~kv+kef+r~v| r~k'qCz+v+ar~v ~z+A§-a}karw
io¡N°r~qCr~v§uw}k}a¢5r~+r~z0qCrtqNlAv+¨ef+r~f+r~q 0_k¨kw/o+¢5r~K+kr<¯D¨!+z+qC]k!qziq6¡ r~+k~kv+kef+r~
r~k'qCz+v+ar~v ¢5r~°+r~´8r~¨z+v+f+r~qC¨{+¨!+z+qCkav R krn9r r~qCr r~kv+r~I¨r~{-uwCuiqCr~v v++r~¨z+v+
kaav,nDL uw'qCz+v+aL°r~'q<z+v+*<uw¨uwv+ uwz0s+kr uef0s|Cuwar v-uef
M
¨kv+v+efqDr~kv++r~z0qCkw+kr g z0qCa¨r~v~r~kar~v13¨r~+efµ-uw¨r~kv 0joeL@uwv+ +r~ uef0s|Cuwar£v-uefr~kv+r~PnDf}f@z+v+ +r~nDL uw'qCz+v+aL°r~'qCr~v+wq°r~v++kyk'qs%o+ r~kv+r~v_g v+'qCkr~ +r~ uef0s|Cuwaruw}k70_ruwqCkav^uwz0s
r~kv+rjnDf}f@z+v++r~<0_k¨kwa~ Wq^r~qCr~¨rYaCuwz+¨¨rtqC~z+v+ -uis%o+Rk'qµw-uw¨Y+kr ¯D¨r~k¨r~}uw'qCk~qziq
+r~ uef0s|Cuwar v-uef ¡ r~+k~kv+kef+r~v ´Po0qCr~¨v @}kr~kv+r~ uw}k°r~kv+°k'q z+v+ +kr)0_k¨kwukar~¨¨kav
¢5r~o+a}kef
M
v+efq ~z+v+k¡ ¡Iq JlAvqCr~ +kr~¨r~v#g v+v-uf+¡ r~v _k¨q°r~kv+r a}kr~ef+~r~qCkar v++r ¨z+v+bkaavnDL uw'qCz+v+aL°r~'q_z+v+,<uw¨ uwv+_r~kv++r~z0qCk kv +krAr~L uw'qCrtqCr)0_efqCz+v++µ@vzw¡ }kef
_kr8¢5r~\Y²!{!i{lAv+¨ef+r~f+r~q
nDs zw}k}q uwv+kr~¨r~p@qCr~}k}kr ef+av uwz0s)µ5-uw¨8r~~z+¡ kv++r~'q8¢+k ~z+¡ r~qC{+z+v+q8+r~S z!
Cuw¡ ¡ r~v0suw¨¨z+v+kaav ´8¨a¨¨¡uwv *)@}} + wr~kv+r r~kvf+r~qC}kef+r£qf+r~a¨rtqCkef+r§uw¨¨z+v+|o+¢5r~
lAv+¨ef+r~f+r~q°k¡ iov.kar~'qCqCkav+)Rz+v+ av+¨z+¡ ¡ !+r~}k}+ak¢0q @ kr 3¨r°r~k}kkar~v §-a¨ef@z+v+aCuwv!
ziqC~r°z+vqCr~¨ef+r~k+r~v¨efIa¨z+v++}kr~ar~v+Ikv +r~v*g v+v-uf+¡ r~vIz+v+I+r~ !+r~}k}s|a¨¡£z+}kkr~¨z+v++µ
vzw¡ }kef^kv +r~ §-CuwarwµRuwv°r~}ef+r~ p@qCr~}k}kr#lAv+¨ef+r~f+r~q r~kv+arts%of+'q*_k¨µKz+v+a¢ -uw
KK PBeb_cd^Db_Neb_cb_P PPHRSo b_P^dNb0RP9QuNb mco;RTNe e Qubsn k
ebsn `
iov++]k!k+z+z+¡ 'qLuiqCkef¢+ RkvqCr~'qCr~¡ {5aCuw}°a{0qCk¡ kr~'q 6u¨efuw¢5r~!iov.kar~'qCqCkav+) z+v+
av+¨z+¡ ¡ !+r~}k}5¢5r~o+a}kef f+¨r~ 0_ruwqCkav uwz0s 0_k¨kw£z+vqCr~¨ef+r~k+r~vµiuwv+v -uw v@z+ r~kv
g z0s|¨z0sR~z r~kv+r~_r~kvf+r~qC}kef+r~v z+v+y¡,aa}kef+'q uw}k}kar~¡ r~kv+r~v §-a¨¡£z+}kkr~¨z+v+£¨r~kvµ-+krdkaav
±°r~ef+zwv+@z+v+ uwz0sR'qLuiqCkef+rbg v-uw}²!¨r !+r~ ±°r~ef+zwv+@z+v+ ¢5r~o+a}kef +r~_s|z+v+qCkav-uw}kr~v
§-a¨¡%¨1°r~q{_kr¡,aa}kef uw¢+¨krfq
nDkv+r9°r~qCr~¨r aa}kef+wr~qµ~'qCef-uw'qCkef+r nDkvo+¨¨rY~z ¡ !+r~}k}kkr~¨r~vµ r~vq¨s|r~¨vq6+kr9{f+r~i
¨kr°'qzw¨wr~9kaa¡ z+¨¨{+o+v+a}kef+r~v ´8¨a¨¨¡uwv! !+r~}k}0uw}kK+kr°¢5r~k+r~v*kaaCuwv+ar~'qCr~}k}qCr~v WqUkr
kv£+r~<´8¨z+v+0s|a¨¡ µik'qD+kr x/}f+rkaav
H
r~vqCef+r~k+r~v+ s%o+R+kr §-Cuwarwµia¢r~kv!iov++]k!k+z+z+¡@Cuwv+S_k¨!+r~Rv+efq'w-uwcnDkvqC¨rtqCr~vr~kv+r~ Cuwv+Jf+r~qRz+vqCr~¨}kkr~wq 3¨r~+efa¨z+v++ziqC~}kef
+r~¡ z0suw}k}µz+v+ -uw ´8r~¨z+v+f+r~qC¨v+]karuwz ¢5r~r~kv-z+¨'q_v@z+ +kr/q uf+¨ef+r~kv+}kef+wr~qµ0_
ef+r~v +r~v z+'qzwv++r~v
W z+v+
J
~z °ref+¨r~}kv !+r~°v+efq 0±°¨rt²ar~ rtq uw} *
w¤a¤a¥+
uw¢+'qCCuf+kr~¨r~v-ukaav v+efZ°r~qCr~~µz+v+ kar~¨~efqCr~v k}a}k}kk uwz0s<+r~v^±°r~a¨]r +r~I´8r~¨z+v+!
f+r~qC¨iuw{+qLuw}k~µwkv++r~¡[+krEA¢5r~¨uwv+aL uf+¨ef+r~kv+}kef+wr~qCr~v v@z+<v+ef1kaav~r~qC}kef+r~v z+v+
s-v-uwv+~kr~}k}kr~vZiov.kar~'qC qCkav+r~v^uw¢fzwv+ar~vµ¤°a¢5r~Y¢5r~k+r q¨qCr~}Rv+efq kv¢5r~k+r~v_ z+'qzwv++r~v
a}kr~ef ~z+{Yr~'s%o+az+v+ 'qCrf+r~v
§-a¨¡uw}D}vzw¨'q£¨ef r~kv^¨a}ef+r~ !+r~}k}Y+z+ef r~kv+r uw¨w@k rtq¨qCrsuw¨¨r~vµ'°a¢5r~°+kr
~r~qC}kef+r~v!+r~ds-v-uwv+~kr~}k}kr~v7iov.kar~'qCqCkav+r~v_nDkv-z+¨uwz0s°+kr!nD}kr~¡ r~vqCr+r~EA¢5r~¨uwv+a)
¡uiqC¨2 G v+rf+¡ r~v UnDkv+r8wa¡ {+}kr-20r~¨r §-a¨¡ _k¨ k¡ uw{+qCr~} ¥ ¥ kaa¨ar~'qCr~}k}q
'(( 5#<X:>@??0:
iov +r~vkaaCuwv+ar~uwv+ar~v uw{+qCr~}kv_z+¨+r~v qf+r~a¨rtqCkef+r ±°r~ao+v++z+v+ar~v s%o+_+r~v>´8}kr~ef!
}uwz0s9kaav q^}f+}k'qLuwv+>z+v+ZnDkv+wa¡ ¡ r~v kaa¨ar~'qCr~}k}q 5nD¡uw -uwv+r~¢5r~vuwzefkvqCr~¨r~¨Cuwvq
¨r~kvµ°a¢Uv+efq v@z+ -uw uw¢+¨a}kz0qCr A]karuwzU+r~nDkv+wa¡ ¡ r~v+~µ°¨av++r~¨vuwzefU+kr>¨r~}u]
qC]karnDkv+wa¡ ¡ r~v+¨{5a¨qCkav kvr~kv+r~ ´8r~¨r~}k}kef-uis q !+r~+r~´8Cuw+r~,lAv+a}kr~eff+r~qkv
r~kv+r~ ´8r~¨r~}k}kef-uisqA+k¨r~qCr~vy!+r~_kv++k¨r~qCr~v7nDkv-z+¨ uwz0sR+krkv++]k!k+z+r~}k}kr´8r~¨z+v+f+r~q
v+k¡ ¡Iq r~ r~kv0suef+'qCr ref-uwv+k¨¡£z+ v+k¡ ¡Iqw ± 6uwvµ -uw¨ElAv+a}kr~eff+r~q¨r~}k¢+'qI!+r~
+r~ Ar~kµ+r~ -uwCuwz+_s|a}kwqµ-¢5r~Ciov++]k!k+z+r~vyz+v+ar~¨z+v++r~v^p@qC¨r~¨/kar~¨z+¨Cuef+r~v IIuw¡ q
+kr~¨r~ g ¨az+¡ r~vq 3¨r~+ef uwzefs%o+°+krA¨r~} uiqC]k0_r~ef+r~v r~kv+r~ ´8r~¨r~}k}kef-uisq°{+} uwz+¨k¢5r~}k'qµ
¡£z+¨ ¡uwv }krtqCtqC}kef uwv+v+rf+¡ r~vµ0-uw¨ r~kviov++]k!k+z+z+¡ r~kv+ruwv+ar~¢5a¨r~v+rdgCkar~¨¨kav ar~ar~v
lAv+a}kr~eff+r~q{f-uiq
ruiqCav *
w¤a¤a¥+
suw¨'qR+krN_efqCka'qCr~v£qf+r~a¨rtqCkef+r~v!g v+ziqC~r z+v+£r~¡ {+k¨kef+r~v!nD¨ar~¢!
v+k¨¨rA~z+Cuw¡ ¡ r~vµ@z+¡[~z+r~¡ pef+}kz+¨°~zwa¡ ¡ r~vµ@-uw¨<wr~kv+k¨r~qCr~ z+Cuw¡ ¡ r~vf-uwv+
K h NoHRTTmP ]_^Db_N n ePHQub_P
T =
π(g → g) π(g → k)
π(k → g) π(k → k)
,
o Ne
π(g → g)
RTn RSc n Sb_NPTN S b_Ne mo,jbsn
PHQub_P n e RPHQ R
n ^dNbsQub_c NP b_NPb_P jbsn
PHQub_P
n e RPHQ ]
jb_TRPjb_PO`
Nb RSc n Sb_NPTN S b_Neb_P NP bsQub_c &b_NTb RQQuNb_cb_P n=N S ]
b_NPHn
PHQ n=NPHQ
P BeNmPb_PmP
M
PHQ
t I
`
K vNb@]`l` NTNPHn=mP UpsrrBZM`
K bsR emP UXWYYgBZVPb_PPBe bsn ! "! #$ !%& !' ( *) H`
_kef+r~v nDkv+wa¡ ¡ r~v+¨z+v+a}kr~eff+r~qz+v+
Cuwv+Jf+r~q8¢5r~'qCrfq ¤g zef
r~}k}ka z+v+
k}²a
*
w¤a¤+
wa¡ ¡ r~v kv£r~kv+r~Dv+r~z+r~¨r~v lAvqCr~¨¨zef@z+v+I~z +kr~¨r~¡ nD¨ar~¢+v+k~ @p!a}k}qCr 3¨r~+ef r~kv
¨a}ef+r~c z+Cuw¡ ¡ r~vf-uwv+¨r~}k¢+'qRv+efqD+k¨r~qR¢5r~'qCrf+r~vµzf+¨r~v+¨ef63¨r~+ef+kr Yr~¨¢+kv!
+z+v+_kef+r~v#q^}f+}k'qLuwv+ z+v+ ´8r~¨z+v+f+r~q ¢5r~'qziqCkwqµ!¨}vzw¨'q ¨ef v-uef ruiqCav -uw)
uwz+ qC¨wqC~+r~¡Vr~kvPg ¨az+¡ r~vq s%o+CnDkv+wa¡ ¡ r~v+¨z+¡Ekar~'qCr~k}kz+v+_uw¢+}kr~ qCr~v¤pq^r~v+v ¡uwv8-ukaav
uwz+¨arfqµ5-uw¨/q^}f+}k'qLuwv+y¢5r~6+r~dnD¨~r~z+az+v+ kaav´8r~¨z+v+f+r~q8uw¢+v+rf+¡ r~v++r´8¨r~v+~r~)
qCzwar8uwz0s°r~k'q ¬µ+¨wa¡ ¡Iq r~kv+rSlA¡Ekar~'qCr~k}kz+v+Ekaavyuw¨¡ ~z ¨r~ef +r~A´8r~¨z+v+f+r~q_+r~
g ¨¡ r~v>¡ rf+A~z ´8z0qCrwµ uw}kA¨krI+r~v 0_r~ef+r~v>ef-uw+rtqµ< uw -uw+z+ef+v+ef+v+q¨qC}kef+r ´8r
¨z+v+f+r~qC¨v+]karuwz r~kv+r~ ´8r~¨r~}k}kef-uis qSf+r~¢5r~v iuwv+v \g }k}kr~¨+kv+a }kr~k+rtq8-uwSg ¨az+¡ r~vq uwv
¡ kv++r~'qCr~v+I°r~ g v+v-uf+¡ r~vµCkaav +r~v+r~v ruiqCav^r~kv+r¨r~}k¢+'quwv+¨{+¨efq K kr,YaCuwz+)
¨rtqC~z+v++µ5-uw¨_qLuiqCzef+}kef r~kv iuwz+Cuw}kr~ z+Cuw¡ ¡ r~vf-uwv+!kaav7nDkv+wa¡ ¡ r~v kv 0_efqCz+v+
´8r~¨z+v+f+r~q6¢5r~'qCrfqµik'q ef+}kkr a}kefz+¡ 'qC¨q¨qCr~vz+v+b_k¨ ar~Cuw+rYkv }krtqCtqCr~' r~q6kv §-Cuwar
ar~'qCr~}k}q'0-uwv+r~¢5r~v#_k¨ wr~kvg ¨az+¡ r~vq{kaa¨ar~¢+Cuefqµ°r~}ef+r~ uwz+A´8r~¨refqCkawr~qC¨ao+v!
+r~v^r~kv+r¨a}ef+r lA¡Ekar~'qCr~k}kz+v+*|+kr43Cus-v-uwv+~kr~}k} ar~¨z+v+f+r~qC}kef~z uw'qCr~v r~kv+r~
´8¨z+{+{5r8arf+r~v|jo+¨+r + ¨refq¨s|r~'qCkwq
uwv iuwv+v ¨efyv@z+v s|Cuwar~vµ°r~}ef+rEnDkv+wa¡ ¡ r~v+¨a¨z+{+{5r uw¡%rf+r~'qCr~v kaav lAv+a}kr~ef!
f+r~q ¢5rtqC¨r r~vk'q g v+ar~v+a¡ ¡ r~vµ@nDkv+wa¡ ¡ r~vdf-uiq qLuiqCzef+}kef8r~kv+rYuw¢+v+rf+¡ r~v++r°´8¨r~v+
{+¨!+z+qC]k!qziq ¢5r~K+r~8¯D¨!+z+qCkav kaav^´8r~¨z+v+f+r~q' -uwv+v}vzw¨'q¨ef *_k}k}kJo+¨}kef + r~kv
¯Dz+v+q+rs-v+kr~¨r~vµ<uwv+r~¡ +r~ nDkv-z+¨ r~kv+r~ ~z+ziqC~}kef+r~v nDkvf+r~q,nDkv+wa¡ ¡ r~v+kr
´8r~¨z+v+f+r~qv+efq¡ rf+¡uaar~¢+}kef>r~f}fq <q^r~v+v v@z+vr~kv uwv+¡ q¨r~kv+r~¡ +z+ef!
ef+v+q¨qC}kef+r~v{+¨i
a{0s nDkv+wa¡ ¡ r~vmo+¢5r~ +r~¡ r~kv+r~ uwv++r~¨r~v}kkr~wqµR}vzw¨'q ¨efz+vqCr~
ar_k¨¨r~vZlA¡ 'qzwv++r~vys|a}kar~v++r~ uw¢+}kr~qCr~v Uio¡ r~¨'qCr~vpef+¨q¨q ¨a}k} +krEnDkv+wa¡ ¡ r~v+Lkar~)
qCr~k}kz+v+k¡ ¨r~ef+r~v!_kr k¡ uw¨¡ r~v, uwv+ z+¡ -uw< z+ef+ef+v+q¨qC¨r~kv+wa¡ ¡ r~v +kr a}kr~ef+r~v
uw¢+¨a}kz0qCr~v7g ¢.°r~ef@z+v+ar~v v-uefz+vqCr~v7_krIv-uefa¢5r~vuwz0s°r~k¨r~v uwv+v}kkr~ar~vyk¡ ¨r~
ef+r~v uwv+¡ rf+iov++]k!k+z+r~va¢5r~f-uw}k¢>+r~_k}k}kJo+¨}kefyar~¨rtqCtqCr~v ´8¨r~v+~ra}kr~ef+~r~qCk
¢5r~+r~z0qCrtq -uw~µ!-uw¨°k¡ uw¨¡ r~v uwv+-uw uw¢+¨a}kz0qCrAkv++]k!k+z+r~}k}krjnDkv+wa¡ ¡ r~vr~kv+r~v 'qzw)
wr~¨r~vZnDkv-z+¨uwz0sD+kr kv++]k!k+z+r~}k}kr´8r~¨z+v+f+r~ qdf-uiq UCzw¨'q¡uwv v@z+v>z+vqCr~¨ef+kr~+}kef+r
Yr~'qCr~k}kz+v+ar~v z+¡ -uw#3¨r°r~k}kkar z+ef+ef+v+q¨qC¨r~kv+wa¡ ¡ r~v~zz+v++rs-v+kr~'q!o+¢5r~+kr
p!{-uwv+v.°r~qCr !+r~+kr!<uw¨ uwv++kr~¨r~PYr~'qCr~k}kz+v+ar~v r~kv lAv+a}kr~eff+r~qC¨¡u+µ¨|f-uiq +r~
´8Cuw>+r~SlAv+a}kr~eff+r~qrf+r~8r~kv+r~v nDkv-z+¨uwz0s<r~kvZiov++]k!k+z+z+¡:k¡:¨r~ef+r~v uwv+uw}k
k¡Suw¨¡ r~v - r~v+vyk¡Suw¨¡ r~v| uwv+ }kkr~ar~v +kr8¡ r~k'qCr~v z+vqCr~f-uw}k¢ +r~ ´8¨r~v+~rwµr~uw}µ_kr
z+v+a}kr~ef +kr´8r~¨r~}k}kef-uis qIk'qµ¤zf+¨r~v+ +r~£´8Cuw^+r~ElAv+a}kr~eff+r~q k¡ ¨r~ef+r~v uwv+
¢5r~'qCk¡ ¡Iqµ@_kr k!kr~}kr ´8r~¨r~}k}kef-uis qC¨¡ qCa}kkr~+r~ z+vqCr~f-uw}k¢+r~cnDkv+wa¡ ¡ r~v+¨a¨r~v+~r }kkr~ar~v
K \ndcb_N SBe R
nu^Db_PPQuNb o NelQub_o mSTne RPHQ b_c^Dmc[&b_Pb_P o bsQuN]_NPNn Sb_PLOb_Nn e
Pjb_P9R[Pb_So b_PHQub
klcb_P] cmuQ
BeNNe e R ^Db_Nn=b_PO`
g ¢+¢+k}k+z+v+
¥
plAvqCr~¨ef+kr~+}kef+rSqUk¨@z+v+!kaav7lAv+a}kr~eff+r~q
qUkr ¡uwvkv g ¢+¢+k}k+z+v+ ¥ ¨rf+r~vQiuwv+v µDs%of+'qr~kv+r.0_r~+z+qCkav+r~ lAv+a}kr~eff+r~q
k¡ uw¨¡ r~v_ uwv+iuwz+¡~z r~kv+r~70_r~+z+qCkav +r~ 0_k¨kwa~µ@Cuwv+~z °r~¨+r~vµC°r~k}D¡uwv
z+vqCr~f-uw}k¢^+r~*nDkv+wa¡ ¡ r~v+¨a¨r~v+~r }kkr~wq \io¡ ¨r~ef+r~v uwv+ -uwar~ar~v^¨kv+q£+r~bg vqCr~k}
+r~8uwz0s|a¨z+v+f+¨r~PnDkv+wa¡ ¡ r~v+ @Cuwv+wr~v ´8r~¨r~}k}kef-uis qC¨¡ qCa}kkr~+r~ *|+r~+z+v+@}kr~¨r±°r
¨r~ef
+
<lAvqCr~YaCuwz+¨¨rtqC~z+v+ar~v7_krIk¡ f+kr~ +rs-v+kr~'qCr~v>¨r~ef+r~v uwv+>¨r~v+quw}k¨r~kv+r
0_r~+z+qCkav +r~{lAv+a}kr~eff+r~q -uw kv++]k!k+z+r~}k}kr Cuwv+Jf+r~qC¨¨k¨kw+ 0uwg ¨az+¡ r~vqfzwv+wq
uw}k}kr~¨+kv+a ¨rf+A@¨qCkefkaavy+r~/ uwar+r~A¢5r~k+r~v +z+ef+ef+v+q¨qC}kef+r~v7nDkv+wa¡ ¡ r~v uw¢;
¡uwviuwv+v}f+v+r#°r~qCr~¨r~ +krYr~'qCr~k}kz+v+ar~v+r~uw¨¡ r~vx uwv++r~ v-uefa¢5r~vef+kr~¢5r~vµ
z+¡ -uwv+v}krtqCtqC}kefU+r~va}kr~ef+r~v n9r r~quwz0s£-uw Cuwv+Jf+r~qC¨¨k¨kw~zr~¨~r~z+ar~v _kr
k¡ ¨r~ef+r~v| uwv+;k!kr~}k}kr~efq ¨{+¨efq_ ruiqCav*w¤a¤a¥+ +r~f-uw}k¢ ¢5r_z+¨'q{kaav +r~v -E
Czwv++r~¨vµa+r~¨r~v nDkv+wa¡ ¡ r~v.kar~'qCr~k}kz+v+Pf+kv+¨r~ef+r~v+ v+kr~+¨k8uwv+ar~¨kr~+r~}qYk'q g zar~¨+r~¡
k'q8+krEq uf+}K+r~ ´8¨r~v+~r!f}ef+'qP_k}k}kJo+¨}kef;5uw}k}kr~¨+kv+aAk'q8-uwdg ¨az+¡ r~vq uwzef}f+v+r
r~kv+ruw¢+¨a}kz0qCr´8¨r~v+~r~z^¨rtqCtqCr~v v+ef v-uef.kaa}k}k~krf@¢-uw~µ¤°r~v+v ¡uwv +kr uw¢+v+rf+¡ r~v++r
´8¨r~v+~{+¨!+z+qC]k!qziqD+r~ nDkv+wa¡ ¡ r~v+Duw@~r~{0qCkr~'q .g }k}kr~¨+kv+a's-v++r~v r~}k}kaRz+v+ k}²a
* w¤a¤+ wr~kv+r£±°r~'qziqCkaz+v+ -uis%o+~µ-uw¨ kvy+r~v>¨r~ef+r~¨r~vZCzwv++r~¨v7lAv+¨ef+r~f+r~q¢5r~¨av!
+r~¨jg z+L_k¨@z+v+ uwz0sK+kr8z+vqCr~¨'qCr~v7nDkv+wa¡ ¡ r~v+¨a¨z+{+{5r~v|f-uiq
Czw¨'q£¡uwv !+r~}k}krwµkv +r~v+r~vmlAv+a}kr~eff+r~q @ uw}kSg ¨az+¡ r~vqIkv+kr ´8r~¨z+v+!
f+r~qC¨{+¨!+z+qCkav+'s|z+v+qCkav*|!+r~ Az0qC~r~v0s|z+v+qCkav + r~kv+arts%of+'q{_k¨µ-uwzar~Auefqµ¨ r~)
ak¢0q ¨ef +r~v+v+ef r~kv °r~qCr~¨r~ qf+r~a¨rtqCkef+r~g v+CuiqCw Ak¡ ¡Iq°¡uwv uwvµ0-uw¨{lAv+a}kr~ef!
f+r~q k¡ nDkv+wa¡ ¡ r~v¨r~kv+r~v lA¨¨{+¨z+v+ uwzefkv+r~xArtqCr~¨aar~v+qziq +r~ kv++]k!k+z+r~}k}kr~v
¯Dzis|r~¨r~v+~r~v f-uiqµa¨P_k¨qY¨ef +kr~¨r_xArtqCr~¨aar~v+qziq<uwzefuwz0s +kr ar~¨r~}k}kef-uisqC}kef+r qUk}
}kr~v+¨¢+k}k+z+v+Iuwz+~ 0 r~°ar~¨r~}k}kef-uisqC}kef+r{qUk}k}kr k'q°uw¢5r~°z+vqCr~ uwv++r~¨r~¡ ¡uaar~¢+}kefs%o+
+kr8±°r~¨r~qC'qCr~}k}kz+v+!r r~vqC}kef+r~A´Po0qCr~~µ°a~zyuwzef +krdr r~vqC}kef+r ´8r~¨z+v+f+r~qC's%o+¨¨a¨ar
arfa'q wrYz+v+a}kr~ef+r~ +krD¯Dzis|r~¨r~v+~r~vI¨kv+µ+r~'qCAar~¨kv+ar~<_k¨z l ¬+krD±°r~¨r~qC'qCr~}k}kz+v+
¨a}ef+r~ ´Po0qCr~<uwz+'suw}k}kr~vµaz+v+-uw¡ q<uwzef+kr_kv++]k!k+z+r~}k}kr_´8r~¨z+v+f+r~q .YaCuwz+¨¨rtqC~z+v+
K
b_TTb VNjb_PHQRn cj
o b_PBe mTje bsQum S bsR emP UXWYYgBZM`
K
bHPNb_c=e[&b_c QuNb0ab_ScSb_Ne n=o b_NP
Pj muQub_cdb_NPb_cjTb_N S[HRcbsn\aR H`