• Aucun résultat trouvé

Robust Motion Detection with Temporal Decomposition and Statistical Regularization

N/A
N/A
Protected

Academic year: 2021

Partager "Robust Motion Detection with Temporal Decomposition and Statistical Regularization"

Copied!
16
0
0

Texte intégral

(1)Robust Motion Detection with Temporal Decomposition and Statistical Regularization Jean-Michel Létang, Patrick Bouthemy, Véronique Rebuffel. To cite this version: Jean-Michel Létang, Patrick Bouthemy, Véronique Rebuffel. Robust Motion Detection with Temporal Decomposition and Statistical Regularization. [Research Report] RR-2717, INRIA. 1995. �inria00073975�. HAL Id: inria-00073975 https://hal.inria.fr/inria-00073975 Submitted on 24 May 2006. HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés..

(2) INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET EN AUTOMATIQUE. Robust motion detection with temporal decomposition and statistical regularization Jean-Michel LÉTANG, Patrick BOUTHEMY & Véronique REBUFFEL. N 2717 Octobre 1995. PROGRAMME 4. ISSN 0249-6399. apport de recherche.

(3)

(4)  

(5)     ! " $#% &('*)+, $#%- .'- / '" / '*)0&(1.)'"&(2'"  3547678 9;:=<?>A@4CBD+*EF G,HIKJMLCN(O"67PRQR<S>UTWVYX[ZG\F*:=]^LL-_ ` 4CE QRab8<?ced4KfF*VZg"g"F-D LLL hikjmlnipoUqqYrs*thikujRjnƒrv5wjn„wyx{rz}q|~rnx{nx{qoAlnrrw€Cx{kx{jn‚ uoU 7 5jnikw†7r*iyr‡ˆ7riy‡pˆ~r‰‚*Š}‹mŒ7RŒ"tŽ,‡wyjnv7iyr[Rnn‘’t”“n“ boUlnr.  y•.wpx{oU–(wywkˆ—x{jn˜R b™A‚bršboUiy›Aikwk©C˜m|7Aœiyx{vbŸ{ŸªoA„|~wyˆ7qx{jnx{*x{‚7‚b! boA¡¨oUwyikx­ brjmrz}‚’i |~qYr†7‚CržjCwkoA†7Ÿ{Ÿ{©x®*¥br‡ž ‚7oAx{‡wywyjmx{ˆ%jn|7‚7‚CwyRˆ7wkArrjCiyr‡†7†‡rŸ{wy|7†7rk|7‡x{wkjmiyx{xª‚7jm‚~ž‚+l5oAjA¢{¢ª‡¡¢ zCq„|7rx{jAyq€Cxªwyx{ 5x{‚7jnjnl‚-ioAjnjAŸCvn¡/x{ƒ‚Cjnrwk|~‡rwkwklmR†7ip¢jCoAjnwy£¤i!x{jnrxª‚qˆboAoAoR‚~lm€m†r«ryk†~rwpoUzCr¥bwk|7x{‚7rk‚7wyrx{†¦‡‡žroAžoYŸ5¬ikq‡žrlmoArqY|7wyˆ7Ÿ¯roAjCipiy†§o,xª°R‚7oAoUwkjmv7x{w(Ÿ{jmr‚± 5wyroUjKi?ik¡¨rr‡‡jnwywk 5ˆ7Ÿ{© rr w?€n oUikj-x{jnq[|~eoAx{†7‚ ©C¡¨‚bržoAoUqYwk|7xªiy‡RroAŸAv5jU¡rˆbwkˆ~oR€Cr’x{jnqY|7riywk/ˆ~jAj}¡7† wy¢/ˆ7r«²=rwkŸªrrqqYr b‚Cjmwkip oU 7Ÿeikqrk|7rŸ{‚Cwkx{w(k‡žx{‚"oUŸ{wkr«ˆ7†7rrk‡‡jnrqY‚7rn b¢!jm²+kx{wkwkx{ijnoA‚‡³CoUx{Ÿ{‚7ŸªjAl qYj}|7†~|7wkŸ{jr/ 7†7iyrjAwk€}r‡x{†7w"roA‚7o†Y ~wkikjr†7‡x{ˆb‡oUwyx{ipjnoA‚-‡wkq[riyoAxª° r   v5oAˆ~kxªr‡†MˆKlmjnx{‚M€nr¶K"oUoik³n‡jnjA‚C€0¥bip†~oUr‚7‚7†7‡jnrq·Ÿ{r€m¥brrŸ Ÿ{†M¡¨jni,qY 7jCik†7rryŸ{rž‚7‡krY|~jA 7¡« 7Ÿ{qYx{rjn[wyxªojm‚K¡¨jmoAikw’qo.oAŸlnx{ ¸€noRr©0‚K 7wkj+x{´Cr‡Ÿ?jn¢"q²µv7x{‚7ywprYoUwkwkx{ˆ7krwyxªy‡Rr%oAŸ†~ikx­¹erlmr|7iyrŸ¯‚CoAiyw[xª°RyoArwkwkx{jm‚jU¡º¡¨ip‡oUjnqqr ~ |7jnwkiyr³e†  x{v5‚CoA¡»kjnrik†qjnoA‚wyxªyjmjA‚/½?C‡ž oAŸ{ˆ7Ÿ{rx{†Ÿ{r*zCr|b´CoU 7ŸªŸ{x{jnwoAx{wywkxªx{‚~€ml[r«v5ojA ~´Cikrx{«jniyx{x(³C|7‚7krjA† wkŸ{rj-†7rlnyr wkx{jnq[‚¼oUwkwkˆ7rr-q 7jCik†7x{qYrŸ7xª bwyx{oA€niroA,qYwkrjwkrv5iyrž¢†7¾Crrwyr€mikrqYipoUx{Ÿe‚7rr´C†/ b¢ r²µiyx{q‡RoAr‚CŸ{x{wkv7ipoU wkx{x{wkjnˆ‚KiywyržroA‡Ÿ5ˆ7x{‚7q[x{zCoA|7lmrr yrzC|7r‚7‡r"†7r 7x{‡wyxª‚~l€noAikx{jm|7«‡jnq ~Ÿªr´kx{wk|boUwkx{jn‚~«ˆboR€mr"€noAŸ{x{†boAwyr†wyˆ7r*oA 7 7iyj}oU‡pˆ ¢ wy¿Yx{jnÀC‚/Á57Âp¶Kà ÄboUik™n³mÅjA—U€œqÆ?jCq†7roAŸ{lnžr,m bkroUzCipoA|7qYr‚7r‡wkrnreiqYrkjnwywyxªqxªjm‚oAwy†7xªjmr‚/wkrA‡iywyjnx{v7jn|7‚/y5wkq‚7r|7kŸ{žwk¢ x{iyrkjmŸª|~wkx{jn‚/mwkrq 5jnipoUŸ/x{‚CwkrlmipoUwkx{jn‚/CywpoUwkx{kwyxª‡RoAŸikrlm|7Ÿ¯oAiyxª°RoR½. kÔkÔÔkÔÔyÔ ó7á}ÕÖkø5××â»ùeØRç¨ÛÝÙ¯úÜ?Ú"ômè¯û5àÛÝõÜ?øbÞAîïüÖkö ß{Ùþâ»à ýáCÞAÖyÖ?ùCâ¨å«ï×÷AØRòÌä ãžÿ}ä û5ÛÝç¨ÛÝøÛ åñ¨×U×à æ­ãAç ¸à æªç5ÿè{ é/(ØAç ÛÝö âžÖÖ/ê ëAëAÖyÖñeç»åÖkÜ?×ÞAç¨Öyâ ç¨÷žÜ?ç»ÞAñkÖeÿì.

(6) Þ7 îí  ØAÖ?Ù¯ ï ç¨ßÝÖyðnØ Ökîñ? ò ßÝÖ/û5ÖkëAÖAÿAç»×ØAÜkÖÿÖkç î ä ëAñ»÷žñyà ÜkÖyØAãAà ÜyÖk×Rà æªç Unité de recherche INRIA Rennes IRISA, Campus universitaire de Beaulieu, 35042 RENNES Cedex (France) Téléphone : (33) 99 84 71 00 – Télécopie : (33) 99 84 71 71. Ç{ÈÊÌÉ Ë?͞ΠÊ(É ÏÐ{Ë?ѨÒÓ.

(7)    [ 

(8) ." $"* &(  ['   (&   .

(9) #¼  " $#% &())$  & 1..)'"&('" . '"  Y r†~ ´}jnÀ7 5 Ÿ{jn—jn

(10) lmyxªr* rŸ¯ikÀ¦o* jmv7 ~œ |7ikjnywkv~r"Ÿrr €Cq[xªip oAoUo"wy 7 x{ 5z}€Cjn|~x{«ikrw †~†7rwkr*ip«oUŸ 5x{ÝwkoArr‚5iywkoA†7|7Ÿ{r©CiyvbkŸ¯roAoYwy†~xª† jm|[r‚7wyqYr‡¡¨jnwki |7x{rjm€mzC‚+r|7qr†qr jn‚}qYvnw!ƒ;r†br‚CwkoAw*‚7ik,qYr‚7†7jn‡rv7jn"x{‚CŸ{oArwk 7,i r 7 rrŸ{‚+x{‡žŸ{oUx{jmq[wkikx{jnoU‚7ln†7rriyix{Ÿ rr*ÝoArqŸ{‡ŸªzCrjm|7ž‚7¢x{yjCxª‡wyjm|7x{jn|7Ÿ¯‚-oAx{†7ik 7rmrik¢jmy/ b‡ jmor ‚7kjm 7r‚7,ikrrqY‚|7x‚~rrr*ik´Cr-w q r biyroAx{wyriyˆ7|7wkjAx{ižr ½ ¢ ,jn|7,† r lCoAlnrjn‚7"wkiyjnx{"†7x{ikr‡wkx{jn‚7,†7r-ikr‡ˆ7riy‡ˆ7rzC|7xqrwywkr‚Cw,r‚%iyrŸ{x{r¡«Ÿ  xªqY bjmikwoA‚7‡r,†7r-Ÿ ÝoU´}r wkrqY bjmikrŸ?7†~xªqYr‚7yxªjm‚ ~‡ržikoAx{€C|YxªŸ!†7r lmrxyr xªr*lm‚br‚¤oA|~oA´‚bwyoUrŸ{q©}y 5rjn†~iy|%rŸ{žqY#¢ /jn|7o"€m† rrq ‡jnrqY‚CwR b¢jm"’kx{oUwk‚7x{jn‚|~q‚7r|~Ÿª 7wyikx®$½rrq ‡ˆ7xrrikŸªr-Ÿ{r( bwyroUqikwkx{ 5rnjn5iyŸ¯roŸ{Ÿ{rr qzC|7x{krr‚7‡rr&‚ †%" |7x{q[€CikoUr"lnr brikrqywrw(oAy†7krx{q‡RoAx{Ÿ!ipr oUr‡wo r ik|~x{‚Kkri,¡SoUŸ{x{r?½ †~Ÿ x­x{¹‚C¡¨r jmiyikrq[‚CwkoRwy‡x{jnjn‚q†7 5r*jniyqYwkrjnqY|7€mr‚Crqwkr†7‚}©CwR‚b¢oUqrwkx{wyzCr|7rwyipo 7ƒ;ri r‡ kwkrjm‚Clnwki"oA 7†bˆ7oUx{‚7r+r Ÿ¯Ÿo-r qk'‡ rr ‚}‚7w(r oAx{o-ikr"|~†7‚Kr’x{‚7jmkvnwoAƒ‚Crwyw’†7qYjn‚~jn)‚ v7rnx{ Ÿ{¢ r*,‚ br†7ikqr|7r´Cwx r †q jnr"v~qYwkr‚7j}†~x{i,|7|7Ÿ{r‚7x{r*‚C‡žw roU lmikwyikrr †~‡rr« 7†7i rr |7†7´Yx{‡wyw?xª©Cjm b‚r,wkr†7qYr" b†7jmjnik‚~rŸ{)‚ Ÿ{rnr rR†7jmy‚7jn‚C‚bwoA‚Crw´C 7|7ik‚x{ q x{‚7r†7rx{‡roA|Y†7rkr‡x{jm‚‚C¥† oU |7‚7‚7‡r,rikr|~ lmi(|7Ÿ¯Ÿ¯ooAiy 7xªiroA kwyrxª‚~jm‚‡r"y†wpoA |7wyx{‚kwkqYx{zCjn|7|7rn€m¢ r/qo rq‚}wRjC¢ † ür rŸ{(x{px{oU‚Cwkwkx{jnri‚-oA b‡wyoUxªi«jm‚7‡ˆboUrq‚Cwk 7iyr  †~q rr wk¶Kˆ~j}oA†~iy³nrjA†7€Yr¡¨jn‡ž|~oAikŸ{‚7x{v7x{w"ipoU|7ln‚¼r b‡žoAoU†7iiyv5rj ¡¨/0{jmwyikrqYrzCŸ/|b 5oAjnŸ{x{|7wpoUi wkwkx{€nipoUr †7|7rx{kikwr 7†~i rr *kr‡‚}jmw ‚7r ‚brKoA 5x{yjnp|7oA‚~i‡rrkwkx{oqY ~ri*ikx{jnŸ{riyx(k b|7oUi ipoAŸªqr’r ~wkiyikrx{q-x{†7wkrx{€m‡rr,o-qYrj} €n.† oUr ŸªŸ{|~rnr¢ iž,¢.*,jnwy‚7ikrr roU‚[ 7 7†~iyrj}ik‡‚7ˆ7x1r r iykr*r- bipoUoAikq wkx{rr" ‚7kr |~io †7†~rr,‡žroUzCŸ{|7‡|7r‚7Ÿ{‡ry"xªqY€n 7oAŸ{iyrxr rrw,w?‡©Cjn 7‚7x{zC†~|7|7rx{,wž¢ o- |7‚7roAŸ{lmjnikx{wyˆ7qx{rikrŸþoUwkx{€nrqr‚CwipoA ~xª†~rn5z}|~r*‚7jn|~ r €noUŸª|~jn‚7 y2=wpoUÄ5wk˜Ax{k—wyÂxª'›zC3$|7À rmCœ^q4¾ jCr †.zCr|7Ÿ{rr‚7‡qroA5† ik x{³mqjA€CoAxªlnrr‚7žžyA)† rrkwkwkrx{q‡wkx{oAjnwk‚-x{jm†7‚r†7qr*jm b|7oU€niproAqYqrr ‚CwkiywžryžqC|7iyjnŸ{wkv7x{i|~rkkwkjnrŸ{k|7kwyrmx{¢ jn‚/yx{‚}w r lnioAwyxªjm‚"wkrqY bjmikrŸ{Ÿ{rni r ln|~ŸþoUikx{poUwkx{jn‚.

(11)  

(12)   . . * /&(  ¡»q",ržroAoAwywy†7r|7r‡ikwyrrxª‚}jm€C‚¯‡x{ikjUjmjm¡/‚C‚7wkqqipoUjArk€C‚}wyx{rwy‚7†%«l  ~jnˆ~vnikx{ƒxªq‡rˆY‡x{wkwk‡x{jn€mx{‚Cr‚(wpoUo"kx{|~‚[y‡p‡ˆ¼yr|7‚7oA‡r"ˆx{‡¸kjm 5oUikr‚‚7‡rx¯x{iyoAkžkŸ |~5‡rrjn†7‚CjAlm¡/¥5rln³mž|7r©-i¢{oA¢{xª¢!wk(‡‚Cx{wyjmžr‚7oUik‚¸ryoUvbwikr*r"x{‚|~r´Ckq[r 7†%oAŸ{jn‚CoUx{©*wyroA†Ÿ¯ ~oA 7‚~xª‚Ÿ{†7xª‡Rq[oAoA|7oUwkwyx{ikjnjm³C‚7‚7jmž¡¨¢qjm~ijmjnq|7i!(xªjn‚~ikwyjm†7x{jnvbjC‚jmjnwi(oA‚5‚by‡oAoRrŸ{€C‚7©Cx{rkl}x{RoAž7wy¢7x{€C¶Kjnx{‚/koU|b¢A‚CoUÆ»½¡Ÿ x{ ~Ÿ{ikŸ{|7jCq‡rx®y‚bžoA¢"wy~x{jnjni‚-jn‡|7jnwy‚7†7†~jCxªwyjnx{ijnk‚7‡r‚7‡žoUr‚KRCv5xª‚-r*‡ž‡oUjnk‚CrwyikjUjn¡ Ÿ{wyŸ{rip†/o$#~x{‡«wyxª|7,ikrž€moAryx{x{ŸªrŸ¯oUi‚7wy‡jrr¡¨‚7jmik|~rik´ r-oUqpoA 7wyx{Ÿ{?rn¡SRoUq‡wkoAjm‚Cik©©’oU b 7r 7i?¡¨ikjmjCikoAq[‡ˆ7oUr‚7‡r*ikrjUŸª© ¡wyjnˆ7‚rˆC†~©C©} b‚5jmoAwkqˆ7rx{y‡r€Cx{kk|7x{jn‡ˆ‚ j¡»UoUrž¡oA€mwkwyˆ7r|7ˆ7rikrx{|7‡RŸ{y/rrž¢{¢{jU¢5¢!¡ü£Mmo,xªˆ~‚Ykrwy¡Sik‚oUx{‡‡‡wywjnŸª©- 7‡jmx{k‚7qwloAqwy xªjm‡x{‚7wy‡Rˆ[Ÿ­oA©ºq 5¡SroAriy‡ipwkro7|7†[Riyjmvb†~i(oA|7kwyikwyxªx{jmik‚7jn‚7l‚~

(13)  loU ‡‡žo,zCoA 7|7qYikx{krx{jnx{ipwkiyo-x{x7jnx{³C‚ ‚7‚7nyjAwp†7oU r;v7¥bŸ{x{r‡Ÿª†7x{x{rw?lm©C‚7r«A‡jmx{x{Ÿ{r‚Ÿª"|~wyqwyˆ7ˆ7rx{r‚b‚KjmoAvnwy‡ƒx{jmjArq‚‡wyr,€nžmoAjnrnik|7x¯¢ oUlbwRwk¢¢{x{Rjnv}‚/© mxªŸ¯‚CoAwy‡ik³jC†7jU|7¡‡†7x{x{‚7yl-wkx{‚7“ ln"¦|~qYxªyˆbj}oA†~v~rŸªŸ{r  wyyjx{ln‚7 5£¤x®r¥bikr‡žwyoU|7oU‚Cikikv5wkr-Ÿ{oA©‡wkjnx{oRjm‚~¹e‚7‡r*r‡ikwŸ{‚~x{³n|7rr†+yŸ{|b© oAwyŸx{jwkoAˆ 7j} ~q‡‡ikjnj}|7wyoUi"x{‡jnx{ˆ7‚§‚rž†7o.¬ rikwyržroU‡Ÿªwkx{x{yjmwk‚¤x{‡±xª‚oU 7‡ž 7oAŸ{yx{‡žroAjAwyx{¡¸jno.‚k‡wpjnoU‚Cwkwyx{rjn´C‚5wžoA¢ ik©ür‡žw"oUq|7"riv7oikx{v7r %b|~©wžez} |~x{jnwkwkˆr-rkqr€n 7rˆ5ioAoAŸ(kx{x{,wkrjnq‚¼ikjnwyv~ˆb|7oAw,kwyq[‚7roRk© r ¯zC|boU‚Cwkx{°žoAwyx{jn‚rikikjmiž5wkrq 5jnipoUŸ oUŸ{xþoUkx{‚7l5b¢{¢{!¢ ¢ & ¾Cr‚7yjni‚~jnx{k' & jikrŸªx¯oUv7Ÿ{r¡»ržoAwy|7ikr,wkj-†7rwyr‡w*oA‚7†wyipoA‡³YqjA€Cx{‚7l"jnvnƒr‡wkž¢ & Æ?‚‡žoAyrjA¡ o,kwoAwyxª‡‡RoAqripo7R x{‚7†-jni‡žoUqrioˆboU‚7†7Ÿ{x{‚7lqoR©‡žoU|7kr,kq[oUŸ{ŸAjnk‡xªŸ{Ÿ¯oAwyx{jn‚7R¢ž„ˆ~xªx{‚7†7|~‡r«oU‚±oU 7 boAiyr‚Cw kjnq[ioUoŸ{Ÿnyq©Ckjmwkrwkx{q(jn‚ ¯¡¨rnjn¢ il5¢ª‡ejmo‚Cwkyipˆ7oUx{k )wyr" †‡ˆ7jnx{‚C‡wyˆ¤jn|7q[iyoR©x{‚*v5wyrˆ7r‚7xªjnqw oA blmrrniÌ¢ž¡¨r¶‡wyjmŸ{ik©¤rjAk€mwpoUrižwkx{R‡wyˆ7jnri €C€nxªrriy ©%xª‚~ylŸªjAk ©CŸ{y©KwkrqYq jAq[€CxªoR‚~©lv5 rxª 7wyˆ¤Ÿ¯oA‡ikrry†- bx{r‚‡wo,wk†7jKr€Cwyx{ˆ7‡rr jnv7yrik€mr†Kqjmv7x{Ÿ{rjnvnƒr‡wkž¢ & hikjžƒ;r‡wkx{jm‚¤jA¡qjA€Cx{‚7ljnvnƒr‡wk-‡žoA‚¼€noAiy©%oYŸ{jnw*oA‡‡jnik†~xª‚~l[wyjKwkˆ~rx{i’†~xªywpoU‚7‡r[oU‚7†¤oAwkwyx{wk|7†7r- *¢ iž¢ wž¢üwkˆ7r‡žoUqrio7¢ ² 7Ÿ¯ 7oA b‚7oUrnikr‡ž‚CoUw‚^yxª°v5r*r¼‡žŸªoAjA‚Y *vb¢r"¶€mjnriyikr©YjA€nkq[rižoUŸ{yŸS¢Rˆb„oA 5ipoUr%‚7kjU€m¡rikwkˆ~oAr%Ÿ 7k 5iyjžrƒrr†/‡~wkwkx{jnˆb‚7oUw«qYjU¡ržoAwk‚7ˆ7r¼€nqrŸªjAjC€C‡x{x{‚7w?©l¼‡jnjmvnqƒr 5‡jnwkK‚7r‡R‚}oAw!‚= boAvbir¤oAŸ{Ÿ{oRr¹eŸbrwy‡jwyrwk†ˆ7r,vCx{©Wq[oAwyˆ7lmrr k|7iyikjn|~‚7†7x{‚7lr‚}€Cx{ikjm‚7qr‚}*w ¯jC‡‡Ÿ{|7yxªjm‚7ž ¢{¢ª!¢ ¢ & Æ?ŸªŸ{|7qYx{‚boAwyxªjm‚*krŸª†~jnq ikrqoAx{‚7(‡jn‚7ywpoA‚Cwx{‚jn|~wk†7jCjni!k‡r‚~rž¬5qjA€Cx{‚7l,‡Ÿ{jn|7†7q[oR© ‡žoA|7yr"ŸªjC‡žoUŸ7jnilnŸ{jmvboAŸ7Ÿ{x{lnˆCwyxª‚~l qx­¡(jCoA†7|7x®wy¥bjn‡žqoUwkoAx{wkjnx{‚7‡,!kr¡¨jmwywkix{‚7x{‚7lkx{woA‚7|7‡krnr†/¢5Æ?7ŸªŸ{Ÿ{rž|7oUqY†7x{x{‚b‚7loAwywyxªjmj‚ln‡Ÿ{jnˆbv5oUoA‚7Ÿ5ln‡pr-ˆ5‡žoAoU‚7‚%lmr’oAŸ{x{k‚YjwkqYˆ7r*jC†7x{qx®¡¨©oAlnyrjnqYx{‚Cr’wkrjU‚7¡(kx{wkw?ˆ7©r-†~‡žxªoAywkqYiyxªrv~ip|7o-wkx{x{jn‚C‚ wkiy¢ x{‚7kx{‡" boAioAqYrwkriy . . /x{lm|7ikrn¬,+.-jmikx{°jn‚0/yrzC|7r‚7‡rm¢e„ˆ7r"qjA€Cx{‚7l" 7Ÿ¯oA‚7r"x{r‚7‡xªiy‡Ÿ{r†/¢~Æ?q[oAlmr213¯Ÿ{r¡¨w«oU‚7†¤nž‘4¯iyx{lnˆCw5¢ ‡wyˆ7jnikr-iy²,rj}kº‡ 5ržoUjnoA‚K‚~‚/†7¢ x{*Ÿ{Æ?Ÿª8‚|~wkkjYwk/iˆ7x{oAlmjnwy|7w"xªjmikoAr‚/iy7‹7ržwyoA5ˆ7R r-¢er„k‡‡žˆ7roAr*‚~‚¼rjm‚7‚7kjnŸ{ˆ7©[wyjAx{ ‡qYr‚KjAwk€Cx{ˆ7‚6xª‚~r-l x{‚Cx{jmlnwkvnr|~ƒ‚7ikrry‡x{w'w?*©K¯ ‡‡xªˆboAiy*‡oAŸ{‚7roAlm†¼‡rzCxª|7‚jAx{¡«iyxªrqwy†Kˆ7oArvClm©% 7r7x{´Co1YrŸ{Ÿ(x{oA‚7v5‚7ržr†0oUŸ{i’jnn‚7oUžlmik‘ x{ipx‚7oRl©{’wyx{o.j[‚C¡¨ 7iwyˆ7oAŸ¯oAiyr‚7r†K 7r-Ÿ¯koAoAr 7‚~‚7 7rkiyjmwyj}ižipoUo¢‡pƒ"’ˆ~rxª‡oU‚~wkikjml[³ik©¼oAkv5 5†7jAjn|7€nwyrr wyjwyˆ7r" boAykx{‚7ljU¡v5jnwkˆr‚~lnx{‚7r"wk|7iyv7x{‚7rR¢7„ jywpoAwyx{jn‚boUik©v5j}oAwyjA€nriyŸ¯oA jm‚7r*oA‚7jmwkˆ7ri‡Ÿ{jnkr"wyjˆ7jniyxª°jn‚Ÿ{x{‚7rn¢C²v~|7jA© %5j}oAwy«x{‚Ywkˆ7r,¡¨jmikrlmikjn|~‚7†/¢C¾Cx{‚7‡r"wkˆ7r" 7Ÿ¯oU‚7rx{‡jnqYxª‚~l*wkjA oAiy†7«wyˆ7r"‡žoAqYripo~nx{wy¸oU 7 boAiyr‚Cwqjmwkx{jn‚-q[oUln‚7x{wk|~†7r«x{zC|7x{wkr yoUq[ikjmoU|7Ÿª‚7Ÿ?¬C†¼oAiyxªwyjn"|7‚7ikr8† ¡¨iy17r‚7¢{R‡‘-r 7 5x{jn´}yrxªŸwyx{ 5jnr3‚ i,9K¡¨ioAŸ{ržqoA†~rmxª¢ ‚~l[jmwywkjr-kwkwkˆbiyoUjnw‚7lwyˆ7 5r±roUikwy‡|7zCik|7v5x{koAx{wkwkx{x{jmjm‚7‚Kkx{©C‚¼kwywkrˆ7q rx{oU,ikrž‚7oUjn"w, kwkˆ7iyrx{‡ikrYwkŸ{©Kk byoUwpwkoAx¯wyoAx{Ÿ:‡ x{9‚Cwk‡žroA‚~qYkx{w?r©%ipo.lmxªip,oU†7qx{rjA‚C€Cw’x{‚7x{l ˆ~xªlmˆ6 krr

(14)  x{ln|~ikr*‹¢C„ˆ7x{k‡r‚~r x{Ÿ{Ÿbv5r*iyr¡¨riyikr†KwyjoAwyˆ7r+kˆ~jnikx{°jm‚"/-krzC|7r‚~‡rx{‚Ywkˆ7r*iyrq[oUx{‚7†7rijA¡wkˆ7r* 5oA 5riž¢ ì ì Ø<;=   .

(15) "$#  &% !.  '. oU‚7x{ln†|~¡»ikjnri‹7o-¬ +. 7-x{´CjnriyŸex{°v5jnr‚"Ÿ{jn/"‚7ylmrxªzC‚~|7lr‚7wyj‡rmwk¢Cˆ7Æ?r"‚}wy 7rŸ¯‚7oAy‚~xªr’w?©-wyip 7oiyƒ;jAr¥b‡Ÿ{wkrjmik€C©8ž¢A¯wyiyx{x{qlnˆCr«w5oU¢w«o,lnx{€nr‚- 7x{´CrŸ7 5jnyxªwyx{jn‚)(‡Ÿ{jnyrwkj"wkˆ~rˆ7jniyxª°jn‚Ÿ{x{‚7r  Ÿ{r¡¨w5  x{ln|7iyr«“yˆ7jA o ik|7ioAŸCr‚C€Cx{ikjn‚~qr‚Cwe x{wkˆ*w? jqjA€Cx{‚7ljnvnƒr‡wkR¢ž„ˆ~rkrx{q[oUlnr5 rikroA‡zC|7x{iyr†vC©"ox{‚C¡¨ioAikr†*kr‚~kjni  q[oUwkikx{´Yw?©} 5r¢oAqYripo- oA"ˆ7rŸ{†¼vC©KˆboA‚~†/¢+*«jmwkˆ¼€nrˆ7x{‡Ÿ{r"qYjA€nr,¡¨ikjmqikx{lnˆCw"wkjŸ{r¡¨wR¢5„ˆ7r€mrˆ7x{‡Ÿ{r-xª‚wkˆ7rqYxª†~†7Ÿ{r’x{ ‚~€mrrˆ7€nrx{‡i,Ÿ{r"‡jn‡žqYoA‚ 7Ÿ{vbrr*wkryŸª©rr€C‚¼x{kwkx{ˆ7v7iyŸ{jnrn|7~lmqˆKjmkwkwˆ~r*jA¡(v7x{|7wyxªˆ7,ržˆ7¢5x{†7„†7ˆ7rr ‚€nvCr©ˆ7x{k‡|7Ÿ{r*iyikjmjm‚|7‚7wk†7ˆ7x{r*‚7liyx{lnrˆC‚Cw€Cx{x{ikjm‚7qqjmikrr,‚CwR‡¬CŸ{ržkoAriy€mŸªr©ipoU€CŸx{k‚~x{jnv7‚CŸ{rn½?C‡jnv7‚~|~‚7wrx{‡wkwyr†%Ÿ{jA  5roAiikwy b"oUjAik¡wwyˆbˆ7oUx{ wy ˆ7x{r-ln|~pikoArqYs5r*Cx{x{Ÿª‚CŸ{|7wkry‚7wkiyoAx{w?wk©%r,wkoAˆb"oUwkw«ˆ~ 5rrlniywkik|7jm|7iyvb‚7oA†/wy¢5xªjm„‚7 j†~|7ikrr 7wyiyjrk‡žroA‚}qYwoArwyipxªo"€mrˆ5oA 7‚7x{´C†7rŸ{Ÿ{x{ž‚75l* ‡Rˆ7oA‚KjmkroAŸ{qx{‚Cjmwkrk‚~wkv5x{w?rº©oU 7ikx{jUq¥b 5Ÿ{rjnikwoAoAiy‚Crw( ~oAŸªjmwkwywyˆ7rjn†%yr’jA€mx{‚7ri"†~|7wk‡x{qr†r vCxª‚© wyˆ7r"ikržoUŸ/qYjnwkx{jm‚/¢A„ˆ7x{k‡r‚7r-xªikr;¡¨rikiyr†¼wkjoAwyˆ73r +kv7|~k"ˆ /yrzC|7r‚7‡r-x{‚wkˆ7r"ikrq[oAx{‚7†~ri«jU¡(wkˆ7r" boU briR¢ . x{ln|~ikr*“7¬,+,*«|7yˆ"/krz}|~r‚7‡rn¢.-(rˆ7x{‡Ÿ{roUikr*r‚~‡x{ik‡Ÿ{r†/¢~Æ?q[oUlnr213¯Ÿ{r¡¨woA‚7†n‹3 ikx{lnˆCw5¢ . "$#  &% !. '. .  Ÿ{x{rln¡¨w5|~ik7roAsb‚7¬†Y+/¡¨*jmi¸|7ko-ˆ" ~/xª´CkrrzCŸe|7v5rr‚~Ÿ{jn‡‚~rn¢lnx{Æ?‚7‚Cl-wkrwk‚~jkx{wkw?ˆ~©%r’ ~iyikx{lnjAˆC¥5wŸªr€n€Crˆ~R¢/xª‡wyŸªxªr"qYwyripooAƒrw-‡owkjmlmik©8x{€nr¯‚¼iyxªlm 7ˆCx{w5´C¢rŸ«Ÿ{jC‡žoUwkx{jn‚(Yx{‚¼wkˆ7r-¡¨jmikrlmikjm|7‚7†¤v7|7yˆ+oAiyržo . ú /ì ú¯ï.

(16)  

(17)   . ywyrˆ7zCx{«|7„r ~ˆ7‚7ikrjn‡rv~†7žŸªrr€mqµ rŸ{x{jn‡wk 7jnˆ~|7qYjnŸ{|7†rw"‚Ciyw/†7rrjUŸ{©wy¡üro jnikx{‚ikjmjnipo v~oA|7wyqx{k‚7w«jmlwkoUx{ 7jnwkˆ7‚- 7riyrj}koUoAwyŸª‡x{lmq[ˆ-jniyoAx{xªwywyx{wyˆ7jnˆ7q‚-r‚-k 5wk€nrrr /i?iy¡¨Cjm©v7ikx{q|7qYwoA bwk‚7jmˆ7‡ikx{r-wpoUx{oA‚C‚K 7w/ ~wkoAˆ~ikj}roU « 7‡rˆikr  yoArjn‚C‚7|7w‡Ÿ{rwk†jjUkv5¡¸| r¹ €nroUoAiikv~x{Ÿª¡»jnrik|7jnwk,q j, b†7yrržrikoU€nwkŸ7|~ri ikoAvbx{Ÿ oUwkˆ-kwkˆ7x{jnikjmrž‚7ikoURwkŸ7¢‡jnjn¾ |7qjnwyŸ{x{†7€C‚7jCxªlm‚~jnžl i ¢ wyy ˆbq[x{ikoAoUyw-wžŸªŸ   jn‡r[vnjnƒqY‡rjn‡ 7|7wk|7*Ÿ{†+wyxªx{‚~‚¼jmlv7qwpjnoUjm ~x{wkwk‚/x{x{jn/'‡ ‚/ %b¢CjnjA„|~  ˆ~Ÿª†0r¥bikr‡rŸ{¡»r†7jniy-wpikrmoAx{x{/*‚7x{Ÿ{w"wk©0x{qx{’‚7r-jn ~w-ik‡rjmvb¡¨‚7rrkip|7oAˆ7qYv~x{lmŸªrYx{ˆ+‚7lbwkrjK¢e‚7„jmoA†~|7ˆ~jnlnr 7ˆ0q[w*wkoAoYj¤x{‚Kq 5r 5jmi?wkjn¡»x{jnx{jn‚Cik‚w*q †7x{‚¼ro¼wy¡SrkoU‡r‡wylmw*xªqjmx{‚+*r‚CoAwkwpˆ5 7oUoA ~wkw-x{ikjnj}wk‚+oUˆ7‡roUˆ/Ÿ{ejmŸªjA 7  wkˆ7x{x{'‡‚7x{‡lˆ%%5jA|7x{ µ*oYwyoAj%‡k‡x{Ÿ{q|7jCip‡ž ~oUoUŸª‡wkr© r i ~x{3‚ ikjC/‡x{rlmy|7kx{ik‚7r*lb‘7mC 7 iyjAˆ~€}xªx{‡†7ˆr†‡Ÿ{rž «oUrikŸ{‡ž©oU‚yˆ7oAjA†ž ƒ;|7kwkw(ˆ7x{r"wwywkˆ7jºikr¡¨|7r-Ÿ®¥bq[Ÿ7oUwyx{ˆ7‚rqYikjmj}v7†~|7|7kŸ{wyr‚7«rjUy¡wyikˆ7rzCr*|7qx{ikrrwkqˆ7rjC‚C†/wk¢ R¢n²,‚jA€nriy€Cxªr +jA¡/jm|7i(oA 7 ~ikj}oU‡ˆxª!lnx{€nr‚ Image sequence. Temporal multiscale decomposition. Statistical regularization. Motion detection labels. Temporal integration. x{ln|~ikr*‘7¬7Ž,€nrik€Cx{r jA¡wkˆ7r"qjmwkx{jn‚†~rwkr‡wkx{jn‚KqYrwkˆ~j}† oyUx{Ÿ{qŸªjA„ 7 Ÿ{ˆ7,r"r"|7wkx{i"q[oAwk‡oUj³Clnxª†7‚~rrlkwyrrqzC‡|7wjCr†7oA‚7|~‚7‡Ÿªr*†¼r x{ 7wkjik‡jAjm‡€Cˆb‚7x{†7oUkx{ipr†7oA*r‡oiywkrr†K ~iyxªik°oArr†7x{€no ‡oAwykiyx{rjnx{jnw‚¼|7jU"q[¡¸†7oA!©C"M ‚b7wyoU rqqˆ7x{x{‡ž 5‡oAˆ%jnŸ ilmoAvbx{Ÿ5r€nˆbkrx{oR"ln€C‚boxªoUjm‡Ÿ{|7žjnikC‚C"oA¥b‚7jU†~†¡¸r‚7wyo*ˆ7‡rwyrrrqŸ{rŸªr€m 5qrjnŸir¡¨oA‚CjmŸ5wki q 7 7|7iyikŸ{rrwkkx{yrkr‚~‡ž‚CoU‡w*Ÿ{rrx{‚%jU†7¡¸rwy‡qYˆ7jmrqjnwkk 5x{‡jmjnr‚[‚7kx{rnoAwy¢ xªw*jm² ‚o ¡»lm ~jnx{ik€nikx{qqr‚¼oAx{wkŸC 7x{€m x{´CroR/r©Ÿ?wy¢bj*wk² j-vb‡rkjnwp†~qoUrwkwkv7x{rkx{wyiy‚7x{qr‡žoAx{wy‚7Ÿ(ˆ7rriy† ryr’ln¢n|~Æ?†~‚7Ÿþx­oU†~¹eikrrx{r°žiy†/oUr‚Cwkmx{wx{jn‚‚kriywkr¡¨ip‡oUrjAq‚C¡wr‡q jnqYjnjmiywk 7³ex{|7jn7‚ wyvbroU†7†krrx{wk‚C†¤r¡¨‡jnwkjmiyx{‚§jnq[‚¶KoUoAwkoUx{ 7jnik ~‚/³mikjARj}€K oU‡ˆ7ipˆ7oUx{Ÿ{r‚7rž†7mrjn´}x{qq ~Ÿª 7jm¥biyx{rjAwkŸ{x{€n†‚7rlqY¨¶o"r‚C ~u wkike,x{jn ,qiyrxeik³}r,jC‚~†7jAjA¡¨r wyŸ{ržŸª‚r5†7yl}ln|7oUr, 7x{‚7 7jnrŸ{‚x{†rwyvCˆ7©or ‡oUjn‚7‚7†yxªx{†~wr‡žikoUx{‚7‚[l*v5wyr-rqržoA 5yjnxªŸ{i©oAŸ7oAx{‡‚Cˆ7wkx{rrln€niproU†Kwkx{|7jnk‚ x{‚7݋nl‘C¶C“Au s57n¢  üÌ¢mrw"Ž|7‚Ywklmˆ7xªr€mjmr"wkw?ˆ7 «rji«ˆbr´7oU‚7oUq†/U 7¡¨Ÿ{|7ryxªjm†7‚rRoAjUŸ{¡/x{‚7€nloAiy xªjmx{|7wkˆ(x{jn‚Cwy¡¨ˆ7jmrikiqqYoAwkjnx{wyjmxª‚’jm‚[x{«oUoU‚bŸ{koAj*Ÿ{©Cv5krx{‚7rx{k¥5y‡|7x¯roAžŸ?¢ -,rx{wk°oU‚7† *jn|~wkˆ7rq©ݓ15ˆboR€nr‡jnqv~xª‚~r†"¡¨ržoUwk|7iyr½?vboAyr†qYržoAy|7ikrqYr‚Cwk(oA‚~†y boAwyxªjU½Swyrq 5jnioAŸmlnipoU†7x{r‚Cwk(wyj"‡jnqY 7|7wkr jmqY 7jnwkwyx{‡žxªjmoU‚,Ÿ %brkjAwk *x{q¢ oA*«wkŸ¯x{oUjm‡p‚[³ oA݂~ †¸ˆ5kroAln-qxª‚~r‡‚}jnwoAiy bwyxªjmjmip‚/oA¢wyr†+y boAwyx¯oAŸ(yrlnqYr‚CwpoAwyx{jn‚¤oA‚7†¤wyrq 5jnioAŸ(‡jmˆ7riyr‚7‡rK‡jn‚7ywkipoUx{‚}wywyjK 5ri?¡¨jmikq ‚~ioAxª‚~wyxªl„jˆ7†7wyrrrwykikrwyr±‡q[wyoUxªjmoAŸªx{Ÿ{‚%‚7jA †~jUr¡¸x{‚7i/qYljU¡ jA|7€Cwy ˆ7xª‚~x{wk/ljK bjmlmoUvnr bƒw*rri!‡wkrwyxªžq¢/jm 5¾Cikjnl}rip‡oUoUwk‚7Ÿx{x{jn°‡p‚¤rˆ5†oA“Y‚7oU†7lm rr¡¨yjn‡q[Ÿ{ikŸ{jAx{oAv5  ~r’ž¢RoA¾CoYw rwk‡†7rwyx®qYxª¹ jmr‚± biyjmr‹,ip‚CoU‡w*Ÿ/jmkqq‡RoA 7|7Ÿ{iyŸ{rwkx{žkx{y¢ r‡ž(²‰oAoŸ{r"‡v~jm†7ikqx{rr‡¡e 7jmikŸ{qrrqY€C 5x{jnrr‚C +yxªwpwyoUjUx{jnik¡b©‚KikrwkoAŸþioU‚7oAwk†¼‡r³C†wkxªˆ~‚~ rl[jniyŸ{yx{³"‡³nˆ7r‡rŸ{jnx{q‚7ˆ7‡jCrrjCi?x{† ½ ~Ÿ¯oUikvbryrrŸ{Ÿ{‚Cx{‚7wkrl"†K¡¨ix{‚oAqY¾Crr «‡wkjmx{jnik³-‚vbs5oA¢}y¾Crr†‡wkjnx{‚Kjn‚¶K‘**u y¼ˆ7jAq jC†7ˆ7rjAŸ{ Mž¢Cwk£¤ˆ~xªr"oAq†7†~jmwkikx{rjny‚-x{†7‚[rwy¾Crr‡‡wywkxªjmx{jn‚ ‚ xªy*k|7wyˆ7r,r"x{«qywpjCoA†7wyrrŸe†K boAoU‚7ipoU†YqkjmrwyŸª€mri«r†rk wkx{x{qwyˆ7oAx{‚wkx{jmo*‚y 7wpoAikwyjmx{v7kwkŸ{rx{‡žq%oUŸ  |~x{‚kx{¾C‚7rl‡wyo-xªjmz}‚K|5oAŒ7Ÿ{¢bx{wp¾ oArwy‡x{€nwkx{'r jm‚+k‡R oAŸ{‡x{v7jmip‚}oUwwkoAx{x{jn‚7"‚ /‡jmoA ~‚7 7‡Ÿ{ik|7jC†7oAx{‡‚7 ˆ lÝiy “ rkq[ ¢

(18) oU´Cik³C 5žr¢ikx{qYr‚Cwk‡žoAiyikx{r†Kjm|7w x{wkˆiyržoAŸ x{q[oAlmrkrzC|7r‚7‡roUikr"ikr bjmikwkr† . )'º  ‰*& ‡y",©CˆbrkoUwywk‚7rr‡lnq wyr!xªjm†7x{wk‚¤rywkrrjAŸ®‡¡(¡wkxªqx{jn‚-jAqY€Cx®jAx{¡7‚7€C‡žlxªoA‚~qYjnlbvn¢rƒ;ipro‡x{wk/R/ywp oUwkˆ~x{xª‡n‡Rˆ¤v7|7x{"wjnx{we‚7‡žr-oA¡»‚-|7oA‚7Ÿ{†bkj,oUqikrrzC‚C|7wpx{oUikŸrlnoj}‡oUjmŸqxª‚¼ 7Ÿ{qrwyjmr(wkqx{jnjm‚¼wkx{oAjn‚b‚,oUkŸªr©ClmyxªqR5r‚C‡žoAwpoU‚¤wkx{yjnxªqY‚"y 7wkŸ{r© -xªx®‚C¡ €mwyjnˆ7Ÿ{r«€nr*oU‡wyzCr|7qx{k 5x{wkjnx{ijnoA‚ Ÿ w?oU ikrj-,y‡| kjn#|/‚7!y‡r’x{r‡oU‚C|7lnwkwyŸ{rxª©*€mŸ7roUwy‚7r¡¨i´C†oAwkqY|7uiyrrr³nž†/r¢¢7iy„¾Cˆ7x{݂7x{“~‡ qYr ˆ5x{rw(oRwk€nˆ~jmr(‚7j}Ÿ{†-q©"x{oA|7†7kqrr|7jnkiyyˆ~r(r«jnrjUik#¡ wy‡ipwpx{oUoUr‚7wk‚Cx{lnwkrwy xª‡Rwyˆ7roArqŸC‚Ÿ{ 5xª³m†~jnrxªiyŸ{oAx{ 7ˆ7ŸCŸ¯jCoAx{‚C‡j}¡¨r†"jmqikwyq[rrk‚CoUwywk/wkx{¡»jnoAjn'‚iyi/rx{»‚CŸþoAoUwk«ikrlmoU‚7‚}r«k© x{rw?‚~©"w? «jn‡|7jUˆblm½¨oA¡¨ˆ‚7ioAlmjmqYr«i†~jmr(vnrqwkƒrrr‡‡wywkw!ˆ7x{jn 7jC‚-)†ikjžvbƒ;Rrrx{‡w?w «wkq[x{rjmroR‚7‚ ©  ˆ5oU*oR€n br"oU†7ikw*x #jU‡¡¸|7qYŸ{w?jn©wkwkx{jmj‚Kv5†7oAŸ¯roAwy‚7r‡‡wkr’x{jmiy‚+jnv7k|~‡kˆ7wkr‚~qrkr"R¢/wkjYÆ?w*‚7ˆ5jnoAx{yrºoUoUŸª‚7yjK†v5‡jnrqYr‚+ 7Ÿ{rr´}wk ~r‚7Ÿªjmrx{kwk,r†¤jA¡(x{‚¼wkˆ~kr’jn†~qYrrwkr ‡wkoRx{©¼jn‚/xª¢5‚¤„oAˆ7‚¤x{x{Ÿ{wyŸ{r|7kqw"x{ˆb‚boUoUwkx®jAjn¡¨‚wyrx{‚‚7†7vbrr 5rr‚%‚7|7†7yrr‚}† w wyr‡ˆ7Æ?‚7‚Kx{zCjm|7ik†7r r is} ‘ wkkj¢ lm|boAioA‚Cwkrr*ikjmv7|7kw"†7rwkr‡wyx{jn‚Kiyrk|7Ÿ{wy’x{‚wkˆ~r* 7ikrkr‚7‡rjA¡(‚7jmx{kr"x{‚[€Cx{†7rjYkrzC|7r‚7‡rRe²’oU‡pˆrw’oUŸS¢~ˆboR€nr †~{Rr“ ik x{€nˆ5roR†+€nr-oK†7¶Kr€nu rüŸªjm½? bvbroA†+yroA†¤‚¤ikroAln 7|7 7Ÿ¯iyoAj}iyoUx{°ž‡poAˆ¼wyxªwkjmjY‚¤¡¨jmjAik¡qwkˆ7|7rYŸ¯oUwkwkrr*qYwyˆ7 brjmipqYoUŸjn‡wyˆbxªjmoU‚‚7ln†7rYrwkq[r‡oUwkx{ 7jnž‚0{ 7ikkjm¢ v77Ÿ{|~rikq wkˆ~¯r ikqYˆ~xªjn‡ikˆ¤rm iyr* 7jnik|7rkwyrˆ7‚Crwkq©%o.oUk‚7wyr†+ ¤/¡¨oU|~Ÿ¯ikoAwk‚7ˆ~†7rri v5iyrrln©m|~jnŸþ‚7oU†*ikx{°ž‡ˆboUwkoUx{‚7jnln‚/r!m†7‡žoUr‚wkr‡ˆbwkoUx{‚7jn‚†7/|Ÿ{r~jmkvnx{‚7ƒlr‡Ÿ{wyjC‡žoAjAŸm¡/k†~ bx­oU¹ewkrx{iyjAr½?‚CwkrwqYkx{ b°r*jmipoAoU‚7ŸA†Y‡jn†7‚Cx®wk¹ rr´}ikwyr|b‚CoAwŸCqYx{‚C¡¨jnjmwyikxªjmq‚/oARwkv7x{jm|7‚/w¢kx{„w(ˆ~jm‚7xª/Ÿ{©oU 7wp 7oAiy³mj}roA‡x{ˆ/‚CRwkvbjoUoUk‡r‡† jnjn|~‚*‚}wywp¡»oAipwyoAx{qYkwkrx{‡žwkoUj Ÿ ¡»ipoAqYrx{‚}wyr‚7yxªw?©Y†7x®¹ rikr‚7‡rž¢ ì ì Ø<;=   .

(19) oUoU‚7‚7†¼†²,Co†7eAx{¡Sikx{oU‚r‡iwyÝoA“x{jn ‚//k beˆboUwyoRwkˆ7€mx{rr’jA½?kv~wkrRr|7oAqx{ikŸªw‡ 5ˆ0jnk 5ipkoUoA bŸRwkoUx{¥bjU‡Ÿ{r½Swkwyrrx{iy’q|~oU 5ikkjnr|bioU‡oAŸªjnŸ5Ÿ{‚7©Kln‡ip€mroUrik†7‚7ikx{©¼rr†/‚CŸ¯wAoAx®iy†7¡7lnr‚7rnwyj’¢ r‡ owkŸ{jm 7rikiyrRx{wjn¢ ikoAxC‚7x{†‚C¡¨jmnrikq ~koAjnwk‚ x{jm݂‹mxªŒ/«oRˆb€noRoU€nx{Ÿþr-oUv7†7Ÿ{rryx{oUlnvb‚7jmr|7†w/*€mroAŸ{j}v5‡jnxªi,w?©,¥bq[Ÿ{wyroUiklnR‚7x{ewk|~x{jn†7| r ¾v5xªoAqY‡³C",x{lnŸþjnoUik‚~ikjmŸ®jn|7©}ˆ7‚7 jC*†-rKoAqikrqrwKqYoAoUjn‚7ŸSiy¢‚©}Ý¢oA‹n*‚7‘ *†k|5ˆb€noAoRjnŸ5€n‚ wkr¼r*«‡x{ˆ7‚Ci‚7oAwk‚7ikx{zCjC†7|7†7w r|~݇“Ar‡ž s †oU(‚|7o¤vbyrrik†¤r;oU¡¨r 7oik 7rkŸ{‚7x{x{qYr‡†r+ 7Ÿ{wkx{x­j"q¥5r†7oA† rlnwyrm*r‡oAw†7Ÿ{qr‡ˆb 7oAx{oU‚‡‚7wylnxª¥5‚~rŸªlWwy!rvbi"wyrˆ7wkw?r¼jY r 7krwpik‚oUrwk†~x{yxªjn|7‡‚5‡wºˆoAoUiko"©¦‚7†KikrrŸ{|7¡»rr 5qYik†brr‚~oU‚Cwk‡wkr*r"Ywyxªqˆ7xª‚ roAx{i*lmwkˆ7r«oAr¼oA†b‚7oUk†‡ 7rwkwy‚7x{ˆ7€nrnrr ¢ ‡x®¡|7ikwkiyˆ7rrY‚CwvboAx{q[‡³CoUlnlniyrnjn¢A|7Æ?‚~‚†+wyˆbikr;oA¡¨wrik‡žroA‚7y‡rnr7‡x{ˆboU 5‚7rlni?r"¡»riy‡rwžln¢x{jn„‚~ˆ~xª-‡jnqx{‚7r‡wkx{ˆ7†7jCr"†¼ ˆ7x{wkjAˆY «rq€njAr€Ci x{¡S‚7oAl"x{Ÿ{jn"vn ƒrˆ7‡rw‚ q¡¨ikoArkzC³C|7Rr¢}‚}¾Cw-|~‡px{ˆKŸ{Ÿª|~oUq‚ x{oU‚b 7oA 7wyx{iyjAj}‚KoA‡‡ˆYˆboAxª‚7lm ~rik-jnqYj}‡x{k‡x{|7‚7ižl  yx{‚7‡£Mr"wkˆ~ˆ7rr‚‚K†7|7rR 5oA†bŸ{x{oA‚7wyl"xª‚~ lxªwywyˆˆ7r*kqikr;oA¡¨Ÿ{rŸCikjnr‚7vnƒ‡rr-‡wkxªqx{oA‚lmro"vb‡Ÿ{r|7‡wyjnwkqrirvboAo-‡³C†7lnx #iyjn‡|7|7‚~Ÿ{w«†/}woAoºy³Ÿªjm¢ ‚7lnri«wyrq 5jnioAŸ7x{‚CwkrlmipoUwkx{jn‚-x{«iyrzC|7x{ikr†/#¢ jA oAikwR †~wy¾ r‚}x­¹eq©Cr†7 5iyrrjniº‚7ioA‡oUŸ7r¤‚7y†%Ÿ{x{xªq[‡u roU|7lnrwkr†7j-Rlm¢†7r„ri wyˆ7rªrR‡ywr¤(qY|7wkipkjnoUrwy†¼‡xªjm³}‚±wkYˆ~oU «

(20) r ‚7r-,†ikr+jnwk|7j-oAlmryˆKk´C|7wkwkqYiioAoAr‡‚7†¦wÌ¡¨qYjnwkj¦iyjAq€Cv5xª‚~rKwkl’jk€mwy†~iprroAˆ7wkx{rx{lm‡‡ˆ}Ÿ{w*rwRwk¢ ˆ7Ÿ{x{"r-‚7rx{q€nRr¢ jA‚’€Cx{o oU‚7³nkl-oAwoAjn‚7wkvnx{x{yƒ‡,ˆ7rx{‡‡žx’w"oAqYoAwk‚~iproU†Mip‡o-³}Æ?"koAˆ7‚7x{x{‚%†xoAoU s}y‡‹k‡|7"|7qYq|7kxª|7‚~r¼Ÿ¯l’oUˆ7wk‡jnrjn†iy‚7x{°y¡»jnipwpoAoA‚CqY‚CwpoUwÌr½ Ÿ ywy bˆ7rr©Yr†+‡žoAwy‚ipoA‡‚~jmk bŸ¯oAr*wyxª jm‚bx{wyoAˆŸ ‡qiyjnjmkwkyx{jnx{‚7‚/ln~,qjnjAi€CjCx{‚7‡‡lŸ{|7oAyiyxªržjmoA‚7-ž¢ oAikrr´}wyipoU‡wkr†¼¡»ikjnq wkˆ7ryŸ{xª‡r|7kx{‚73l -jm|7lnˆ¼wkioA‚7Ì¡¨jniyq%¢~Æ?‚¤kjnqYr* oR©}R y bw?©CoA 7‡*x{r‡žŸ{jnoAwkkj-Ÿ{Ÿ{wy©*r†7x{rwk‚%wyrr‚CoA‡½¨‚~w¡»†ipŸ{oAx{qY-‚7rž|br«oUoUi(Ÿ{‚7rwk‚~ l ilnoA{wk‡mˆ ³C ž m¢mˆ5 Æ?‚oRxª€nwy 7ˆr*ijn†7oAvn‡rwyƒ€nxªrr‡‡Ÿ{rnjnw«C 5€mwkrrˆ7†¤Ÿ{r,jCo‡kx{ržwkqoUx{rik|7‡ˆŸ{wy xªkyxª bwywpˆ7oUoUlnx{‡‚rrwyˆCˆ5ˆ7©CoAr 5!jnwk1 wkj*žˆ~v5rbkr 7x{"iyx{r´Cwk†7rr|7Ÿ7ywk‡ 5x{rr‚7†[ilYwy¡¨¡¨ipj±ioUoAoºqq†7rrx{ip «koU‡jmiy‚7ikrln³wkrnr"¢mx{‚Kwk„rkˆ7wywˆ7x{(r*krqYyw« brjUoAwk¡/wyˆ7xªwkjCjUip†½SowyƒroUrqk‡kwy 5|~jnqjnikx{irroA Ÿ v5x{o.‚CoAwkŸ{‡j}r³Cik‡Rln€noAikoAŸ/jmŸ ‡|7jnk‚7R‚7†¼Œywpk¡»oAwyip‚CikoAw"|7qY‡€nwyrr|7*ŸªikjCx{r ‡‚+x{w?{wyn©Cˆ7¢Ckr„+¢x{iˆ7*r-rŸªjm´CqkrwyqYjnrwyx{ 7‚+x{jnŸ{r‚oA‚7 †~† iproUwk-r‚7‡†7|bwkjnoUx{jnqY‚7‚¼lKŸ{© 7yˆ7ik%bjCjA|~‡ «‡rrwkk|b†%*oU‡žwywkoUˆbx{‚7‚KoAl¼wRv5eqrx®¡¸yjm†7|7wkx{r‡jn‡‡‚7x{rky'x{?jn¡¨ ‚¤|~rnŸª¢ lbŸ{x{©"¢{/ b¡SwyoArik‡i?r¡¨xªrŸ{jmx{5ikwpoqoUwkArriy†%†r‡ †7jmx{x{‚7kwk‡ˆkikx{†7x{wkqˆ7rikr*x{x{‚b‚7iyoUl%rwkqroY†¼jAŸ{€n¡¨jnoUiy‚7jnŸelq jA¡«wyxªwywyqYˆ7ˆ7rrr ywkržoU£M†7x{ˆ~Ÿ{©r‚¦oA 7wk 7ˆ7iyrKj}oU‡R‡poAˆ~qxª‚~rlipo¼jmvnx{ƒrq‡wyjmž¢v7x{Ÿªrm/qoA‚C©§oU 7 7iyj}oA‡ˆ7rx{q 7Ÿ{©¼wkj¤‡jmq 7|~wkrqjmwkx{jn‚¼¥brŸª†~ž( ˆ~xª‡ˆ¦‡žoU‚Mvbr‡jnqYr[€mrik© ‡ˆ5jnoRq€nr" ~†7Ÿªrrž´+oUŸª†7w|7 r¼x{wywkˆj¦kx{qYwy|bjnoAwkwyx{jmxªjm‚ ‚7oU‚7x{‚C†M€njn†7Ÿ{r€C 7x{‚7wkˆl*‡ž†7oUx{qy‡rjni‚Co*wkx{qY‚C|7jnx{wywkxªx{jmr‚7Rž¢C|7¶‚7³CjA‚7€CjAx{‚7 l-‚Mjnvn‡žƒoUrq‡wkr’io¤oUikqYr*jn†~wkrx{wkjmr‚/‡wkrjC†¼‡‡vCŸ{©|7k‡x{jmjm‚7qž 7¢{¢{|7¢wyÆ?x{ip‚7oAl*‚~wkx’ˆ~rr*w †7oUjnŸ?qY¢ª x{‚bݓnoA“‚Ckw  qYqYjnjnwywyxªxªjmjm:‚‚/¢C¨oU„kipkoU|~‡pq³Cx{r‚7†*lYwyjAj¡‡qjmikjAiyr€Ckx{ 5‚7ljn‚7jn†vnƒwyrj‡‡žwkoA*qYx{‚¼ripwko ˆ7qr-jmx{q[wkx{jnoU)‚lnr*pyoUr‚7zC†*|7rvC‚7©"‡ brYrx{i?’¡¨jmv5ikqoAkx{r‚7†¤ljnq‚¼jmwkwkrx{jnqY‚, b‡jmjnipqYoAŸ bx{r‚C‚7wkproUlmwkipx{oUjnwk‚"x{jn|7‚%yxª‚~oU‚7l†¼wkˆ~ikxªr lm†7xªyjnwkqYioAx{wk‚bx{oAjm‚C‚/w ¢ „iyrˆ~Ÿ{©Kxª-jnoA‚¤ 7 7yriy€nj}roUip‡poAˆ¤ŸiyˆCr©CzC b|7jmx{ikwkrˆ7-rywkrˆ5-oAwkw-jwkˆ7q[rYoUk³nx{r-°rwkˆ7jUr¡¸oUqY 7jA 7€CikxªjC‚~oAl‡ˆ¼jnvnr ƒ;#r‡‡wkx{-r‚Cx{w *݁k Œ qk5oAkŸ{|7Ÿ?¢ ‡ˆ¦jnoAwy"r€nwkoAˆbŸ{oUx{†7wx{w?‡©jnqjA¡ 5ro ‚7#‚7oAwyr-xªjmq‚%jmwywkrx{jn‡ˆ7‚K‚7qYx{zCjC|7†7rrŸ?7ˆb 7oR€mŸ¯oUr‚bwkoAj i r 5‚}oA€Cikwyx{ikx{‡jm|7‚7Ÿ¯qoAi,r‚}qwR¢{jn¢ªwy¢Ax{Ž,jn‚Cwkˆ~½?vbroAiywkrr†‡ˆ7y‚~rlnxªzCqY|7rr‚Cwpx{oU‚wkx{†7jn©C‚‚bkoA‡qYˆ7rx{‡«qyr‡"r‚7vbroUkoUr‚b†¼oAŸ{jn©C‚%kx{‹«" oUikr" boAqioAjmqikrr‡wkikjmx{‚7‡*‡qYriyjC‚7†7r†rŸ{ {x{žwkˆY‹C7ˆ7s x{ lnkˆ77rjmi̽Si"Ÿ{rr€m€nrrŸ/‚¼oAq ~ 7rRikoAjCkoA|~‡ikˆ7rrqYRCr‚Cxª‚ w jU¡wyˆ7r*“ "³Cx{‚7rqoAwyxª‡‡jnq 5jn‚~r‚CwkjA¡wkˆ7r"y‡r‚7r ݋C7s}Œ k¢. º

(21) #¼*&('*) ) '*) [, $#%-  ²,†~©}‚%‚5oAx{qYq bx{‡žjmoUikŸAwpoU‡jn‚C‚Cwwy 7rik‚Cx{w(‚7jA‡x{¡e 7wkŸ{ˆ7r*rjUk¡¸rz}jm|~|7ri*‚7oA‡ 7r" ~oAikw(j}oUoA‡‚CˆK©*x{ 7’x{´CwyrjŸb†7oUr‚7ik†x{€moUr±w oYoU‚Cwk©*rqwkx{q 5jnrmip¢oU„Ÿ/ˆ7†7rr‡vbjnoUqYkx{ b‡jmxªk†~x{ržwkx{o,jnxª‚ 7wy j’ˆ7‡x{jn‡‚7ˆ§yxªoU†~Ÿ{rŸªjAi( wkˆ~r«|~x{*q[wkoUjYlnrikr k%brrz}‡|~wr‚7wyˆ7‡rr jUoUoU¡’‡zCo.|7x{kkrx{w"wkx{jmjA‚¡qqk©Cjmjnk‚7‚~wyjCrj}q†7†~x{xªqq9rrx{‚7(‚7ykrx{x{yjnjnk‚b‚5roR‚CoAŸ7Ÿ5wkyx¯wkoUx{x{lnŸSq5‚br"oAoUŸ{Ÿª€nwkˆ~oA jniy©C|7x{wyxªlmˆ‚~ˆl

(22)  «kx{r,lnpoA‚b†7qYoUrkŸ{ 7žx{iy¢7Ÿ{r’r² žwy¢Cjk£¤rwyzCjnr"|7Ÿ{r‡žrioU‚7oA‚K‡wkrr"zCjU|7 5 ¡ x{rwkik

(23) r"wy|7ržikx{oUq[v5kx{oAoUŸ{wk©lnx{jmrk‚7rrjU¡(Ÿ{wyxªˆb³mkx{roA°wrjn 7y‡iyx{rŸª€CŸ¯oUx{jnwk x{|7jn,‚7 7ˆ}x{©CoA´C 5‚7rjn†YŸ{wyˆ7kx{q[rkwyoUx{ˆ7 Ÿ{Ÿ7r9q‚¤kjmowpwkoUx{ywkjnrx{‚‡w ¡»yikx{lnjn‚bq oUŸªwkˆ7‡žroU‡R‚[oAqv5r"rip‡o7jn¢U‚~Æ?k†7x{rž†7oArŸ{iyŸ{r©C†§žx{oU‚-wk‡ˆ7jnr"‚~oAkv7wpoUyr‚C‚7w‡kr,x{lnjA‚b¡oUoUŸ{‚}ž¬C© wkxªˆ~Ÿ{Ÿ{r|7x{iqY¡¨xªik‚5roAzCwk|7x®rjn‚7‚"‡€n©oAiy‡x¯jnoA‚Cwkwyx{jmr‚C‚woAx{‚7†‚CoU|7‚CŸ{Ÿb©*x{‚qwkjAˆb€CoUx{‚7wl‡žoAjmyvnrnƒ¢r‡wR}oUŸ{Ÿ7wkˆ7rkrwyrq 5jnioAŸ „ˆ7r 7ikjmv7Ÿ{rqikrzC|7x{iyr*oA‚r#‡x{r‚Cwwyx{qr½»¡¨ikrz}|~r‚7‡©wkioA‚7Ì¡¨jniyq wyj‡ˆboUipoA‡wkriyxª°rwkˆ7r*†~x­¹eriyr‚Cw’†~©}‚5oAqx{‡žoUŸb‡jnq 5jA½ ‚~wyiproU‚C‚7wk?ž¡¨¢Cjm£ ikq ˆ7rwk‚j†7wkrˆ7wyrr‡wywkrx{q‚7l 5jnqYioAjAŸ«€CxªoU‚~´}lx{Rjn¢ vn ƒ;rxªŸ{‡wywkrRik7-qYjAjn¡wkx{x{‚}jmwy‚rik†7rx{kiyw-r‡ˆ7wkx{rjmik‚rKoUoU‚7ikr†qqjmoA‚7lmjC‚7†7x{wkx{|7q†7rr‚~oAkx{iyjnr"‚b‚7oUjnŸ/woA‚7‚7r†¤r†~wyrrq†/¢7 5£¤jnir,oAŸ?‡žeoAoA‚Y‚7wk†¤ˆC|7wyˆ7rŸ{x{qx{w/wyˆ7 x{ wyrq 5jnioAŸ5†7r‡jmq 5jnyxªwyx{jn‚7‡žoA‚v5r*‡žoUikikx{r†jm|7wx{‚[ 5oAipoUŸ{ŸªrŸS¢ . !#"%$'&$)((*,+.-0/213*4. £+ioA‚7oR€mlmrr«Ÿ{jUrw¡b¡»vb|7oA‚7y‡rwyxªjmoA‚7iyr’«oUoU†7ikrjn 7oR€nwyroA†x{Ÿ¯oAwyv~j*Ÿªrrm‚7žyoA|7Ÿ{Ÿ{ikjAr* o x{‚7lnljC|7jC(†wywkj*rqYkr bŸªrjm‡ipw«oUwyŸbˆ7oAr‚7ik†.rln¡¨ik|7rŸ¯z}oA|~iyx{rw?‚C©*wkx¯jAoA¡eŸ5wkŸ{ˆ7j}r‡RoAv5Ÿ{oAx{°žkoAx{RwyAxªjmwk‚/j* |~{k rC7‡jm‹7qk b¢mÆ?oU‚‡woAk†7|7†~ 7xª 5wyx{jnjniy‚/wknRo }oUv7‚7iy†j}oAwk†j x{yqY|7 7 7 5Ÿ{rjnqiywrr‚C‚Cw/€noAr‚Ÿ{jnjm 5ikrnwk~ˆ~ŸªjnrRlnoAjm†7‚bx{‚7oAŸCl-†7wkrj‡jno-qY‡ bjm‚jmk%bx{x{wk‡x{wjn‚ v5¢žr£ w? xªr‚~r†7‚KjA «wyrrq

(24) † 57jnjmi|7oAikŸ/x{roAi!‚~wk†ipoU¡¨iy‚7r?zC¡»jn|7ikrqY‚Cwkžx¯RoA|7Ÿ ‚7ikrŸ{x{y³njnrŸ{|7 wyxªoRjm€n‚7ržŸ{r¢ wvboUkrRniyrŸ{©*jn‚o,‡jm‚7kwoA‚Cw wyx{q²r 6 5AoRC€nwyrˆ7Ÿ{r*rw,jmvbwkˆ7oAryixª"¡»jnx{"i‡wkjnˆ~qYr’y b‡žjmoAkŸ{rrn†# 75jA¢C¡¸„o.ˆ7¡Sr*oUq x{oRŸ{€n©rjUŸ{r¡«w¡¨vb|~oA‚7y‡x{wk. x{jm8#‚79 ’: oU<†ž;5‡ƒ|7žyoAwk‚r†¤v5r*vC© w?ik «x{wyjwkr‚K boUoAipoUq¡»jnrŸ{Ÿ{wyjAr ikRž¬b¬ jm‚7r ¡¨jni,wkˆ7r 5jnyxªwyx{jn‚  xª‚ 8 9%: <;5=7> 9@?BA3CED 7 > 9 ;,FHGI5KJ y ú /ì ú¯ï.

(25) oU‚7†wyˆ7r+ywkx{qr½»¡¨iyrzC|7r‚7‡© /-ikr ~ikryr‚CwpoAwyx{jn‚KjU¡  ;5 x{«wyˆ7rikr;¡¨jniyrn¬. »‹ y 5|7jn‡x{ˆK‚C¾Cw 5oAjAoA¡wkjnx¯€CoUvnx{Ÿ«ƒrriy =‡rwkˆ7jmwkrŸªip|~iyoUr*wk‡x{³}jnx{x{‚¤‚7z}l-iy|~rxªjnq[wyir"oUr†7xª†7‚~x®ln¹ *r"rˆ7iy†7rrr‚Ciywyr[wžr¢ ‡‡wyjnxª‚7jm‚YywpoA¡¨jn‚Ciwx{jA‚7€mkwroAi*‚7wk‡ˆ~rr[{wys7rq7“m 5jnkiCoAqŸ(|7†~Ÿ{rwk‡x{ikjnrqYyjn bŸ{|7jmkwyx{xªwkjmx{‚±jm‚¤oU‚bŸªoAr€nŸ{©CrkŸ{žx{( x{ ˆ7oAr 7iy ~ržŸªoAx{r†Yx{‚0k bjnoUwkwkˆ~x¯oArŸ{iŸ{©Cx{¢Ayk„|7ˆ7rr )BG. . . $'4 13*,& 4 & (-I,&$,+.,&.- -. =  8#9%:' 

(26) . . +£ +yqoR|7€mŸ{rwkŸ{x{rkw‡RoAwyŸ{ipr oU/‚7?x{¡¨‚Cjmwkikrq iy‡pˆ5x{oA"‚7†7lmx{ržikoAr‡v7wyŸ{Ÿ{©K©% iyrx{wyŸ¯ˆoAwkr+y†¤q|7wkjŸ{wkx{qikr|7yŸ{jnwkŸ{x{|7k‡RwyxªoAjmŸ{‚"r/boA¢~‚5„oAŸ{ˆ7©Crkx{jnžiy5x{Ÿ{lnržx{oA‚b†~oAxªŸ ‚~wkl[rqYwyjY b¡SjmoAipyoUwºŸoUyx{Ÿ{lnln‚bjniyoUx{Ÿ(wkˆ7x{’qY†~žr¢7‚7£¤jnwyr-r† x{Ÿ{ŸA|~¢ek£¤rr-wyˆ7lnrrw* jnwyˆ7ik† r ¡»jnŸ{Ÿ{jA xª‚~lwkikrrkwyik|7‡wk|7iyrn¢7²w«oºlnx{€nr‚-Ÿ{r€nrŸ -wyˆ7rkx{ln‚5oAŸ

(27) "!7m‡žoUŸªŸ{r†oA ~ 7ikjA´Cx{q[oUwkx{jn‚"kx{lm‚boAŸ?Ax{(y 7Ÿ{xªw|7 x{‚Cwkj w? «j"wkrikqR¬ r "!%$'&:)( x{«rzC|7x{€noUŸªr‚}wwyj±o-Ÿ{jA M 5oAk¥5Ÿªwyr5i  & o-‚7r oA 7 7iyjA´CxªqoAwyxªjm‚yx{ln‚boUŸ/oAwo ‡j}oUikkri’y‡žoAŸ{#  !*$'& + =-, (8 G F¤.‹ + !  G »“ : ‚ /213$'&)4 x{rzC|7x{€noAŸ{r‚Cw«wyjo*v5oA‚7† boUk¥bŸ{wkr5i & oA‚7†Ko-kx{lm‚boAŸe‡jC†7x{‚7l-wkˆ~r*†7x®¹ rikr‚7‡r*x{‚[x{‚C¡»jnikqoAwyxªjm0 / !*$'& )+3= , 4' GF+5‹ + !  G s : „wyx{jnˆ~‚r 7poAikqYjC‡ 7rkŸ{x{ž‚7 l¥b¡¨ikiyyrwzC‡|7jmrq‚7‡ 7©¤|7wy†7rr†‡iy†7ržx®oA¹ yrrik[r‚7oU‡*rwkxªˆ7‚rx{‚CŸ{r¡¨€mjmrikŸqvboArwk‡x{jmjn‚0q/6r*&"‡‡j}ˆboUoAikyiroAi‡wyr¯†7ikx{r°‡rx{ q[ˆ7oAx{wylnx{jnˆ‚Kwkr 7qYiyjC b‡jmripkoU ¢Ÿ54¡¨ik"rzC|~|7ikx{r‚7‚7l‡x{wkrˆ7"rY‡jn†7qYr‡ bjmjmq‚7 5r‚CjnwkyRx­½ ¢ ~jnŸ{Ÿ{jA x{‚7l"Ÿ{r€nrŸ{3  / A  /27¢{¢{¢C‡jn‚7‡rik‚KŸ{jA ri¡¨iyrzC|7r‚7‡©vboU‚7†7R¢ x{‡"j}r o#£¤ ‡rrx{rŸ{|7Ÿ/‚Cywk³Crž‚7†¬ jAy r€n‚Kr bipoAoUŸ5ikwyjnxªiy‡wk|7ˆ7Ÿ¯jmoAlnijm‡R‚b: oAoAkŸ7rmv5boAwyˆ7krr«-’ onx{wkoUˆi‡vbjnoUqkx{ž 5¢ oA ‡wx{Ÿ{kwk|~riy 78 bjm(·ikwRoAC‚7 7: †9ikjm4 bjmyk|7r†Y 7 5v}jn© ikw"""x{oA‚K|7v5wyˆ7rr‡ˆ7Ÿ¯x{oUrwkwkrx{‚ i‡ž ‹~oU kkr¢A„oAikˆ7r-rŸ{kx{qx{qYx{wk 7rŸ{†YrkwkwjYvboUw? «kx{j  (81 = ‹ > & ?BA 4'1 = ‹ > & ?B?BAA U o 7 ‚ † »‘ B ? A (8k = ‹ > & 4'y = F ‹ > & ",r‡jnq 5jnyx{wkx{jn‚-¡¨jmikq|7Ÿ¯oU«oAiyrºoUŸ{kj-€nriy©kx{qY 7Ÿ{

(28) r ¯x{qoAlnr†~x­¹eriyr‚7‡r*oU‚7†qržoU‚75   !%$'& +3= ;  ! ».‹ +?> ! ¨.‹ +@>^ A oU‚7† / !*$'& )+3= ;  B‹ <  ! ¨.‹ +,FC ! ¨5‹ +

(29) >  A9D   ‹< = ¡»²,ˆ~jnxª‚bi"lmoAˆ7wkŸ{rˆ7©CiYrwkx{wk‡qˆ7‡r¤|~jmŸªqwy‚Cx{|7k 7‡žq|7oUwv5ŸªoAr rwyixª†7jmrjU‚‡¡jmjUqE¡ikr(‰ 5z}jn|~oUkxª‚7iyx{wyr#† xª†=jm4¤‚§p¥5oAoUqYŸªikwyrr 7iklmŸ{rxªž€m‡¢jCr‚¼r „#ˆ7xª‚¼‡rxªikrikr‚}r¡¨ŸþjmwyoU/ikwkrnv5x{¸jnr‚~‡¡¨jnjmiq“o¤roA ‚7¥5ˆ7†¤ŸªržwyoRrs5€Ci.¢ ©*jAoA¡jm5wky¥brx{Ÿ{°wkr§wkrˆ5ik‹oAw*kGx{wy°ˆ7r(F*rx{‚7Ÿ¯‡Ÿ{oArikik€nržlmoUrrŸHki*r¦Rwy¢Aˆ7„‡žr-oUˆ7¥b‚^r(Ÿ{wklmv5rriRr%‚7/riyjUirž¡¸oAoAŸC‡‡rˆ7jnzC|7r|b† iykoArwyoRx{¡¨jnwywyˆ7‚7rri ‹  ~< jnD i,I‹ ! xª‚~FWkwp oUJ ‚7‡Jrn5F x®¡«F wyˆ7D r%‹ ! ‡> ˆ7&,jmFWkr‚¼ J kA,|~x{ 7‚7 b 7jm|7ikww"x{kq[x{°oUr-lnx{r"!rxª‚zC|bjmoA|7ŸiwkjYqkjmx{wk´ex{jn7‚- †7rr‚~wyrr‡rwk†¦x{jmž‚K‘ . 7ikx{jmq[v7oAŸ{rlmq%r¢ jA¡«wyˆ7rjmikx{lnx{‚boUŸ/yrzC|7r‚7‡rwyjlmrw wy 5ˆ7oAr 5r¥bižik~y «w*r"Ÿ{rˆb€nroRŸ€mr’‘Ÿ{px{qoUqx{wy 7rŸ{†r*wyjUˆ7¡«r*wkqˆ~r|7Ÿ{†7wyx®xª¹y‡žroAiyŸ{rr‚7‡wyrrYqx{‚K 5jnx{i‚CoA¡¨jnŸ5iy†7q[r‡oUjmwkqx{jn 5‚Yjnkkx{x{lnwy‚bxªjmoU‚ŸKwy/MjLCs¢)-,jmir‚7‘-‡Ÿªrmr/€nx{r‚¼Ÿ{ž7wkˆ7oUr-‡‡rjm´Cik b†7rx{‚7ikx{lqwyrj‚Cwywk’ˆ7r,iyr¥b 5Ÿ{jnwkrikiwyrk†+x{°x{rm‚K¢ wyˆ7x{ v5oUikrržŸ{jno~ ‚~¢Ax{ln„lnx{|7ˆ7‚7iyrlr ¡¨wy*ipjKoUyqˆ7wkˆ~jArr jnˆ7‚-jnwkwkiyˆ7ˆ7xªr"°r,jnwyŸª‚¤rr;q¡¨w(Ÿ{x{ 5‚7ikrjnr 7ioAjUikrŸ5¡¸yqwyrˆ7‚C|7rwkŸ{,wkyx{wkjAkˆ7‡ž½?oU‡žroAŸ{jmrŸ{Ÿ{ik†7rx{ln† rx{‡‚bjm+koUˆ7qŸ}jm 5x{ik‚Cx{jn°wkkrjmx{‚7wy‚"xªk/jmx{w?‚k©-r|7zCkkx{|7x{ln‚7r‚b‚~'l oU‡Ÿ7-"r. 7N(oniyoUx{jAw"i«¥b‡Ÿ{vbrjmoUikjAkikx{€nrrki(jA 5¡jnwkx{‚7wkqˆ7†7r"rx{ikwy‚CrjKwk‡rjno‚~iy†7kˆ7x{rw?x{†K©-lnˆ¼¡¨oA|7w(x{‚7‚}wywy‡ˆbrwkoA‚7x{jnw!y‚Yxª bw?©¼jm¡¨jmxª‚Ci¸lnwio oAjA†7 7¡/x{x{wyr´Cˆ7‚Crrw Ÿ x{oUq 7 7oAiylnjAr,´}lnx{qiyxª† oAwk¢bx{„jm‚ˆ~rk‚/x{lm~‚b¡¨oAikjmŸ{O q8Ÿ{!7r¡¨ woUwy‚7j†¼iyvbxªlmjmˆCwkwwkjm q riyˆbjAoR  €mr*†7kx®¹e|~r‡ik‡rr‚~yk‡x{r€nrx{Ÿ{‚%©¤x{†7‚Cr¡¨jm‡jnikqqYoA bwkjmx{jmkx{‚wkx{jnkx{‚lm‚bŸ{roA€mŸ{O rŸ{/2!5*¢ewyÆ?jK‚Cwk‘7r7‚~ kx{ˆ~w?©Krikrx{"wy‡jnjC K†7riyjA†¼  ¡¨iy‡jnjmq ‚}w1YoAx{‚7wkj  ~qY‹m‘nikjAjA‘ €C¥5jnxªŸª‚~r‚K’l’wy‡ ~ˆ7jnŸþr*oU‚C‚7€n€mrnrr©¢Cikwy²,xªwk‡RroAqYo-Ÿ boUik´CjmryipxªR|7oA¢7ŸŸ{wž£¤%b7|~wyr"ˆ7‡‡žwkr|boUiy‚Kr*oUwkx{‚7x{jnjn‚~oAwyž‚x{‡¢5r*x{£¤qYwkˆ~r br*jm‡RikoAx{wp‚ ‚¤oU%b‚C|7oAw(Ÿ{rkq‚~jY‡jCr*‚7†7jnjAx®wy¥b¡(r‡ž‡žoUwkoUwkˆ7qx{r-jnr‚wkiro-jUqY¡jn bwyyˆ7‡jmr*x{ipŸªoUŸ¯‡oUŸjmwk†~‚7x{jnikk‚7x®x{¡¨†7wroAiyjUiyr¡«jn†Kwk|7ˆ~ 7‚~rx{†K´C‡žrx{oAŸewkqYx{‚C 5rwkipjnro~k‚~x{bkwyx{yxªw?jmŸ{©jA‚/ ¬7x{‚ Ÿªwy©Yˆ7 rwkx{iylnroA|~‡x{ik³C‚Cr xªwk‚~r7l[‚~"¢ k~wyx{ˆ7w?jn©ri wy ~ˆ7ŸþoUr‚7roAwyqYiporƒ;rk‡rwkzCjm|7ikr©C‚~7‡x{rn< ln-"x{€monroU‚ixª‚3vboU kx{xª*lm|7iyikrr* 7ikŒ~r¢Ck„r‚Cˆ7wpr"oUwkw?x{ «jn‚¦jqYjU¡’xª‚~wkxªˆ~qro,x{‚C‡wkjmrik‚7iyryx{kw? 5©%jn‚7jA†€mrwkijwyƒx{rqwr-r‚7jAln¡’x{‚7or 7,x{ b´}oArŸSyükx{Ÿª‚7jCl5‡žoU¢ wkr†0jn‚0wkˆ7rY 7ikjžƒ;r‡wkr† y‡RroAzC‚%|7 oUrx{‚7‡lnwk‡|7|brniyoU¢r Ÿ{£¤Ÿª©Y†~r*krrk 7r-|~x{‡‡wkwk‡ˆ5roAyywk bx{y€noA bwyrxþoAŸ{oU©¤wyŸnx¯oAqˆbŸ/oRoAiy€m 7rrlneŸ{|~jUrŸþ¡~€moUoUrikŸ{Ÿ{x{Ÿnw?©wknˆ~x{ePr ‚7‹‡/2ikoArR!,‚~oAk†§kx{rln“Y‚boUoAjnŸ{,‚¼žwkwkrjmˆ~qYv7r-wp boU¥bjmx{‚7ikipyoArw*†*ŸeiyikoArjAwk *jmo5Ÿ{|7lnwkx{wkˆ~€mx{rjnr‚¤‚‚"wkŸ{vbrx{qr€n‡rrjnŸ{"qx{‚7sKrkwoAoA‡‚7‚CjC†¤weoA¡»ik‘Yjnyi/rjnižwy‚¼¢üˆ7„r(wkˆ7ryjAqr½?‡ž 5yroAjn‡Ÿ{ipŸ{jmoUr‚7†Ÿe†¤q+yˆ7ik|7jAjnŸ{ *wkiyx{xªk°¢e‡Rjn£¤oA"‚ Ÿ{/rr †~r‡jnqY bjmkx{wkx{jm‚¤wkˆC|7oAŸ{Ÿ{jA *|7wyj§oR€mjnx{†+o¼ 7iyrŸ{xªqYx{‚boAiy©Kk boUwkx¯oAŸyqjCjnwyˆ7x{‚7lbü ˆ7x{‡pˆ0kˆ7jm|7Ÿ{†¦vbrY¡SoUwpoAŸwkj¼kqoAŸ{Ÿkx{°r ì ì Ø<;=  .

(30) oUikx{ržlno~|~¢nikr„jm7 ¬~„ikjAr *q¬C 5oAjn 7ip 7oUiyŸbjAq´Cxª|~qŸªwyoAx{kwy‡žxªjmoU‚"Ÿªr,k†7x{lnr‚b‡jmoUqŸ{ž¢ 5*«jnjmyxªwkwywkx{jmjnq‚|~ikkjAx{ *‚7l'¬m†7-’x®¹ omroAiyi,r‚7vb‡oAr"yxªx{‚¡»jnx{‚Ci¡¨jmwkˆ~ikq[roU+ wk-,x{jnjn‚ ikx{°kx{jmln‚"‚b/oUŸ{kžr¢z}~|~ikrjm‚7qµ‡rnŸ{r¡»o-w( 7wkj-x{´Cikrx{Ÿ/lnx{ˆC‚wR¬Awkˆ~jniyr*xªlmvbx{jC‚boAoAw Ÿ yx{ln‚boUŸewkˆ7r‚Ÿ{r€mrŸ{*"wkj‘7¢ . ywjm ipikx{ox{lnlnƒ;|~rx{‚bik‡r’wkoUjmŸbŒ~iky¬n©Cx{„ln¢e‚br„qYoUjnŸe K bwkjmˆ7iyipjAroU‚ *Ÿ7¬eqŸ{roA€m|7 7rŸ{ 7wkŸ{*x{iykjA‡R"´CoAxªwkŸ{qjr«†~oA‘7wyr¢ xª‡jmjn‚qYy bxªlmjm‚bkx{oAwkŸ{x{Rjm¢ ‚*|7jnkwyx{wk‚7jml:q -"ikonjAoU *i«¬5vb†7oUx®k¹ex{!rik¡¨rjn‚7i‡wkrˆ7r4x{‚¼+ -,x{‚Cjn¡¨ikjnx{iy°q[jm‚"oU/-wkx{jnkr‚YzCk|7x{rln‚~‚b‡oUrnŸ{bž¢ o 7 7iyx{jn´CqrŸ5Ÿ{jnr‚¡¨w"wyˆ7wyjr"ik 7x{Ÿ¯lmoAˆ}‚7wRr ¬ YqŸ{r€mjAr€CŸ?xª¢ ‚~-ljmjnikvnx{ƒ;°rjn‡‚wk,Ÿ{x{x{‚7‚rwk‡Rˆ~oAr’‚Kx{qoAŸ{koAj-lnrv5r* 7Ÿ¯‡oAŸ{‚~ržrnoA¢CiyŸ{„©ˆ7krryrr*‚%q[oAoU 7wy«x{qoAriyr"ikrz}k|~jnxªŸ{wy|7rwyx{‚7jnjm‚x{k†7©Cr}‡oUiy‚7rž†oAywyrˆ7žr"üvb 7rŸ¯oA‡R‚7oA|7r,yxªrjUˆ5¡oAikwk†~ˆ~Ÿªr’©‡R€CoAx{qkx{rv7ipŸ{o rv5†7rikx®¡¨¡¨jmwRik¢ r"wkˆ7r"wyˆ7x{ik† ¡»‡jnj}ir #²,wkˆ7‡r*x{ro*‚CoA‡wkqYjmžq¢~r„ bwkrroUqqikx{ 5k 5jmjnjn‚iipoAoU Ÿ5Ÿbx{ikywkrx{ˆ lmln|7‚b Ÿ¯oUx{oAŸelnik|~ x{w?ik©xªr*wyˆKyŒ*Ÿªx{o* lmˆ}Ÿ¯ˆ~oAwyxªiyŸ{‡©lnˆrjmi|7v}y¥5€CrŸªx{†wyjnr|~wkikˆ7Ÿ{yr ©x{°-’rnx{‚7¢)om‡ oAikirRx{lnoAvb|~koUrikk’r*x{žoA*Cy wyˆ7r"ˆ7jAr, ˆboR¥b’€nŸ{o wkr,r†7i‡jnry‡qYx{jn° 7r*q|7x{ 5wyrjnŸ¯†yoAx{ikwkwylmx{ˆ7jnrr"‚Yiž¢ q -,|7ˆ7jAŸ{r «wkikx{r2rk‡ž€n(oUrŸ{iRrCoU†7 «‚7rr"† ‡jm‚74 qjmwkˆb 5x{‡oRjnr"€mkx{r"wkwyˆbxªkjmoUx{‚´ w v5Ÿ{rjnlmwyx{ˆ%wkx{q[iyroU 7wkiyrnrAkrr€n‚Crw‚oAwkqx{jm‚7jmikr,iykrx{q[‚7‡oUr*x{‚KqYkjnx{qwyxªjmx{Ÿ¯‚oAiR†7¢7r²,wyr†7‡†7wkx{x{jmwkx{‚Kjn‚5ikroAzCŸ|7‡x{jniyqYr’ 7oº|7w¡SoAoAwkyx{wjm†7‚[r‡‡jnx{ykxªw jm‚/q[¢ oA³mr"wkˆ7r|~krjA¡oYŸ¯oAiklmr*¥5Ÿªwyri"k|7 ~ bjmikw-‚7jnw  . . +3($'* 4 $  ($ $ ? -  13+ 4 . -. „qˆ~oAxª 7,qik|7ryŸ{|7wyxªŸ{ywk‡žx{‚7oAŸ{lr†7¡»ikrjn‡q jnqo 5v7jnyx{‚bx{wkoAx{jniy©K‚oU†7Ÿ{rŸª‡jAx{ yxªejm|~‚%(ywk|7j"‡ˆWv7|7oUx{Ÿ{ž†*¬wyr q  5 jn

(31) ioAŸCx{‚}wyr‚7yxªw?©"‡ˆb oU‚7€Clnžr¢q  oA

(32)  7oAw/€noUikx{jn|~wy [rqoU 5w*jnržioUoA‡pŸCˆ¤k‡RwyoArŸ{qrž 5UjnxS¢irnoA¢{Ÿ ú /ì ú¯ï.

(33)  

(34)   . “~¢x{ln*«|~jmikwkr wyjn7q‰¬",iyx®jA¹  *rik¬7rŸ{‚7r€n‡r*rŸªx{‚sx{‚CoA¡¨‚~jm† ikq[‘~¢oUwkx{jn‚-q[oU 7|7kx{‚7l'-"onoAivboUkx{¡¨jniwyˆ7r3+kˆ7jmikx{°jm‚"/yrzC|7r‚7‡rn¢e„jn YikjA *¬CŸ{r€nrŸª*m7‹oA‚7† . x{ln|~ikr*7¬C²,‚boAŸ{jnlmjn|7wkj  x{ln|~ikr*Œ7Cv7|~w xªwyˆKo"¥bŸ{wyrijU¡Ÿ{r‚7lmwkˆ *x{‚7ywkržoU†KjA¡,-’omoAivboUkx{ž¢ y‡R‡žoAoAŸ{ŸnŸ{rnwy¢mˆ7£¤rkrrv7 ~x{ik‚bjnoU 5ikjn©"yrq[wyoUj 7žlm xª€m+yrxª‚Co*wyr†~ikqYr‡rx{k†7x{jnx¯oA‚Ywyrjn†~‚rwy‡ˆ7x{krx{jn 7‚ iyrq[kroA‚7 ~‡ r-/b¢jn£+i«oUoRv7€mkrrŸ{‚~rwe‡r*†7rjA‡¡/jnwyqrq 5jn 5yjnx{wkix{oAjnŸ7‚,‡ˆblnx{oU€n‚7rlnroA 7oA ~w(ikjArž´CoU‡x{q[ˆ[oAiywyrx{kjnjm‚Ÿ{|7oAwk‚~x{jn†*‚†7Ÿ{x®r¹ €mrrikŸrNn‚7 ‡rr ywyx{ˆ7lnr‚bjnoUiyŸªRx{ln¢nx{Æ?‚b‚YoAŸCwkˆ7wyr*r q-’ 5omjnoAiioAvbŸ7oAyxªylmxª‚boA‡žŸ?oU¢RkÆ?rn‚ /6wkˆ~&¸xª!y ¸x{lnoR‚b©CoURŸbk†7wpoUx{iy‚7r†b‡oUwkŸ{ik©†iy‡rˆb 7oAik‚~rklnrr‚C†7wk*rwyo r‡†7wyxªx®jm¹ ‚rikyr‡p‚7ˆ~‡rr*qvbrrw? «v5rrrw? «‚[rw?r ‚j-w? k|7j"‡‡xªqrkyoAxªlm€mrr*p‡žoUoAq‚ 7v5Ÿ{rr!oA 7jA¡ ~Ÿªx{rA†  wyjv~xª‚5oAikx{°r"wyˆ7r*q|7Ÿ{wkx{y‡žoAŸ{r3/2!q[oU 7ž¢ . $À 3 

(35) ÄeÄ/ż™Aš7˜  ļ˜RÀ —˜A— £¤ioAwyrxªj-oA 7wk 7rkŸ{©*wox{w?†7 r;jA¥b½?‚7ˆCr©C†% bjmoUwkˆ7¡¨rjnyŸ{rŸ{jA Ÿ{xª³mžr Ÿ{Ýx{“7ˆ7jCkj}¢C†"„i oAjwkx{j,kq[wkroUyŸ{wŸ7wy j"x{‚7€n†7oAjAŸ{x{ †boAwy rjmi/oA‚7‚7jm†wwk rqYA, bjAjm¡(ippoAoUŸmq‡ˆbroAy‚7x{°lmrnr7(‡oArw ‚CržwkoAikr‡†§ˆ-koU‡žwoUwkŸªrmˆ7¢Ar"„pˆ7oUx{q/r,Ÿ{x{³nŸªjCrŸ{‡žx{oUˆ7wkjCx{jnjC‚† & (.v7|7woUw*w? j[y|7‡‡rkkx{€mr[wyx{qrReikry /¢); & oA‚~†; AAoUikr‡jm‚7kx{†7rikr†/¢£ xªwyˆ7x{‚%rRoA‡ˆ¤ x{‚7†7jA *ewyˆ7rx{‚}wyr‚7yxªw?©¡¨|7‚~‡wkx{jn‚¤x{ qYjC†7rŸ{Ÿ{r†%oA-o†7rwyrikqYxª‚~xªywkx{‡-v7x{Ÿªx{‚7rRoAi" bjmŸ{©}‚~jnqx¯oUŸ5¡¨|7‚7‡wyx{jn‚¤‡jmikik|~ 7wkr†0vC©§oU‚+oA†7†7x{wyxª€mr°rikjU½SqYržoA‚ *oA|~kkx¯oU‚%‚7jmx{kr ì ì <Ø ;=   .  .

(36)  ˆ~ xª‡xªˆ-wyˆx{(iykr|7k 5 ~r b‡jmw"krwk†j-wywkj*ˆ~r’vb‡rry‚C bwkoAikwyrx¯oA("Ÿ{Ÿ{jA©º¡oUwk‚7ˆ7†r" wkrx{q‚7†7 5jAjn *ipoU7Ÿ{oUŸª©,‚7†|7‚7Ÿ{‡rjmw ik iyrŸ¯oAwk vr†/5¢r’ewyrˆ7wr"x{/‚}oUwyr‚7‚7†yxªw? ©vb€nroUwyŸ{|7ˆ7r’roUikrwŸþoU bwkjmx{xª€n‚Crw ‡j}jmx{ik‚†7x{x{‚bq[oUoUwkrln!rjAoA¡ew bwyjmxªqYxª‚Crw  &  7 r’lmrwž¬  &   3=  >

(37) & D > #A.D 

(38) >

(39)  »Œ A A  ˆC©Cˆ~ 5rjnikrwkˆ~¦rkrx{"[oAo iyr’°r‡ikjnjUq½SqY 5oAržikoAr‚ †/¬ *oU|7kyx¯oA‚M‚7jmx{krKjU¡º€noUikx¯oA‚~‡r  ¢ erw[|~†7r‚~jnwkr  =    &  A  ¢«„ j+‡jnq 5rwyxª‚~l & ˆ}©C 5jnwyˆ7rkx{" wkˆ7r*oAqYr boU( ipoA qY x?r¢ wkrmr¢ªikx{°ž oAwyx{ jn ‚

(40)   jU¡wkˆ~ r’x{‚Cwkr‚7 koAx{w?w ©(¡»¬|7‚7‡wyxªjm‚xª€noUŸ{xª†-¡»jnivbjmwkˆ & oA‚7† An¢ & ˆ}©C 5jnwyˆ7rkx{" „ˆ7rikr-oAikr  w? «( j-& †7 x?x®¹¢ rmr¢ªikr ‚C w

(41)  5oAipoUqrwyrikx{°žoUwk x{jnoU‚~w «(jU¬¡wkˆ~r*x{‚}wyr‚7yxªw?©.¡¨|7‚7‡wkx{jn‚  & x{‚ & boU‚7† 2A"x{‚ Am¢ £¤oUikrr!|7‡jmkr‚7kx{‚ x{†7¡SroAik‡rw(†¦o,oAk*Ÿ{x{x{ln‚7ˆC†7wyrŸª©" brqY‚~j}†7†~r‚Cx­¥5wrjU†*¡¸€nwyrˆ7ikkrx{jm‡‚/jnA‚7x{y‚Cxª†~wkikrjCikr†7†0|~‡ˆCr©}† 5x{jn‚ wyˆ7{Rr“ yÌrRžjU¡bx?wk¢ rnˆ7¢{r jm ikx{ln=x{‚boU Ÿnjm‚7=r 7ikjm boAjm‚7k†+r†ox{‚€noUݟ{“7|7 r k!¢  A jnx{x{y*r«‡€njnoUqikx¯ ~oA|7‚7wk‡rr†  jAwyˆ7€mrriwyrržkoUwR‡p¢7ˆ „¡¨ˆ7ipoUr"qŸ{jnr’lU½SoUioAwywyˆ7xªj"r*jUr¡qYwkˆ~ 7r’x{ikx{Ÿ{‡žx{³noArŸ5Ÿª€nx{ˆ7oAjCiyx¯jCoA† ‚7‡¡¨|7r ‚7jA‡¡wyx{wyjnˆ7‚7r" ¡¨ioAqYoUr‚7††7x®¹erikr ik‚~r‡yr /¢{€n7oA‡iy jmxþoUikikv7rŸ{krn 5¢C& jn„‚7ˆ7†7x{x{‚7A Ÿ{lržoAwy†~jˆCwk©Cj 5jno-wkˆ~yx{rqkr 7" Ÿ{x®( ¥br†YoU€n‚7r† iyk( x{jn‚xjA{¡ &  wyˆ7r‚†7riyx{€nr†/¢~„ˆ7r"†7r‡x{yxªjm‚Kkwyr ‡žoA‚vbr,¡¨jmikq[oUŸ{xª°r†vC& © ¬ .  ;&. ! ! . "$# % (*) "'&.  .   AYˆ~rx{‚¤ikr wk! ˆ7r!) q[(xoU{´Cxªq-wkˆ7|7r"qiyrkŸ{x{|7³nŸ{rwyŸ{xªx{‚~ˆ7ljCjCr´C†% 7yikrr‚7ykyx{rnjn¢ ‚jA¡x{wyˆ7or"wkŸ{ˆ~jniklAr½?yŸ{ˆ7x{³njnrŸ{Ÿ{†¦x{ˆ7 jCjCˆ7†x{‡iˆ+oAwkq[x{joR©oR¡¨wyvbrrix{wk‚Cˆ~¡¨r*riyrikkrwy†0x{q[¡¨iyoAjnwyx{q jn‚wpjAoU¡v7Ÿ{ broA-ioAjAqY¡’yrwpwkoUrwkiyx{ kwy xª ‡RoAŸ & Ÿ¯oRoA ‚7ž† ¢ ( & xª,krŸ{r‡wkr†¤x®¡ ! !)  ( ) 5jnwkˆ~rik x{krM) (  x{woA³mr‚/¢5„ˆ7x{x{’oU‡ˆ7x{r€nr†¼oAwrRoA‡ˆ%‡jn‚7yxª†~rikr†¼k‡RoAŸ{r0üboA‚~†K «r lnrw*oA‚ r´} ~ikrykx{jn‚KjU¡ ! !   xª‚YwkriyqjU¡wkˆ~Hr /2!q|7Ÿ{wkx{k‡RoAŸ{rq[oU 7   x{wkˆ~r’‚C|7qv5rijU¡ 7x{´CrŸ{x{‚wkˆ~r’Ÿ{jC‡žoUŸe xª‚~†7jA  ¬ A A A98: ,-     ! !   = ‹+ A /.1, 0 / !    43 > 5 A .1, 0 / !    63 > 5  A .1, 0 / !    63 D »  2  72 2 & ! & & ! !) (!¡¨jmŸªŸ{jA ' o ; A †7x{kwyikx{v7|7wyx{jn‚Ÿ¯oR =A  x{wkˆwyˆ7ikrr*†7rlmikrr"jU¡¡»ikrr†~jnq%¢m£Mˆ7r‚%o*y‡r‚7r-†7jCr,‚7jnwoUv7ik|7 ~wkŸ{©‡ˆboA‚7lmrn7 r †~oºj’lnx{‚~€njnrw‚‚7iyrrrk†jmŸ{wy|7j*wkx{‡jnjm‚YqŸ{r 7€n|7rwy?Ÿ r«e€n¢CoU„ikx¯ˆ7oA‚~rik‡rr<¡¨jm ik! rn7oUo w(ržqoU‡p|7ˆ Ÿ{wk¡¨x{iy‡žoAoAqŸ{rrm¢ž†7Æ?r‚ ‡jm¡SoUq‡ 5wžAjnwykˆ7x{wyx{xª(jmr‚qYjA 7€mx{riki x{‡ž

(42) oAŸmŸ{€nroA€nŸ{r|7Ÿªr‡žikoArz}‚|~v5xªiyrr‡jmwk‚7j kx{‡†7jnrqYiyr 7†|7wkoA.r !

(43) ‡jn‚7ryqwpoU ~‚}xªwiyx{¡¨‡žjnoAi Ÿ €noUikx¯„oA‚~ˆ7‡x{,rk€n|7oUvCŸª|~½?jnr ~  wk x{q[!A ¢ oUŸe€nriykx{jn‚ {R“Ì5oAŸ{wkˆ~jn|7lmˆ[qYjniyr’iyjnv7|~kw"wkjY‚7jnx{kr wkˆboU‚Kwkˆ7r jnikx{lmxª‚5oAŸ/jm‚7r ݓ7k~xª,kwyxªŸ{Ÿ kr‚7yx{wkx{€nr-wkj x{jUŸ{¹ Ÿ{|7yqrwžx® ‚bx?oA¢ rnwyx{¢{jn/‚oA†7€n†~oUikxªwyx¯oAx{€nwyr-x{jnq‚7RjC ¢ †7-x®jA¥b ‡žoUrwk€mx{rjniž‚/n¢ oU,‚jnx{Ÿ{wkŸ{r|7qwyˆbx{oA‚bw-oRwy¾Cx{jn³C‚x­¡»k€nwpoUoUik† x¯oAwy s}x{jn‘ ‚"‡ž|7oAk‚-r†0jA¡»wkwkˆ7rx{‚-*vb‡rjn‚7Ÿ{jC‡‡žroU 7ŸªwŸ{©*wyjKoA ~†7 7rikiyjAx{´C€nr[x{q[oYoUwkˆ7rr†"|7vCikx{©kwyoAx{‡ž‚ oAxªŸŸ{Ÿ{wy|7rqYkw-xª‚5vboAoAwkyx{rjA†‚ jm†~‚¤xªywkwkiyˆ7xªv~rY|7†7wkx{x{jn€n‚riywylnˆbr‚~oAw‡r‡žoUjU‚¡v5wkˆ7r’rYqYz}jC|5†7oAr†7Ÿ{Ÿ{iroA†±wkx{oU‡¸qYoU‚[j}†~oUr†7Ÿ(†7 7x{wkiyx{jn€n 5rjn‡kjnr†+‚7ywpx{‚ oA‚CÝwR“7C «k¢er,Æ? 7‚¤ikjmjn biy†7jmrki-r"wkwkj%j*qYoU‡jC‡†7r ~x®¡¨w©* bwkˆ~rriywk 7|7iyiyrvb€CoAxªwyjmx{|7jn‚7-Ÿ{x{‚7jA¡ržoAwyi!ˆ7qrjCx{‚C†7wkrrŸ?‚~¢ küx{w?r© w |~= (‡‡žjnoU‚~‚kx{†7vbrr"iro"´C 7Ÿ{jCiy‡žrkoAyŸ5r †%x{‚7x{‚†7jAwk +rikq ˆ~jnjAk¡(r,wyx{ˆ7‚}r"wyrjn‚7ikyx{lmxªw?xª©-‚5oA†7Ÿ5x{kjnwy‚7ikx{r'v7|7wyx{jnik‚-ryxª /!¢°r ikjUo½SAqY!rž¡¨oAjn'‚ Ÿ{Ÿ{NnjAwy ˆ7žx{(¬ °riyjA½?qržoU‚xª‚Cwyr‚7kx{w?© ¡¨|7‚7‡wkx{jn>‚ = & ¯iyrk /¢ A. &. = &    ,=? &   . A. F . ,0  @ @2 &. k.  1. „² ˆ~¡¨wkr(ri¸v7x{o,Ÿ{xª¡»‚~rrž ¦oAie†7 5rjn€nŸ{r©CŸªjm‚7 7jnqqYrx¯oA‚}ŸRwy žAˆ7 x{‡prˆ lmŸªrjCw‡žoUo"Ÿ{Ÿª‚7©,rq ¦jCŸ{x{†7³nrrŸ{Ÿ{ex{ˆ7wyˆ7jCjCr«†x{‚CiwkoArwk‚7x{kj*x{w?wy©,rk¡¨w|7‚7r´C‡wk 7x{iyjnr‚"kyx{xª/jm‚7‚/jA7 ¤oA‚~†~†r¥bwk‚7ˆ7rr,†-†7vCr‡©"x{kw?x{ «jmj,‚ bkwyoAri oAq‡RoAr‚wkrv5iyžr¬A¡¨ jm& ikq[oU‚7oU†'Ÿ{xª° rA † ¢ vC©e¬ A A 8:C & ,-    ! ! ! !   3= km ( ) B‹  ! A 5 A .1, 702 )/    63 > 5  A .1, 02 /    63 & & A  x{ˆ~lnriyikržr oAwy) rix{(wyx{ˆb‚CoA¡»‚rikiywkrˆ~†ikr¡¨yiyˆ7jnjnq Ÿ{† wkˆ~ r ; †7x{kwyikx{v7|7wyxªjm‚Ÿ¯oR + x{wkˆw? j*†7rlmikrrjA¡e¡¨iyrr†7jmq%¢ -,©} 5jnwyˆ7ryxª3 ( & x{krŸ{r‡wkr†x®¡ ! !)  ) ú /ì ú¯ï.

(44)  

(45)   . . š 3»À7— Æ?†~‚ xª‚~ikl*ržoU‡Ÿ7ˆbkoAr‚7zClm|7rr‚7†7‡r|7Rr"Cwkwkj-ˆ7rx{Ÿª†7Ÿ{|7©CqY‚boAx­‚bqYoUx{wk‡žx{oAjnŸm‚"‡€njnoU‚Cikwkx¯roA‚}wywxªjmjU‚7¡bžwkUˆ7j}r‡‡x{q[Ÿ{|7oUkx{lnjnr‚~ ž‡ž¢{oA¢{¢n‚*²,v5r‡oAjm‚qx{Ÿ{rŸª|~†7kx wk#ioA‡wy|7xªjmŸ{w/‚/wyAj" ˆbroAlm‚7xª†~€mŸªrr!x{†7‚C|7wkrriywkqj,rk†~rxþ‚~oUkwkjnri!†7‚7rjn‡x{x{kkrmx{jnž‚YqYq[x{kŸ{oArž ~oR½ ‡ioAjnwyikxªiyj rkwk 5rjnyw‚~†7xªx{‚7³nlr 7wkwj-wkwkˆ7ˆ7r"r,w?oA «qj-rjn¡»iyjnx{lnix{‚boAŸ{oAŸ7Ÿ~kkrrz}zC|~|7rr‚7‚~‡‡rr"žü  7rikˆbryoRr€m‚Crwkrwy†rkwyxª‚r†/¾ 5rx?‡¢ wkrmx{¢ªjm ‚§m¢ ,jnwy r’‡jnwyiyˆbikroAyw bwkjmˆ~‚7r’†7wyx{ˆ7‚7iklrkwkˆ7jjmo-Ÿª† n)  x{‚‡jmwyˆ7‚Cr¥b†7Ÿ{x{r³n‚7r‡Ÿ{x{r ˆ7¢jC7jCÆ?‚† oU‚C©‡žoAyrn7x{‚Cwkriyqr†~xþoUwkr"†7r‡xªyx{jn‚q[oU 7(vboUikrŸ{©‡ˆboU‚7lnr" ˆ7r‚K‡jn‚ ¥b†7) r

(46) ‚7 ‡ # r*& wkˆ7iyrkˆ~jnŸ{†Kx{kŸ{x{lnˆCwkŸ{©-qjC†7x®¥br† ¢ . . yw x{x{jnln‚|~ikx{rlmxª17€m¬Crh‚©Cx{ip‚oUq x{x{ln†|7jUiyr±¡x{m‚Cnwk¢riyqr†~xþoUwkr†7r‡x{kx{jn‚Yq[oA ~(|7kx{‚7l-wkˆ~r ’- omoAivboAyx{«jU¡ k+ ˆ~jnikx{°jm‚"/*yrzC|7r‚7‡rm¢  oR©njm|7w(r´C 7Ÿ¯oA‚5oR½ } level 1 level 2 level 3 level 4 level 5. x{ln|~ikrnm¬/oR©njm|7wjA¡wyˆ7r" C©}ioAqYxª†jU¡(q[oA ~(jA¡</x{lm|7ikr1~¢ ~ikjC‡ rx{yln|7iyiyrrzC|71 x{ikkrˆ7jA“m ‹x{o-‚7 7‡|~jmqw’x{ 7qŸ{roAwylnrrwy’rqoA" 5 jniroAŸe|~k†7rr‡wkjnˆ~qr

(47) 5-"jnonyoAx{wki"x{jnvb‚oUk Cx{©Cžip¢üoU„qˆ7x{r† Cjn©C‚.ipoU¥bq€nr"x{†Ÿ{rx{€n’rŸª‡jnqjU¡ ~wy|7ˆ7wkrr†¼+kˆ~rjn€mikrx{ik°©¼jm‚"k/-r‡kjnr‚7zC†¤|7rx{‚~q[‡rnoU¢eln„rnCˆ7yx{j  ì ì <Ø ;=   .

(48) wy†~ˆbroA‡jnw-qYwkˆ~ br[jmk†~x{wkrx{‡jmx{‚+kx{jnx{‚0‡ž 7oAikiyjCik‡x{rr†Mkjmi|7oAwwyr[jmx{‚M-o¼ˆboAkŸ®Ÿ{¡x{†7wyx{ˆ7‚7rl%jmwyikrx{qlnx{‚b 5oUjnŸ«ioAyŸrzC |7x{r‚7‚7†7‡jAr *wk¢4rqYoA bqYjmiproAipŸopjnoUyq‡x{ 7ŸªŸ¯Ÿ{oUx{‚7wkx{ljn‚7ipoUwkoAr.iyNrKwyˆ7€Crx{kx{wyv7rqŸ{rK 5oAjnwioAŸ{rŸ€nqrŸª|7KŸ{wk¼x{k‡RoAoA‚7Ÿ{† r ‡‡‹ jnj}9§qoAiy 5kyrjnjniq‚~Ÿ{rrr‚C€nwkoUrikŸªržjAoU¡oAikwyr,ˆ7oAx{qiyjnjm|7³Cik‚7xªr‚~†0†Ÿªx{wk³mjAˆ7r¡rŸ{©* bˆ7r†7ikjm|7wkik|~rx{°ikwyjmvbj*‚¤oUwkwkˆ7Ÿªx{x{jnr,‚7‚/rŸ{¢ jA-,oA +iyjAr[wk «i†~oAr‡€nr³Cwkrrx{iR‚7‡7wkl*wkrˆ~†^qr’jAoU€moArqYq  rr

(49) ‚} 5w jn x{jA‚C¡ewkwkˆ7Ÿªr,jC ‡ž‡žoUoAwkqYr†r 3ip‚7o~9¤rR¢AoA£¤v5irrwk‡žˆ~‚7oAr’jm|~wkˆ~kx{rjn‡ikrjAx{°wk¡"jmˆ5wk‚oAˆ7w(rYŸªx{wy‚7ˆ7ˆ7r,rx{lnwkqYˆ¤ˆboUjA¡»w€}ikrx{ik‚7zCržl,|7oU‡r 7wk‚CŸ¯"wyoAxþ‚7oAoUrw Ÿ q‡jnoA‚7y‚7³r‡kwkwyrik†¤rwy‡v~ˆ7Ÿªjmrv/7oAv5Ÿ{jmr‚7‡žoUl|7x{kwkr-"jAwki¡owkƒˆ7r‡r-wyˆ7jniyjn©§iyx{°oUjn*‚CwkwproUqYŸ/†7 bx{jmiyiproU‡Ÿ/wkx{ikjmr‚KkjnjAŸ{¡(|7wywkx{ˆ~jnr±‚¼oU†7 7r b‡oAiyržiyroA‚Cyrw"ž 7¢Ÿ¯²oA‚7w"r"Ÿ{rq€nrjmŸ«wkx{‘7jn5‚ v5"¢ jn/wkx{ˆiykƒwrw"Ÿ{r€mr‚~r2Ÿ lnx{¯‚7w? r*jrwy€njnr K‚¼iy¡¨jAjm ikq jAo ¡  x{ln|~ikr1 (iyr 7ikrkr‚Cwk ‚7jnwyˆ7x{‚7lv~|7wwkˆ7r Ÿªx{³mrŸ{xªˆ~j}jC†ioAwkx{j-wkryw 5ri?¡»jnikqYr†v5rw? rr‚¼w? «j-k|~‡‡rykx{€nr-x{q[oAlmrž {ž“k¢. ~ikx{lnjm|~q‰ikrŸ{rž¡¨w‹7¬5wkjÆ?‚CiywkxªrlmikˆCqwžCr†7wkjmx¯oA wkr ikjA†7 *r¬C‡x{Ÿ{krx{€njmr‚¤Ÿª*q[m7oA ~‹oA|7‚7k†x{‚7“7l¢ *«wkˆ~jmr'wkwk-’jmq‰onoUi"ikjAvb *oA¬CyxªŸ{"r€m‡rjmŸ{ikiysrk 5oA‚7jn†K‚7†~‘~xª‚~¢ lKwkjYwkˆ7r8+yv7|7kˆ0/[yrzC|7r‚7‡r[oAw ; =‰“m‹7¢ x{wy‚ j ¡SÆ?oUx{‚ClnŸ{kwk|7r"riyikrqqjmr17†7wkx{Ax¯jnoAwy‚Yˆ7wkrr"†7†7rŸªjCrwk‡r‡žxª‡oUywkwkx{x{x{jnjnjn‚-‚ ‚~/q[(oA†7oAiyr ~r*wyr‚7‡oAjnwkwrw,wy† ‡xªqYjnoUiy ,r ikr ;Ÿ¯ oU==

(50) wkr“n†¤ ‹,v5jUr¡bw?wk ˆ7 r'r r‚¼+yv7Ÿª|7ry *€n"ˆ rwy/"Ÿ{ˆbžkoA¢5rw!Æ?zC‚K‡|7jnrjmiy‚~wkikˆ7‡rr’yr bioUjmik ‚7rjn†Kkikˆ~†~wkjAj ž 5 bwk‚rˆ7iyx{r-wk'‚ |7q/iyvbx{x{lmyoAŸª|7wyrRx{ikoAjnr"†7‚7x{žR‚7‹~Cl ¢žxS¢Æ? rn‚-¢{ m

Références

Documents relatifs

To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed

Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à

Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine

En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages

Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur

A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated

The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide

Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to