Uploaded by Silvia Gaviria

CS-110

advertisement
51$67$75($*(17
)RU,VRODWLRQRI7RWDO51$'1$ 3URWHLQ
,,62/$7,212)51$%<67$7
,1752'8&7,21
5HFHQWSURJUHVVLQ51$LVRODWLRQWHFKQRORJ\KDVPDGHLWSRVVLEOHWRUHSODFHOHQJWK\DQGODERULRXVPHWKRGVRI
WRWDO51$LVRODWLRQE\DVLQJOHVWHSPHWKRG51$67$770LVDQHZDQGVXEVWDQWLDOO\LPSURYHGYHUVLRQRI
WKHVLQJOHVWHSPHWKRG,WLVDFRPSOHWHDQGUHDG\WRXVHUHDJHQWIRULVRODWLRQRIWRWDO51$IURPWLVVXHVDQG
FHOOVRIKXPDQDQLPDOSODQW\HDVWEDFWHULDODQGYLUDORULJLQ([WHQVLYHODERUDWRU\WHVWVKDYHVKRZQWKDWWKH
51$67$770LVKLJKO\UHOLDEOHDQGSURGXFHVYHU\FRQVLVWHQWUHVXOWV
7KHFRPSRVLWLRQRI51$67$770 SDWHQWSHQGLQJ LQFOXGHVSKHQRODQGJXDQLGLQLXPWKLRF\DQDWHLQDPRQR
SKDVHVROXWLRQ$ELRORJLFDOVDPSOHLVKRPRJHQLVHGLQWKH51$67$770XVLQJDJODVV7HIORQRU3RO\WURQ
KRPRJHQL]HU8SRQDGGLWLRQRIFKORURIRUPWKHKRPRJHQDWHVHSDUDWHVLQWRWZRSKDVHVDTXHRXVSKDVHDQG
RUJDQLFSKDVH7KHWRWDO51$UHPDLQVH[FOXVLYHO\LQWKHDTXHRXVSKDVHZKLOH'1$DQGSURWHLQVDUHH[WUDFWHG
LQWRDQRUJDQLFSKDVHDQGLQWHUSKDVH7KHWRWDO51$LVSUHFLSLWDWHGIURPWKHDTXHRXVSKDVHE\DGGLWLRQRI
LVRSURSDQROZDVKHGZLWKHWKDQRODQGVROXELOL]HGLQZDVWHU
7KHHQWLUHSURFHGXUHIRU51$LVRODWLRQXVLQJWKH51$67$770FDQEHFRPSOHWHGLQKRXU7KLVLVWKHPRVW
HIIHFWLYHPHWKRGRI51$LVRODWLRQ7KHUHFRYHU\RIXQGHJUDGHGP51$VXVLQJWKH51$67$770LV
JUHDWHUWKDQZLWKDQ\RWKHUPHWKRGRI51$LVRODWLRQ51$67$7 70RIIHUV
7RWDO51$P51$LQXQGHUPLQXWHV
1RUWKHUQEORW3&5 UHDG\P51$LQXQGHUPLQXWHV
1RIXUWKHUSXULILFDWLRQUHTXLUHGIRUXVHLQVXEVHTXHQWSURFHGXUHVLQFOXGLQJ1RUWKHUQEORWWLQJ
DQG3&5 ([WUDFWVPRUHWRWDO51$P51$WKDQDQ\RWKHUPHWKRG
&RVWHIIHFWLYHPHWKRGUHTXLULQJOHVVUHDJHQWVDPSOH
$33/,&$7,21
7KHWRWDO51$LVRODWHGE\WKH51$67$770LVXQGHJUDGHGDQGIUHHRISURWHLQDQG'1$FRQWDPLQDWLRQ,W
FDQEHXVHGIRU1RUWKHUQDQDO\VLVGRWEORWK\EULGLVDWLRQSRO\$VHOHFWLRQLQYLWURWUDQVODWLRQ51DVH
SURWHFWLRQDVVD\PROHFXODUFORQLQJDQGIRUSRO\PHUDVHFKDLQUHDFWLRQ 3&5 ZLWKRXWDGGLWLRQDOWUHDWPHQW
ZLWK'1DVH7KHVLPSOLFLW\RIWKHLVRODWLRQXVLQJWKH51$
67$770PDNHVLWSRVVLEOHWRSURFHVVVLPXOWDQHRXVO\DODUJHQXPEHURIVDPSOHVDQGWKHH[FHOOHQWUHFRYHU\
RI51$IURPYHU\VPDOOELRORJLFDOVDPSOHV ELRSVLHVHWF 5($*(1766833/,('
51$67$770PORUPOERWWOHFRQWDLQLQJDUHGVROXWLRQRI51$67$770
35(3$5$7,215HDG\WRXVH
6725$*(5HIULJHUDWHDWR&3URWHFWIURPH[SRVXUHWROLJKW
67$%,/,7<PRQWKV5HIHUWRH[SLUDWLRQGDWHVWDPSHGRQODEHO
5($*(1765(48,5('%871276833/,('
&KORURIRUP $&6JUDGH ,VRSURSDQRO $&6JUDGH (WKDQRO $&6JUDGH 35272&2/
51$P51$LVRODWLRQE\WKH51$67$770PHWKRGLQFOXGHVWKHIROORZLQJVWHSV
+RPRJHQLVDWLRQ51$67$770 POSHUPJWLVVXHRU[FHOOV 51$([WUDFWLRQYRORIKRPRJHQDWHYRORIFKORURIRUP
51$3UHFLSLWDWLRQYRORILVRSURSDQRO
51$:DVKHWKDQRO
8QOHVVVWDWHGRWKHUZLVHWKHSURFHGXUHLVFDUULHGRXWDWURRPWHPSHUDWXUH
+202*(1,=$7,21
$7,668(6
+RPRJHQLVHWLVVXHVVDPSOHVLQWKH51$67$770 POPJWLVVXH LQDJODVV7HIORQRU3RO\WURQ
KRPRJHQL]HU6DPSOHYROXPHVKRXOGQRWH[FHHGRIWKHYROXPHRIWKH51$67$770XVHGIRU
KRPRJHQLVDWLRQ
%&(//6
&HOOVJURZQLQPRQROD\HUDUHO\VHGGLUHFWO\LQDFXOWXUHGLVKE\DGGLQJWKH51$67$770 POFP
SHWULGLVK DQGSDVVLQJWKHFHOOO\VDWHVHYHUDOWLPHVWKURXJKDSLSHWWH&HOOVJURZQLQVXVSHQVLRQDUH
VHGLPHQWHGWKHQO\VHGLQWKH51$67$770 POSHU[FHOOV E\UHSHWLWLYHSLSHWWLQJ:DVKLQJ
FDOOVEHIRUHDGGLWLRQRIWKH51$67$770VKRXOGEHDYRLGHGDVWKLVLQFUHDVHVWKHSRVVLELOLW\RI
P51$GHJUDGDWLRQ
51$(;75$&7,21
)ROORZLQJKRPRJHQLVDWLRQVWRUHWKHKRPRJHQDWHIRUPLQDWURRPWHPSWRSHUPLWWKHFRPSOHWHGLVVRFLDWLRQ
RIQXFOHRSURWHLQFRPSOH[HV1H[WDGGPORIFKORURIRUPSHUPORIWKH51$67$770FRYHUWKH
VDPSOHWLJKWO\VKDNHYLJRURXVO\IRUVHFRQGVDQGOHWLWVWD\DWURRPWHPSHUDWXUHIRUPLQXWHV
&HQWULIXJHWKHKRPRJHQDWHDWJ PD[ IRUPLQXWHVDWR&)ROORZLQJFHQWULIXJDWLRQWKH
KRPRJHQDWHVHSDUDWHVLQWRWZRSKDVHVDORZHUUHGSKHQROFKORURIRUPSKDVHDQGWKHFRORUOHVVXSSHU
DTXHRXVSKDVH51$UHPDLQVH[FOXVLYHO\LQWKHDTXHRXVSKDVHZKHUHDV'1$DQGSURWHLQVDUHLQWKH
LQWHUIHUHVDQGRUJDQLFSKDVH7KHYROXPHRIWKHDTXHRXVSKDVHLVDERXWRIWKHYROXPHRI51$
67$770XVHGIRUKRPRJHQL]DWLRQ
51$35(&,3,7$7,21
7UDQVIHUWKHDTXHRXVSKDVHWRDIUHVKWXEHDQGPL[ZLWKLVRSURSDQRO$GGPORILVRSURSDQROSHUPORI
WKH51$67$770XVHGIRUKRPRJHQL]DWLRQ6WRUHVDPSOHVDWURRPWHPSIRUPLQXWHVDQG
FHQWULIXJHDWJ PD[ IRUPLQDWR&51$SUHFLSLWDWH RIWHQYLVLEOHEHIRUHFHQWULIXJDWLRQ IRUPV
DZKLWHSHOOHWDWWKHERWWRPRIWKHWXEH
51$:$6+
5HPRYHVXSHUQDWDQWDQGZDVKWKH51$SHOOHWRQFHZLWKHWKDQROE\YRUWH[LQJDQGVXEVHTXHQW
FHQWULIXJDWLRQDWJ PD[ IRUPLQDWR&$GGDWOHDVWPORIHWKDQROSHUPORIWKH51$
67$770XVHGIRUWKHLQLWLDOKRPRJHQL]DWLRQ
$WWKHHQGRIWKHSURFHGXUHGU\WKH51$SHOOHWEULHIO\E\DLUGU\LQJRULQDYDFXXP PLQ ,WLV
LPSRUWDQWQRWWROHWWKH51$SHOOHWGU\FRPSOHWO\DVLWZLOOJUHDWO\GHFUHDVHLWVVROXELOLW\'RQRWXVHWKH
6SHHG9DFIRUGU\LQJ'LVVROYHWKH51$SHOOHWLQZDWHURULQPP('7$S+RU6'6VROXWLRQ9RUWH[
RUSDVVWKHSHOOHWDIHZWLPHVWKURXJKDSLSHWWHWLS$QLQFXEDWLRQIRUPLQXWHVDWR&PD\EH
UHTXLUHGWRGLVVROYH51$VDPSOHV'LHWK\OS\URFDUERQDWH '(3& WUHDWHG51DVHIUHHVROXWLRQVVKRXOGEHXVHG
IRUVROXELOL]DWLRQRI51$
(;3(&7('<,(/'$1'385,7<
([SHFWHG\LHOGRIWRWDO51$
D 7LVVXHV XJPJWLVVXH OLYHUVSOHHQXJNLGQH\XJVNHOHWDOPXVFOHVEUDLQXJSODFHQWD
XJ
E &XOWXUHGFHOOV XJFHOOV HSLWKHOLDOFHOOVXJILEUREODVWVXJ7KHILQDOSUHSDUDWLRQRIWRWDO
51$LVIUHHRI'1$DQGSURWHLQVDQGKDVDUDWLR!
127(6$1'&200(176
)RULVRODWLRQRI51$IURPDVPDOODPRXQWRIFHOOVRUWLVVXH PJ KRPRJHQL]HVDPSOHVLQPORIWKH
51$67$770WUDQVIHUWKHKRPRJHQDWHWRWKHHSSHQGRUIWXEHDQGIROORZWKHLVRODWLRQSURWRFROZLWKWKH
H[FHSWLRQRIWKH51$SUHFLSLWDWLRQZKLFKVKRXOGEHFDUULHGRXWIRUPLQDWR&
)ROORZLQJKRPRJHQL]DWLRQ EHIRUHDGGLWLRQRIFKORURIRUP VDPSOHVFDQEHVWRUHGDWR&IRUDWOHDVW
ZHHNV
$QDGGLWLRQDOSUHFLSLWDWLRQPD\EHQHFHVVDU\WRXVH51$LVRODWHGE\WKH51$67$770LQHQ]\PDWLF
DVVD\V)ROORZLQJVROXELOL]DWLRQSUHFLSLWDWH51$LQWKHSUHVHQFHRI01D&OZLWKWZRYROXPHVRIHWKDQRO
IRUPLQXWHVDWR&7KH3&5DQG51DVHSURWHFWLRQDVVD\VGRQRWUHTXLUHWKLVWUDGLWLRQDOSUHFLSLWDWLRQ
VWHS
+DQGVDQGGXVWPD\EHWKHPDMRUVRXUFHRIWKH51DVHFRQWDPLQDWLRQ8VHJORYHVDQGNHHSWXEHV
FORVHG7KHXVHRIVWHULOHGLVSRVDEOHSRO\SURS\OHQHWXEHVLVUHFRPPHQGHGWKURXJKRXWWKHSURFHGXUH
63(&,$/+$1'/,1*$1'35(&$87,216
7KH51$67$770FRQWDLQVSRLVRQ SKHQRO DQGLUULWDQW JXDQLGLQLXPWKLRF\DQDWH &$1%()$7$/:KHQ
ZRUNLQJZLWKWKH51$67$770XVHJORYHVDQGH\HSURWHFWLRQ VKLHOGVDIHW\JRJJOHV 'RQRWJHWRQ
VNLQRUFORWKLQJ$YRLGEUHDWKLQJYDSRU5HDGDOVRWKHZDUQLQJQRWHRQWKHERWWOH,QFDVHRIFRQWDFW
LPPHGLDWHO\IOXVKH\HVRUVNLQZLWKDODUJHDPRXQWRIZDWHUIRUDWOHDVWPLQXWHVDQGVHHNLPPHGLDWH
PHGLFDODWWHQWLRQ
5()(5(1&(6
6DPEURRN-)ULWVFK()DQG0DQLDWLV7 0ROHFXODU&ORQLQJ&ROG6SULQJ+DUERU/DERUDWRU\&ROG
6SULQJ+DUERU1<
&KRPF]\QVNL3DQG6DFFKL1 6LQJOHVWHSPHWKRGRI51$LVRODWLRQE\DFLGJXDQLGLQLXPWKLRF\DQDWH
SKHQROFKORURIRUPH[WUDFWLRQ$QDO%LRFKHP
.HG]LHUVNL:DQG-RKQ3RUWHU$1RYHO1RQHQ]\PDWLF3URFHGXUHIRU5HPRYLQJ'1$7HPSODWHIURP
51$7UDQVFULSWLRQ0L[WXUHV%LR7HFKQLTXHV
,,,62/$7,212)'1$%<67$7
7KH'1$LVLVRODWHGIURPWKHLQWHUSKDVHDQGSKHQROSKDVHVHSDUDWHGIURPWKHLQLWLDOKRPRJHQDWHDV
GHVFULEHGLQWKH51$LVRODWLRQSURWRFRO)ROORZLQJSUHFLSLWDWLRQDQGDVHULHVRIZDVKHVWKH'1$LVVROXELOL]HG
LQP01D2+QHXWUDOLVHGDQGXVHGIRUDQDO\VLV7KH'1$LVRODWHGE\67$7FDQEHXVHGIRU3&5
UHVWULFWLRQDQGVRXWKHUQEORWWLQJ,QDGGLWLRQWKHIXOOUHFRYHU\RI'1$IURPWLVVXHVXVSHQVLRQVDQGFXOWXUHG
FHOOVSHUPLWVWKHXVHRI67$7IRUGHWHUPLQDWLRQRIWKH'1$FRQWHQWLQDQDO\VHGVDPSOHV 3&KRPF]\QVNL
LQSUHSDUDWLRQ 35272&2/
5HDJHQWVUHTXLUHGEXWQRWVXSSOLHGHWKDQROVRGLXPFLWUDWHDQGVRGLXPK\GUR[LGH
'1$35(&,3,7$7,21
3KHQROSKDVHDQGLQWHUSKDVHPORI(WKDQRO PORI67$7 '1$:$6+
'1$62/8%,/,=$7,21
PORIPORI0VRGLXPFLWHUDWHLQHWKDQROPORIHWKDQRO
P01D2+
1RWH8QOHVVRWKHUZLVHVWDWHGWKLVSURFHGXUHLVFDUULHGRXWDWURRPWHPSHUDWXUH
7KHSURWRFROGHVFULEHVLVRODWLRQRI'1$IURPWKHSKHQROSKDVHDQGLQWHUSKDVHRIVDPSOHVKRPRJHQL]HG RU
O\VHG LQPORI67$7
'1$35(&,3,7$7,21
5HPRYHWKHUHPDLQLQJDTXHRXVSKDVHRYHUO\LQJWKHLQWHUSKDVHDQGSUHFLSDWH'1$IURPWKHLQWHUSKDVHDQG
RUJDQLFSKDVHZLWKHWKDQRO$GGPORIHWKDQROSHUPORI67$7XVHGIRUWKHLQLWLDO
KRPRJHQLVDWLRQDQGPL[VDPSOHVE\LQYHUVLRQ1H[WVWRUHWKHVDPSOHVDWURRPWHPSHUDWXUHIRUPLQXWHV
DQGVHGLPHQW'1$E\FHQWULIXJDWLRQDWJPD[IRUPLQXWHVDWÛ&
1RWH&DUHIXOUHPRYDORIWKHDTXHRXVSKDVHLVFULWLFDOIRUWKHTXDOLW\RIWKHLVRODWHG'1$
'1$:$6+
5HPRYHWKHSKHQROHWKDQROVXSHUQDWDQWDQGVDYHLWDW Û& IRUWKHSURWHLQLVRODWLRQ:DVKWKH'1$SHOOHW
WZLFHLQDVROXWLRQFRQWDLQLQJ0VRGLXPFLWUDWHLQHWKDQRO8VHPORIWKHVROXWLRQSHUPORI
67$7XVHGLQWKHLQLWLDOKRPRJHQLVDWLRQ$WHDFKZDVKVWRUHWKH'1$SHOOHWLQWKHZDVKLQJVROXWLRQIRU
PLQXWHVDWURRPWHPSHUDWXUH ZLWKSHULRGLFPL[LQJ DQGFHQWULIXJHDWJIRUPLQXWHVDWÛ&)ROORZLQJ
WKHVHWZRZDVKHVVXVSHQGWKH'1$SHOOHWLQ ±PORIHWKDQROSHUPORI67$7 VWRUH
IRUPLQXWHVDWURRPWHPSHUDWXUH ZLWKSHULRGLFPL[LQJ DQGFHQWULIXJHDWJIRUPLQXWHVDW
Û& $QDGGLWLRQDOZDVKLQP0VRGLXPFLWUDWH±HWKDQROLVUHTXLUHGIRUODUJHSHOOHWVFRQWDLQLQJ
!XJ'1$RUODUJHDPRXQWVRIQRQ'1$PDWHULDO
'1$62/8%,/,=$7,21
'U\EULHIO\WKH'1$SHOOHWIRUPLQXWHVDQGGLVVROYHLQP01D2+E\VORZO\SDVVLQJWKHSHOOHWWKURXJK
WKHSLSHWWH$GGDGHTXDWHDPRXQWRIP01D2+WRDSSURDFKD'1$FRQFHQWUDWLRQRIXJPO
7\SLFDOO\DGG±PORIP01D2+WRWKH'1$LVRODWHGIURPFHOOV7KHXVHRIDPLOGDONDOLQH
VROXWLRQDVVXUHVIXOO62/8%,/,=$7,21RIWKH'1$SHOOHW$WWKLVVWDJHKRZHYHUWKH'1$SUHSDUDWLRQVVWLOO
FRQWDLQVLQVROXEOHJHOOLNHPDWHULDO IUDJPHQWVRIPHPEUDQHHWF 5HPRYHLQVROXEOHPDWHULDOE\
FHQWULIXJDWLRQDWJIRUPLQXWHVDQGWUDQVIHUWKHUHVXOWVXSHUQDWDQWFRQWDLQLQJ'1$WRDQHZWXEH
+LJKYLVFRVLW\RIVXSHUQDWDQWLQGLFDWHVWKHSUHVHQFHRIKLJKPROHFXODUZHLJKWRI'1$
48$17,7$7,212)'1$
7DNHDQDOLTXRWRIWKH'1$SUHSDUDWLRQVROXELOLVHGLQP01D2+PL[LWZLWKZDWHUDQGPHDVXUHRQH$RI
WKHUHVXOWLQJVROXWLRQ
&DOFXODWHWKH'1$FRQWHQWXVLQJWKH$YDOXHIRUWKHGRXEOHVWUDQGHG'1$RQH$XQLWHTXDOVXJRI
GRXEOHVWUDQGHG'1$PO
)RUFDOFXODWLRQRIDFHOOQXPEHULQDQDO\VHGVDPSOHVDVVXPHVWKDWWKHDPRXQWRI'1$SHURIGLSORLGFHOOV
RIKXPDQDWDQGPRXVHRULJLQHTXDOVXJXJDQGXJUHVSHFWLYHO\ $W\SLFDOSUHSDUDWLRQRI'1$LVRODWHGIURPWLVVXHVXVSHQVLRQLVFRPSRVHGRINE'1$ DQGDERXW
NE'1$ 7KH'1$LVRODWHGIURPFHOOVFRQWDLQLQJ!RINE'1$DQGRINE'1$
7KHSUHSDUDWLRQRI'1$LVIUHHRI51$DQGSURWHLQVDQGKDVDUDWLRQ! $03/,),&$7,212)'1$%<3&5
)ROORZLQJ62/8%,/,=$7,21LQP01D2+DGMXVWWKHS+RIWKH'1$VDPSOHWRXVLQJ+(3(6$GGDQ
DOLTXRWRIWKHVDPSOH W\SLFDOO\XJ'1$ WR3&5UHDFWLRQPL[DQGSHUIRUP3&5DFFRUGLQJWR\RXU
VWDQGDUGSURWRFRO
',*(67,212)'1$%<5(675,&7$6(6
$GMXVWWKHS+RIWKH'1$VROXWLRQWRDUHTXLUHGYDOXHXVLQJ+(3(6$OWHUQDWLYHO\GLDO\VHVDPSOHVDJDLQVW
P0('7$S+±S+&DUU\'1$UHVWULFWLRQIRU±KRXUVXQGHURSWLPDOFRQGLWLRQVIRUDVSHFLILF
UHVWULFWLRQHQ]\PHXVLQJXQLWVRIWKHHQ]\PHSHUXJ'1$,QDW\SLFDODVVD\RIWKH'1$LV
GLJHVWHGE\UHVWULFWDVH
5HIHUHQFH$XVXEHO)0HWDOHGV&XUUHQW3URWRFROVLQ0ROHFXODU%LRORJ\*UHHQH3XEOLVKLQJ$VVRF
:LOH\,QWHUVFLHQFH1HZ<RUNYROS$ ,,,,62/$7,212)3527(,16%<67$7
3URWHLQVDUHLVRODWHGIURPWKHSKHQROHWKDQROVXSHUQDWDQWREWDLQHGDIWHUSUHFLSLWDWLRQRI'1$ZLWKHWKDQRO
VHHVWHSLQ'1$SUHFLSLWDWLRQ 7KHUHVXOWLQJSUHFLSLWDWLRQFDQEHDQDO\]HGIRUWKHSUHVHQFHRI
VSHFLILHGSURWHLQVE\:HVWHUQEORWWLQJ
35272&2/
5HDJHQWVUHTXLUHGEXUQRWVXSSOLHGJXDQLGLQHK\GURFKORULGH6'6HWKDQRODQGLVRSURSDQRO
3527(,135(&,3,7$7,21
3KHQROHWKDQROVXSHUQDWDQWPOLVRSURSDQRO POVWDW 3527(,1:$6+
PO0JXDQLGLQHK\GURFKORULGHLQHWKDQRO[PLQ
3527(,162/8%,/,=$7,21
6'6
8QOHVVRWKHUZLVHVWDWHGWKHSURFHGXUHLVFDUULHGRXWDWURRPWHPS
7KHSURWRFROGHVFULEHVLVRODWLRQRISURWHLQVIURPWKHSKHQROHWKDQROVXSHUQDWDQWREWDLQHGIRUPDVDPSOH
KRPRJHQL]HGLQPORI67$7
3527(,135(&,3,7$7,21
3UHFLSLWDWHSURWHLQVIRUPWKHSKHQROHWKDQROVXSHUQDWDQW DSSUR[LPDWHYROXPHPO ZLWKLVRSURSDQRO$GG
PORILVRSURSDQROSHUPORI6WDWXVHGIRUWKHLQLWLDOKRPRJHQL]DWLRQ6WRUHVDPSOHVIRUDWOHDVW
PLQXWHVDWURRPWHPSHUDWXUHDQGVHGLPHQWWKHSURWHLQSUHFLSLWDWHDWJIRUPLQXWHVDWÛ&
3527(,1:$6+
5HPRYHVXSHUQDWDQWDQGZDVKWKHSURWHLQSHOOHWWLPHVLQDVROXWLRQFRQWDLQLQJ0JXDQLGLQH
K\GURFKORULGHLQHWKDQRO$GGPORIWKHVROXWLRQSHURI67$7XVHGIRUWKHLQWLDO
KRPRJHQL]DWLRQ$WHDFKZDVKVWRUHVDPSOHVLQWKHZDVKLQJVROXWLRQIRUPLQXWHVDWURRPWHPSHUDWXUH
DQGFHQWLIUXJHDWJIRUPLQXWHVDWÛ&1H[WYRUWH[WKHSURWHLQSHOOHWZLWKPORIHWKDQRO VWRUHIRUPLQXWHVDWURRPWHPSHUDWXUHDQGFHQWULIXJHDWJIRUPLQXWHVDWÛ&
3527(,162/8%,/,=$7,21
'U\EULHIO\WKHSHOOHWIRU±PLQXWHVDQGGLVVROYHLWLQ6'6E\SLSHWWLQJ,QFXEDWLRQRIWKHVDPSOHVDW
Û&PD\EHUHTXLUHGWRFRPSOHWHVROXELOL]DWLRQRIWKHSURWHLQSHOOHW6HGLPHQWDQ\LQVROXEOHPDWHULDOE\
FHQWULIXJDWLRQDWJIRUPLQXWHVDWÛ&DQGWUDQVIHUWKHVXSHUQDQWDQWWRDIUHVKWXEH8VHWKH
SURWHLQVROXWLRQLPPHGLDWHO\IRU:HVWHUQEORWWLQJRUVWRUHDWÛ&
51$67$770LVDWUDGHPDUNRI7HO7HVW,QF
3&5LVVXEMHFWRISDWHQWVJUDQWHGWR&HWXV&RUSRUDWLRQ
Download