HAL Id: hal-00876433
https://hal.archives-ouvertes.fr/hal-00876433
Submitted on 24 Oct 2013
HAL is a multi-disciplinary open access
archive for the deposit and dissemination of
sci-entific research documents, whether they are
pub-lished 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.
detections
K. Dang, H. Sun, J.P. Chanet, J. Garcia-Vidal, J.M. Barcelo-Ordinas, H.L.
Shi, K.M. Hou
To cite this version:
K. Dang, H. Sun, J.P. Chanet, J. Garcia-Vidal, J.M. Barcelo-Ordinas, et al.. Wireless multimedia
sensor network for plant disease detections. NICST’2103 New Information Communication Science and
Technology for Sustainable Development: France-China International Workshop, Sep 2013,
Clermont-Ferrand, France. 6 p. �hal-00876433�
!"#$%$&&'()%*"+$,"-'.$/&0#'1$*20#3'40#'5%-/*'
,"&$-&$',$*$6*"0/&'
78'9-/:
;<='>8'.)/
;?='@8'A8'BC-/$*
DE='@8'F-#6"-GH",-%
IJ='@8'(8'K-#6$%0GL#,"/-&
IM='>8N8'.C"
OP'-/,'78(8'>0)
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
%0#4)2"#'.,0(&/&)"'86-'
NC;('&0(—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
R8! R1STL9UBSRL1'
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
B0+5-#$,' 2"*C' *C$' 5%-/*' ,"&$-&$' ,$*$6*"0/' 5#0:#-+&' ,$&":/$,' 40#' V0*-/W' %-V0#-*0#"$&' ZM=' P[=' *C$' 5#0:#-+' 04' *C$' &-+$' 4)/6*"0/' 40#' !(.1' C-&' +-/W' ,"&-,X-/*-:$&' "/' "*&' -X-"%-V%$' &W&*$+' #$&0)#6$&8' `0#' $a-+5%$=' "/5)*' "+-:$&' *-3$/' "/' %-V0#-*0#"$&' C-X$' C":C$#' ^)-%"*W' -/,' )&)-%%W' 60+$' 2"*C' -' 60/*#0%%$,'V-63:#0)/,='2C"6C'$%"+"/-*$&'*C$'20#3'04'%06-*"/:' *-#:$*' -#$-&=' V)*' *C$' 5%-/*' "+-:$&' *-3$/' VW' !(.1' /0,$' 0/' 4-#+%-/,&' C-X$' -' #$%-*"X$%W' +0#$' 60+5%$a' V-63:#0)/,8' K$&",$&=' *C$' 60/&*#-"/' 0/' 502$#' 60/&)+5*"0/' -/,' 5#06$&&0#' 6-5-V"%"*W'04'-'!(.1'%"+"*&' *C$'60+5%$a"*W'04'*C$'5#0:#-+&' #)//"/:'0/'"*ZQ[8''
9)$' *0' *C$' C":C' #$&0)#6$' 60/&*#-"/*&' ,$&6#"V$,' -V0X$=' 2$' *$/,'*0'6C00&$'-%:0#"*C+&'2"*C'%$&&'60+5)*-*"0/'60+5%$a"*W'*0' 60/&*#)6*' *C$' ,$*$6*"0/' 5#0:#-+' "/&*$-,' 04' )&"/:' $a"&*"/:' 60+5%$a' -%:0#"*C+&' 2C"6C' 6-/' 5#0X",$' V$**$#' 5$#40#+-/6$&8' `0#' $a-+5%$=' 2$' )&$' V"/-#"b-*"0/' *0' 4"/,' #$:"0/&' 04' "/*$#$&*' "/&*$-,' 04' 6%)&*$#"/:GV-&$,' "+-:$' &$:+$/*-*"0/' -%:0#"*C+&8' _/,'"/'*C$'6%-&&"4"6-*"0/'5-#*='*C$'#$&)%*'"&'V-&$,'0/'60+5-#"/:' *C$' ,"&*-/6$' 04' *C$' 4$-*)#$' X$6*0#' *0' *C$' 6%)&*$#' 6$/*#0",&8' >02$X$#=' $a5$#"+$/*&' C-X$' &C02/' -4*$#' 6-#$4)%%W' *)/"/:' *C$' 5-#-+$*$#&='0)#'+$*C0,'6-/'&*"%%'#$-6C'-'&-*"&4"$,'#$&)%*8'
SC"&' 5-5$#' "&' 0#:-/"b$,' -&' 40%%02&c' .$6*"0/' RR' :"X$&' -' ,$*-"%$,' ,$&6#"5*"0/' 04' *C$' 5#050&$,' +$*C0,=' 2C"6C' "/6%),$&' "+-:$' &$:+$/*-*"0/=' 4$-*)#$' $a*#-6*"0/' -/,' 6%-&&"4"6-*"0/8' R/' *C$' /$a*' &$6*"0/=' 2$' :"X$' *C$' $a5$#"+$/*-%' #$&)%*&' 04' *C$' /$2' +$*C0,'0/',$*$6*"0/'-66)#-6W'-/,'60+5)*-*"0/-%'60+5%$a"*W8' SC$' %-&*' &$6*"0/' :"X$&' -' 60/6%)&"0/' -/,' ,$&6#"V$&' *C$' 4)*)#$' 20#38' RR8! (dS>L9LNLFe' SC$'0X$#-%%'&*#)6*)#$'04'*C$'5%-/*',"&$-&$',$*$6*"0/'5#0:#-+' 2$',$&":/$,'40#'!(.1'"&':"X$/'"/'4":8'<8'R*'"/6%),$&'E'+-Y0#' 5-#*&c'"+-:$'&$:+$/*-*"0/'5-#*'$a*#-6*&'*C$'#$:"0/&'60##$&50/,' 2"*C' ' 5%-/*&' 4#0+' *C$' "/5)*' "+-:$=' *C$' 4$-*)#$' $a*#-6*"0/' 5-#*' 60/X$#*&' *C$' &$:+$/*-*"0/' #$&)%*&' "/*0' 4$-*)#$' X$6*0#&=' -/,' 4"/-%%W' *C$'6%-&&"4"6-*"0/'5-#*',$6",$&' 2C$*C$#'*C$'5%-/*'"/'*C$' "/5)*' "+-:$' "&' &"63' V-&$,' 0/' 60+5-#"/:' *C$' 4$-*)#$' "/40#+-*"0/'04'*C$'"/5)*'2"*C'*C$'*#-"/"/:'$a-+5%$&8'
'
`":8'<8''LX$#-%%'&*#)6*)#$'04'*C$'5%-/*',"&$-&$',$*$6*"0/'5#0:#-+'40#'!(.1'
R/' *C$' 40%%02"/:' 5-#*&' 04' *C"&' &$6*"0/=' 2$' -#$' :0"/:' *0' ,$+0/&*#-*$' 0)#' -55#0-6C' 2"*C' -' 5"6*)#$' 04' &*#-2V$##W' 2C"*$' &50*',"&$-&$'&C02/'"/'4":8'?8'SC"&'5"6*)#$'60/*-"/&'4%02$#='4#)"*=' V0*C' C$-%*CW' -/,' &"63' %$-X$&' "/' "*' -/,' -' %-#:$' 5-#*' 04' "*' "&' 5%-&*"6' &C$$*"/:' 2"*C' +),8' R*’&' -' *W5"6-%' &6$/-#"0' 2C"6C' 2"%%' 50&&"V%W' V$' *-3$/' VW' *C$' 6-+$#-' 0/' -' !(.1' /0,$=' *C)&' 0)#' -55#0-6C'6-/'C-X$'-'#$%-*"X$%W'60+5#$C$/&"X$'$X-%)-*"0/8'SC$' 5"6*)#$'"&'$/60,$,'"/'*C$'@AdF'40#+-*8'
'
`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a5%0"*"/:' ?' ,"44$#$/*' 3"/,&' 04' "/40#+-*"0/c' *C$' 60%0#' "/40#+-*"0/'-/,'*C$'&5-*"-%'"/40#+-*"0/'\%06-*"0/'-/,'&C-5$'04' *C$'"/4$6*$,'-#$-]8'R/'*C$',$*$6*"0/'5#0:#-+' 2$'5#050&$,='*C$' )*"%"b-*"0/' 04' V0*C' 60%0#' -/,' &5-*"-%' "/40#+-*"0/' C-X$' V$$/' -6C"$X$,' VW' V"/-#"b-*"0/' "/' *C$' >.H' 60%0#' &5-6$' -/,'+0#5C0%0:"6-%' 05$#-*"0/&' #$&5$6*"X$%W8' S0' V$' +0#$' &5$6"4"6=' 2$' )&$,' 60%0#' "/40#+-*"0/' *0' ,$*$6*' *C$' $a"&*$/6$' -/,' #0):C' %06-*"0/' 04' *C$' 5%-/*' "/' *C$' "/5)*' "+-:$=' -/,' +0#5C0%0:"6-%' 05$#-*"0/&'*0'5#$,"6*'*C$'%06-*"0/'04'50*$/*"-%%W'"/4$6*$,'-#$-&' "/'#$%-*"0/'*0'*C$'5%-/*8'SC$'2C0%$'"+-:$'&$:+$/*-*"0/'5#06$&&' "&':"X$/'"/'4":8'E8'
XQ""-+6+'" C&;$I" '+.25" /)&2$" ;$2)$*(&(/+*[' ' SC$' >.H'
60%0#' &5-6$' C-&' V$$/' 2",$%W' )&$,' "/' "+-:$' &$:+$/*-*"0/' -%:0#"*C+&'V$6-)&$='60+5-#$,'2"*C'*C$'TFK'60%0#'&5-6$='"*'"&' +0#$'V-&$,'0/'C)+-/'60%0#'5$#6$5*"0/'-/,'&$5-#-*$&'*C$'60%0#' "/40#+-*"0/' 4#0+' 0*C$#' %$&&' #0V)&*' 4$-*)#$&' &)6C' -&' "%%)+"/-*"0/8''KW'60/X$#*"/:'*C$'"/5)*'"+-:$'*0'*C$'>.H'60%0#' &5-6$=' 2$' 6-/' ,$*$#+"/$' -' &5$6"4"6' 60%0#' #$:"0/' )&"/:' )55$#' -/,'%02$#'*C#$&C0%,&'"/'*C$'C)$'60%0#'5%-/$'2C"6C'",$/*"4W'*C$' *W5"6-%'60%0#'04'*C$'*-#:$*'5%-/*8"
'
`":8'E8''.*$5&'"/'*C$'"+-:$'&$:+$/*-*"0/'5#06$&&' `":8'J\-]'-/,'J\V]'$-6C',$+0/&*#-*$&'*C$'C)$'-/,'&-*)#-*"0/' "+-:$' 5%-/$' "/' *C$' >.H' 60%0#' &5-6$' 04' *C$' "+-:$' "/' 4":8' ?' #$&5$6*"X$%W8' `#0+' 4":8' J\-]' 2$' 6-/' &$$' -%*C0):C' *C$' C)$' "+-:$'"&'-V%$'*0'",$/*"4W'*C$'60%0#'04'&*#-2V$##W'%$-X$&='"*'-%&0' &*#$/:*C$/&'*C$'@AdF'60+5#$&&"0/'/0"&$'"/'*C$'%02'&-*)#-*"0/' 5-#*&'04'*C$'"+-:$='2C"6C'$/,&')5'"/'-':#0)5'04'#-/,0+'60%0#' +0&-"6&'0/'*C$' C)$'"+-:$'\&$$'*C$'#":C*'5-#*'04'4":8'J\-]]8'S0' &0%X$' *C"&' 5#0V%$+=' 2$' -%&0' &$*' *C#$&C0%,&' 0/' *C$' &-*)#-*"0/' "+-:$'\4":8'J\V]]'*0'6#$-*$'-/'"+-:$'+-&3'2C"6C'50"/*&'0)*'*C$' C":C' &-*)#-*"0/' 5-#*&' "/' *C$' "/5)*' "+-:$8' KW' 60+V"/"/:' *C$' V"/-#"b-*"0/' #$&)%*&' 04' V0*C' C)$' -/,' &-*)#-*"0/' "+-:$=' *C$' /0"&W'5-#*&'6-/'V$'4"%*$#$,'0)*'2C"%$'*C$'&$:+$/*-*"0/'#$&)%*'04' *C$' 5%-/*&' 0/' C)$' "+-:$' "&' 5#$&$#X$,8' `"/-%%W=' &"/6$' 2-*$#' ,#05&' -/,' %$-4' #$4%$6*"0/' 04*$/' 6#$-*$' :%-#$&' "/' *C$' "+-:$' -6^)"#$,=' 2$' &$*' *C#$&C0%,&' 0/' *C$' X-%)$' "+-:$' *0' $%"+"/-*$' *C$'"/4%)$/6$'04'*C$&$'5-#*&8''
'
\V]'
`":8'J8''>)$'\-]'-/,'&-*)#-*"0/'\V]'"+-:$'5%-/$'04'*C$'&*#-2V$##W'2C"*$'&50*' ,"&$-&$'"+-:$'
SC$' 4"/-%' #$&)%*' 04' V"/-#"b-*"0/' "/' *C$' >.H' 60%0#' &5-6$' "&' &C02/' "/' 4":8' P\-]8' `#0+' *C$' "+-:$' 2$' 6-/' &$$' *C$' #0):C' &$:+$/*-*"0/'"&'-V%$'*0'-6^)"#$'*C$'%06-*"0/&'04':#$$/'%$-X$&'"/' *C$'"/5)*'"+-:$8'R/'*C$'/$a*'+0#5C0%0:"6-%'5#06$&&"/:'5-#*'04' *C$' "+-:$' &$:+$/*-*"0/=' 2$' -#$' :0"/:' *0' ,$+0/&*#-*$' *C$' +$*C0,0%0:W' 04' -6^)"#"/:' %$-4' &50*&' 2"*C' *C"&' "/*$#+$,"-*$' #$&)%*8'
AQ""F$,/*$" ;$2)$*(&(/+*" '$;.6(" \/(5" )+'%5+6+2/0&6" +%$'&(/+*;c' ' SC$' 5%-/*' ,"&$-&$' ,$*$6*"0/' 5#0:#-+' #)//"/:' 0/'
!(.1' -"+&' -*' ,$*$6*"/:' -' X-#"$*W' 04' ,"&$-&$&8' >02$X$#' *C$' "/4$6*$,' -#$-&' 04' ,"44$#$/*' ,"&$-&$&' C-X$' %"**%$' "/' 60++0/' "/' *$#+&' 04' *$a*)#$=' 60%0#' -/,' &C-5$8' SC"&' ,"X$#&"*W' +-3$&' "*' ,"44"6)%*' *0' :$/$#-%"b$' *C$' 5#"0#"' "/40#+-*"0/' 04' *C$' "/4$6*$,' -#$-&'40#'"+-:$'&$:+$/*-*"0/'4#0+'-'60%0#'50"/*'04'X"$28"
L)#' -55#0-6C' 04' &0%X"/:' *C"&' 5#0V%$+' "&' V-&$,' 0/' *C$' %06-*"0/' 5#"0#"' 04' *C$' "/4$6*$,' -#$-&' 0/' *C$' &"63' 5%-/*8' R/' *C$' 5#0:#-+='2$'+0,$%'*C$'&C-5$'04'-'C$-%*CW'%$-4'0/'*C$'5%-/*'-&' -'60/X$a'50%W:0/8'_&'-'#$&)%*='0/6$'*C$'%$-4'C-&'V$$/'"/4$6*$,' -/,' *C$' "/4$6*$,' -#$-&' -#$' /0' %0/:$#' :#$$/=' "*&' 60%0#GV-&$,' &$:+$/*-*"0/' #$&)%*' 2"%%' :$/$#-*$' -' 60/6-X$' 50%W:0/' 0#' -' 50%W:0/' 2"*C' -' C0%$' "/' "*8' R4' 2$' )&$' *C$' +0#5C0%0:"6-%' 6%0&$' 05$#-*"0/' #$4"%%' *C$&$' C0%$&' -/,' 6-X$&=' *C$' #$60X$#$,' -#$-' 6-/' *C$/'V$'60/&",$#$,'-&'*C$'%06-*"0/'04'"/4$6*$,'-#$-&8'
`":8' M' :"X$&' *C$' 4%026C-#*' 04' *C$' +0#5C0%0:"6-%' #$4"/$' 5#06$&&' "/' 0)#' &W&*$+8' R/' 0#,$#' *0' #$+0X$' /0"&$' 5"a$%&=' -' +0#5C0%0:"6-%'05$/'05$#-*"0/'C-&'V$$/'-,,$,'V$40#$'*C$'6%0&$' 05$#-*"0/8' ."/6$' /0*' -%%' C$-%*CW' %$-X$&' 6-/' V$' 60/&",$#$,' -&' 60/X$a' 50%W:0/&=' *C$' 60#$' &"b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
'
`":8'M8''.*$5&'"/'*C$'"+-:$'&$:+$/*-*"0/'5#06$&&' RE! K$&(.'$"$]('&0(/+*"T"06&;;/,/0&(/+*" R/'*C$'"+-:$'&$:+$/*-*"0/'&*$5='2$'C-X$'0V*-"/$,'-'5"6*)#$' 04'*C$'5%-/*'2C"6C'50&&"V%W'C-&'"/4$6*$,'-#$-&'0/'"*&'%$-X$&8'S0' ,$*$6*' *C$' $a"&*$/6$' 04' *C$&$' -#$-&' 2"*C' +-6C"/$' %$-#/"/:' +$*C0,&='4$-*)#$'&$%$6*"0/'"&'-'6#"*"6-%'&*$58'R+-:$'4$-*)#$&'6-/' V$' :#0)5$,' "/*0' *C#$$' +-Y0#' 6-*$:0#"$&c' 60%0#=' &C-5$' -/,' *$a*)#$8' ."/6$' *C$' &C-5$' 04' *C$' ,-+-:$,' -#$-&' 0/' -/' "/4$6*$,' 5%-/*' 60)%,' V$' "##$:)%-#=' &C-5$' V-&$,' 4$-*)#$&' C-&' 500#' #0V)&*/$&&' "/' ,$*$6*"/:' 5%-/*' ,"&$-&$&8' _/,' V$6-)&$' 4$-*)#$&' V-&$,'0/'*$a*)#$'#$^)"#$'-'%0*'04'60+5)*-*"0/'*0'6#$-*$'*$a*)#$' +0,$%&=' *C$W' -#$' /0*' &)"*-V%$' 40#' "+5%$+$/*-*"0/' 0/' *C$' !(.1'$"*C$#8''>"&*0:#-+' 4$-*)#$' "&' -' 60++0/%W' )&$,' 4$-*)#$' "/' +-/W' "+-:$' #$60:/"*"0/' -%:0#"*C+&=' "/6%),"/:' 5%-/*' ,"&$-&$' ,$*$6*"0/Zf[8' R*' #$4%$6*&' *C$' &*-*"&*"6-%' 5#05$#*"$&' 04' *C$' X-%)$&' 04'5"a$%&'"/'-/'"+-:$'#$:-#,%$&&'04'*C$"#'%06-*"0/&Z'g[8'_/,'"*h&' -%&0' $-&W' *0' 60+5)*$8' >$#$' "/' *C"&' 5#0:#-+=' 2$' )&$' *C$' C)$' -/,'&-*)#-*"0/'"+-:$'+-&3$,'VW'*C$'&$:+$/*-*"0/'#$&)%*'04'*C$' 5#$X"0)&'&*$5'*0':$/$#-*$'-'>G.'?9'C"&*0:#-+'-&'*C$'4$-*)#$'04' *C$' "/5)*' "+-:$8' KW' 60/6-*$/-*"/:' *C$' ?9' C"&*0:#-+' +-*#"a' "/*0' -' X$6*0#=' *C$' ,"44$#$/6$' V$*2$$/' C"&*0:#-+&' 6-/' V$' +$-&)#$,'*C#0):C'6-%6)%-*"/:'*C$' d)6%",$-/',"&*-/6$'V$*2$$/' *C$"#'60##$&50/,"/:'X$6*0#&8'
!C$/' &$%$6*"/:' *C$' 6%-&&"4"6-*"0/' -%:0#"*C+=' -%&0' "/' 60/&",$#-*"0/'04'*C$'60+5)*-*"0/-%'60+5%$a"*W'04'*C$'5#0:#-+=' 2$' V-&$' "*' 0/' *C$' ,"&*-/6$' V$*2$$/' *C$' 4$-*)#$' X$6*0#' 04' *C$' "/5)*' "+-:$' -/,' *C$' 6$/*#0",&' 04' *C$' *#-"/"/:' ,-*-&$*&8' SC$' 6$/*#0",&' 04' *C$' *#-"/"/:' ,-*-' -#$' 60+5)*$,' )&"/:' *C$' 40%%02"/:' +$*C0,c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
'
'
\V]' `":8'P8''R/*$#+$,"-*$'\-]'-/,'4"/-%'\V]'&$:+$/*-*"0/'#$&)%*&'04'*C$'"+-:$' &$:+$/*-*"0/'5#0:#-+' -E! D'+2'&)"7)%6$)$*(&(/+*" R/' *C$' "+5%$+$/*-*"0/' 5-#*=' 2$' 6C00&$' *C$' ("N"X$' 5%-*40#+',$&6#"V$,'"/'ZJ['-&'*C$'*-#:$*'!(.1'5%-*40#+'04'0)#' ,"&$-&$' ,$*$6*"0/' 5#0:#-+8' ' SC"&' !(.1' /0,$' "&' $^)"55$,' 2"*C'-'%02'60&*'BB9'6-+$#-'*0'-6^)"#$'&*-*"6'5%-/*'"+-:$&'"/' `)%%'>9'#$&0%)*"0/8'R*')&$&'-/'_T(<<'60#$'0/'*C$'"/*$:#-*$,' T-&5V$##W' A"' V0-#,' -&' "*&' +-"/' 5#06$&&"/:' 502$#8' ' _/' $+V$,,$,' N"/)a' &W&*$+' C-&' V$$/' "/&*-%%$,' 0/' *C$' T-&5V$##W' A"' V0-#,' &0' *C$' -55%"6-*"0/' 5#0:#-+&' 6-/' V$' $-&"%W' *#-/&5%-/*$,'*0'*C$'("N"X$'5%-*40#+8' S0' #$,)6$' 5#0:#-+' 60+5%$a"*W' -/,' &W&*$+' 0X$#C$-,=' 2$' "+5%$+$/*' 0)#' 5#0:#-+' V-&$,' 0/' *C$' B' %-/:)-:$' -/,' *C$' L5$/BH'%"V#-#W8'R/'*C$'4"/-%'"+5%$+$/*-*"0/'04'0)#'5#050&-%c' 5#0:#-+=' 4%026C-#*' 04' *C$' "+-:$' &$:+$/*-*"0/' -/,' 4$-*)#$' $a*#-6*"0/'5-#*&'-#$':"X$/'"/'4":8'Q8' R/' 4":8' Q=' ,"44$#$/*' 4)/6*"0/-%' V%063&' 04' *C$' 5#0:#-+' -#$' ,"X",$,' VW' #$,' ,0**$,' %"/$&8' R/5)*' ,-*-' -/,' 5-#-+$*$#&' -#$' %-V$%%$,'"/'V%)$='2C"%$'*C$'0)*5)*',-*-'-#$'%-V$%%$,'"/':#$$/8''
`":8'Q8''.*$5&'"/'*C$'"+-:$'&$:+$/*-*"0/'5#06$&&' L/6$'*C$'5#0:#-+'#$6$"X$&'-/'"/5)*'"+-:$='"*'60/X$#*&'*C$' "+-:$' "/*0' >.H' 60%0#' &5-6$' -/,' -55%"$&' )55$#' -/,' %02$#' *C#$&C0%,&' 0/' $-6C' 04' *C$' *C#$$' "+-:$' 5%-/$&' -&' ,$&6#"V$,' -*' *C$' V$:"//"/:' 04' *C"&' 6C-5*$#8' SC#$$' V"/-#"b$,' #$&)%*&' -#$' 60+V"/$,' *0:$*C$#' *C#0):C' _19' 05$#-*"0/' *0' 6#$-*$' -' +-&3' #$5#$&$/*"/:' *C$' #$:"0/' 04' "/*$#$&*8' SC"&' +-&3' "&' #$4"/$,' VW' +0#5C0%0:"6-%'05$/'-/,'*C$/'6%0&$'05$#-*"0/&'*0'#$+0X$'/0"&$' -/,' %06-*$' *C$' 50*$/*"-%%W' "/4$6*$,' -#$-&8' `"/-%%W=' *C$' C"&*0:#-+'60+5)*-*"0/'5#0:#-+')&$&'*C$'5"a$%&'%-V$%%$,'VW'*C$' #$4"/$,' +-&3' "/' *C$' 0#":"/-%' >' -/,' .' "+-:$' *0' 60+5)*$' ?9' C"&*0:#-+'-&'*C$'"+-:$'4$-*)#$8' SC$' *#-"/"/:' 5#0:#-+' #)/&' 0/' -' +0#$' &05C"&*"6-*$,' 5%-*40#+'&)6C'-&'*C$'60+5)*$#&8'L/6$'*C$'*20'6$/*#0",&'04'*C$' *#-"/"/:',-*-&$*&'C-X$'V$$/'60+5)*$,='*C$W'-#$'&-X$,'"/'-'a+%' 4"%$'-/,'*#-/&4$##$,'*0'*C$'!(.18'R/'*C$'6%-&&"4"6-*"0/'&*$5'0/' !(.1=' *C$' ,$*$6*"0/' 5#0:#-+' #$&*0#$&' *C$' *20' 6$/*#0",&' *0' 60+5-#$'*C$+'2"*C'*C$'"/60+"/:'4$-*)#$'X$6*0#'*0':$*'*C$'4"/-%' #$&)%*8' RRR8!diAdTR(d1S_N'Td.UNS.' R/' *C$' 40%%02"/:' $a5$#"+$/*&=' 2$' 2"%%' ,$+0/&*#-*$' V0*C' *C$' "/*$#+$,"-*$' -/,' 4"/-%' #$&)%*&' 04' ,$*$6*"/:' *C$' /)*#"$/*' ,$4"6"$/6W' &W+5*0+' 0/' *C$' 5%-/*' 2"*C' *C$' /$2' +$*C0,8' SC"&' &W+5*0+' 5$#40#+&' -&' "##$:)%-#' W$%%02' &50*&' 0/' 5%-/*' %$-X$&=' -&'&C02/'"/'4":8'f\-]8'SC$'#$&0%)*"0/'40#'-%%'*C$'*$&*'"+-:$&'"&' PJj×Jfj8' ' ' \-]' \V]' `":8'f8''_/'"+-:$'04'*C$'/)*#"$/*',$4"6"$/6W'&W+5*0+'\-]'60+5-#$,'2"*C'*C$' &$:+$/*-*"0/'#$&)%*'04'*C"&'"+-:$'\V]' NE! 7)&2$"";$2)$*(&(/+*"'$;.6(;"R/' *C$' "+-:$' &$:+$/*-*"0/' 5-#*=' *C$' *C#$&C0%,&' &$*' 40#' V"/-#"b-*"0/'-#$'%"&*$,'"/'*-V%$'R8'`0#'$-6C'5"a$%'04'*C$'"+-:$'"/' >.H' 60%0#' &5-6$=' 2C$/' "*&' E' 6C-//$%' X-%)$&' -%%' 4-%%' V$*2$$/' *C$')55$#'-/,'%02$#'*C#$&C0%,&'04'*C$'60##$&50/,"/:'6C-//$%='' "*'"&'60/&",$#$,'-&'-'X-%",'5"a$%'-/,'2"%%'V$'605"$,'*0'*C$'+-&38' R/'*C$' +0#5C0%0:"6-%'05$#-*"0/'&*$5=' 6"#6)%-#'60#$&'C-X$'V$$/' )&$,'-&'*C$'60#$'04'V0*C'05$/'-/,'6%0&$'05$#-*"0/8'SC$'#-,")&' 04'*C$'60#$'40#'05$/'05$#-*"0/'"&'E'5"a$%&=' 2C"%$'40#'*C$'6%0&$' 05$#-*"0/='"*'"&'Ej'5"a$%&8'' SC$'#$&)%*'04'&$:+$/*-*"0/'"&'&C02/'"/'4":8'f\V]='"/'2C"6C' 2$' 6-/' 4"/,' *C-*' +0&*' 5-#*' 04' *C$' V-63:#0)/,' C-&' V$$/'
$a6%),$,=' V)*' *C$' 5%-/*' -/,' $&5$6"-%%W' *C$' ,-+-:$' &50*' 2$#$' 2$%%'5#$&$#X$,8' S_KNd'R' KR1_TRk_SRL1'S>Td.>LN9.' B$/4(#L3/&(' M/&4(# N))(0# +20(*2"3-# O"@(0# +20(*2"3-# >)$' jlEMg' <fj' Pj' .-*)#-*"0/' jl?MM' ?MM' Qj' H-%)$' jl?MM' ?jj' Mj' ' RE! D6&*("I/;$&;$"I$($0(/+*"'$;.6(;"
R/' *C$' ,"&$-&$' ,$*$6*"0/' 5-#*=' 2$' 6C00&$' E?' ,"44$#$/*' "+-:$&' -&' *C$' *#-"/"/:' "+-:$' 40#' 0)#' 5#0:#-+8' SC$' 50&"*"X$' -/,' /$:-*"X$' *#-"/"/:' ,-*-&$*&' $-6C' 60/*-"/&' <P' "+-:$&8' SC$' ?9'C"&*0:#-+'4$-*)#$')&$&'<P'V"/&'0/'V0*C'C)$'-/,'&-*)#-*"0/' ,"+$/&"0/&8' SC$'*20'6$/*#0",&'04'*C$'*#-"/"/:',-*-='2C"6C'-#$'*C$'+$-/' X-%)$&'04'V0*C'*C$'50&"*"X$'-/,'/$:-*"X$'*#-"/"/:',-*-&$*&='-#$' X"&)-%"b$,'-&'"+-:$&'"/'4":8'g8'R/'*C$'*20'"+-:$&'04'4":8g='$-6C' V%063' 60##$&50/,&' 2"*C' -' V"/' "/' *C$' ?9' C"&*0:#-+=' -/,' *C$' 60%0#' 04' *C$' V%063' 60##$&50/,&' 2"*C' *C$' 5$#6$/*-:$' 04' *0*-%' 5"a$%&'2C"6C'4-%%'"/*0'*C"&'"/*$#X-%8'
R/' 0#,$#' *0' *$&*' *C$' 6%-&&"4"6-*"0/' -66)#-6W=' 2$' )&$,' <P' ,"44$#$/*' *$&*' "+-:$&' -&' "/5)*' -/,' #$60#,$,' *C$' 0)*5)*' 04' *C$' 5#0:#-+8'SC$'#$&)%*&'-#$'%"&*$,'"/'*-V%$'RR8'`0#'&"63'5%-/*'"+-:$' "/5)*&=' *C$' 6%-&&"4"6-*"0/' -66)#-6W' 04' *C$' 5#0:#-+' "&' fQ8Mm=' 2C"%$' 40#' C$-%*CW' 5%-/*' "+-:$' "/5)*&=' *C$' -66)#-6W' "&' QMm8'' SC$' *$&*' #$&)%*&' 5#0X$' *C$' $44$6*"X$/$&&' 04' *C$' 5%-/*' ,"&$-&$' ,$*$6*"0/'5#0:#-+8'' ' \-]' ' \V]' `":8'g8''H"&)-%"b$,'+$-/'?9'C"&*0:#-+'04'V0*C'50&"*"X$'*#-"/"/:',-*-&$*'\-]' -/,'/$:-*"X$'*#-"/"/:',-*-&$*'\V]' S_KNd'RR'
BN_..R`RB_SRL1'_BBUT_Be'L1'S>d'1USTRd1S'9d`RBRd1Be'.e(ASL('
R(_Fd.'L`'AN_1S.' B&).+#B$/4(# !1)(# >.$6(0# "5#B$/4(*# >.$6(0#"5# P"00(,+# M(,"4&%+%"&*# P3/**%5%,/+%"&# Q,,.0/,1# ."63'A%-/*&' f' Q' fQ8Mm' >$-%*CW' A%-/*&' f' P' QMm' ' RH8!BL1BNU.RL1'
K-&$,' 0/' *C$' C":C' #$&0)#6$' 60/&*#-"/*&' 04' !(.1=' 5-#*"6)%-#%W'*C$'C-#,2-#$'3$W'4$-*)#$&'04'("N"X$'5%-*40#+='2$' 5#050&$,'-'/$2'5%-/*',"&$-&$',$*$6*"0/'+$*C0,'05*"+"b$,'40#' !(.1&8'SC"&'/$2'+$*C0,'"&'-V%$'*0'&$5-#-*$',"44$#$/*'5%-/*&' 4#0+' 60+5%$a' V-63:#0)/,&' -/,' C-&' #0V)&*/$&&' 4-6$' *0' $/X"#0/+$/*' 6C-/:$&' &)6C' -&' "%%)+"/-*"0/8' R*&' 6%-&&"4"6-*"0/' #$&)%*'6-/'-6C"$X$'-'C":C'-66)#-6W'0/'*C$'"+-:$&'04'&"63'5%-/*&8''
>02$X$#=' *C$' 6)##$/*' -%:0#"*C+' &*"%%' /$$,&' *0' #)/' +0#$' *$&*&'*0'X$#"4W'"*&'6%-&&"4"6-*"0/'-,-5*-V"%"*W'2"*C',"44$#$/*'5%-/*' ,"&$-&$' *W5$&8' Moreover it’s important to evaluate the 5$#40#+-/6$' 04' *C$' 5#050&$,' +$*C0,' 0/' *C$' #$-%G20#%,' ,$5%0W+$/*' "/' -' 6)%*"X-*$,' 4"$%,8' SC)&' "/' 6005$#-*"0/' 2"*C' RT.Sd_' ("N"X$' 5%-*40#+' 60/*-"/"/:' ?j' /0,$&' 2"%%' V$' ,$5%0W$,'-*'(0/*0%,#$'"/'_%%"$#'\`#-/6$]8'
_B71L!Nd9F(d1S'
SC"&' 20#3' C-&' V$$/' &50/&0#$,' VW' *C$' `#$/6C' :0X$#/+$/*' #$&$-#6C' 5#0:#-+' nR/X$&*"&&$+$/*&' ,h-X$/"#n' *C#0):C' *C$' R(0V.E' N-V0#-*0#W' 04' da6$%%$/6$' \_1TG<jGN_KiG<PGj<]=' VW' *C$' d)#05$-/' U/"0/' *C#0):C' *C$' 5#0:#-+' T$:"0/-%' 60+5$*"*"X$/$&&' -/,' $+5%0W+$/*' ?jjQG?j<E' \dT9`– _)X$#:/$'#$:"0/]='-/,'VW'*C$'_)X$#:/$'#$:"0/8'
Td`dTd1Bd.'
Z<[! 9)V$W=' .C"X' T-+=' -/,' _/-/,' ."/:C' @-%-%8' n9$*$6*"0/' -/,' B%-&&"4"6-*"0/' 04' _55%$' `#)"*' 9"&$-&$&' U&"/:' B0+5%$*$' N06-%' K"/-#W' A-**$#/&8n' B0+5)*$#' -/,' B0++)/"6-*"0/' S$6C/0%0:W' \RBBBS]=' ?j<?' SC"#,'R/*$#/-*"0/-%'B0/4$#$/6$'0/8'Rddd='?j<?8'
Z?[! >)&"/='k8'K8='.C-3-44='_8'e8'K8'(8='_b"b='_8'>8'K8'_8='-/,'`-#003='T8'K8' .8' (8' \?j<?=' `$V#)-#W]8' `$-&"V"%"*W' .*),W' 0/' A%-/*' BC"%"' 9"&$-&$'
9$*$6*"0/'U&"/:'R+-:$'A#06$&&"/:'S$6C/"^)$&8'R/'R/*$%%":$/*'.W&*$+&=' (0,$%%"/:' -/,' ."+)%-*"0/' \R.(.]=' ?j<?' SC"#,' R/*$#/-*"0/-%' B0/4$#$/6$'0/'\558'?g<G?gP]8'Rddd8''
ZE[! @"-04$"='!8='.C)-/:a"='!8='-/,'e-/%"='B8'\?j<<='_5#"%]8'T$&$-#6C'0/'*C$' 60%0#' "+-:$' &$:+$/*-*"0/' 04' 5%-/*' ,"&$-&$' "/' *C$' :#$$/C0)&$8' R/' B0/&)+$#' d%$6*#0/"6&=' B0++)/"6-*"0/&' -/,' 1$*20#3&' \BdB1$*]=' ?j<<'R/*$#/-*"0/-%'B0/4$#$/6$'0/'\558'?MM<G?MME]8'Rddd8'
ZJ[! >0/:N"/:' .C"=' 7)/' ($-/' >0)=' i)/a"/:' 9"-0=' N")' i"/:=' @"-/G@"/' N"' -/,' BC#"&*05C$' ,$' H-)%a8' _' T0V)&*' ()%*"G60#$' ()%*"G&)550#*' -/,' (0,)%-#'!"#$%$&&'()%*"+$,"-'.$/&0#'1$*20#3c'("N"X$8'?j<E' ZM[! !-/:='>-":)-/:='$*'-%8'nR+-:$'#$60:/"*"0/'04'5%-/*',"&$-&$&'V-&$,'0/' V-635#05-:-*"0/'/$*20#3&8n'R+-:$'-/,'.":/-%'A#06$&&"/:'\BR.A]='?j<?' M*C'R/*$#/-*"0/-%'B0/:#$&&'0/8'Rddd='?j<?88' ZP[! 'BC$/='e):-/='-/,'i)$6C$/:'kC0)8'nA%-/*'#00*'"+-:$'5#06$&&"/:'-/,' -/-%W&"&'V-&$,'0/'?9'&6-//$#8n'K"0GR/&5"#$,'B0+5)*"/:c'SC$0#"$&'-/,' _55%"6-*"0/&'\KRBGS_]='?j<j'Rddd'`"4*C'R/*$#/-*"0/-%'B0/4$#$/6$'0/8' Rddd='?j<j8'
ZQ[! .-Y-%' 78' 9-&=' !"#$%$&&' ()%*"+$,"-' .$/&0#' 1$*20#3&c' BC-%%$/:$&' -/,' L550#*)/"*"$&='9$5*8'04'B0+5)*$#'.6"$/6$'-/,'d/:"/$$#"/:'U/"X$#&"*W' 04'S$a-&'-*'_#%"/:*0/='C**5coo6#$2+-/8)*-8$,)'
Zf[! K-&C"#=' .-V-C=' -/,' 1-X,$$5' .C-#+-8' nT$+0*$' _#$-' A%-/*' 9"&$-&$' 9$*$6*"0/'U&"/:'R+-:$'A#06$&&"/:8n='?j<?'
Zg[! L*&)=' 10V)W)3"8' n_' *C#$&C0%,' &$%$6*"0/' +$*C0,' 4#0+' :#-WG%$X$%' C"&*0:#-+&8n'_)*0+-*"6-'<<8?fMG?gP'\<gQM]c'?EG?Q8'