Predição da radiação rolar por meio de modelagem linear (ARX e ARMAX) e modelagem não-linear (Redes Neurais)Prediction of solar radiation through linear (ARX and ARMAX) and nonlinear modeling (Neural Networks)
Texto
(2) 9
(3) 1971
(4) 5170 . ! "!#$%&#. . Q Q Q.
(5) '(()*+,-./,0*)()1+,2,341'4)*('2,2) 5)2)*,62)0'-/(,78/9/0,*+)2,( ):';<18',(2/=*/;*,9,2)=>(? *,2@,-./ )981;)1A,*', ;*B8/6,70,*,/C+)1-./2/ +B+@6/2)DEFGHIJKLMNGJOIGEJP . 01R95 S12 5 8 15TU 517 VWXY.
(6)
(7) 012342464789
(8) 124 4 44 7417186246 4741 14 0 47184 184. 3456 7805 . !"#$%&'()*+,&#-.,/#.,!.#$01102 9-+.:;,.#-#.#:;,),!#-6,-<+,.+<,.+!#=+<!&+#>?@A+?@B?AC+<,.+!#=+<&;,2!&+#->@+.+)D+(-#)CE %&'()*+,&#-.,/#.,!.#!"#FG%:,)#$B/$7805F H"$1IJFK!F>#!=(<#)',!,-FCL71'<F M-+&N#.,-KO+!!PM!"+-#Q!R,F O))+-N#:;,><+)N-#.,C2S&"+-).#.+Q+.+-#!.+%:,)#F T&'!(UU!,=-#J#F 0F@#.#:;,),!#-F7FB,.+!,)<#N+<VN',)F IFB+N+,-,!,=#FWFT&N+!=X&'##-NJ'#!FTFS&"+-).#.+Q+.+-#! .+%:,)#FO+6#-N#<+&N,.+Y&=+&R#-#?=-Z',!#F9-,=-#<#.+ 9[)2=-#.(#:;,+<Y&=+&R#-#?=-Z',!#FTTFZN(!,F \OO77+.F330F37]0 .
(9) . . 2304567638906. 00.
(10) . 345679
(11) 677 !"#$%&'()*+&,-)+0(&. . 000.
(12) . 34536789 7
(13) . 00000 !"0#!$0%!& '()$$*+$010,0$-$0#./0"0./# $-& ()0*"$"10#./0#"#01#0!/2! #"30& ()+$()($4#0($567 "0"#10!)%!#"!!)!!0./& ()800!0#-#!0#"#01!#3! (0!!!./& '()$# !#0"0!0#-)./& 0#-)9$000#"0$#:0#-/ ;# $!).0#-"0./)./& <0$00#"#01!#& '"$ !=#0& '0!>0.& . 01.
(14) 234567837 9.
(15) 9!!
(16) "#$%#&'%(!)%)'!!'%0*+%' !'%'!'%0,
(17) !-./'
(18) 0!'%!1' 2!'
(19) 0!'%
(20) !0!0, 3445#'+!+('%20'! '0'!! 6!%!9'-# 69#9'-#)#%'!7'!3489, 0348:348;%'1+!-!<("%"+
(21) '=' 60',0!+('%20''0'0'-$%'02'!'>'# 0/%'#!!''"%'/!?+('%20'#)0@'
(22) "0-, 0+!-%'10/+'/!?0-# %002'#!0'0A.' 0/%'#/!$7000'0, >.2&'.%'0!'''-'0<&'!0:'#"<! B%0/!?$0'+'0%! +# 0%'+='
(23) "0'%9'
(24) "0'%, -!3489'+"+!$CD !-#<0% !)0!#+('+<%#E!+'! 69, -!348F'+
(25) "!+('!)'(! '%#!002"00, 0 .
(26) . 3456789.
(27) 0111
(28)
(29) 111 0 !"#$ % 8&!'$(")*$ +,'# ------------------------------------------------------------------------ %. %-% $&./(,')0,. 8&/1//. --------------------------------------------------------------------- %. %-2 934,!/5$ 6,'# ----------------------------------------------------------------------------------- 2. %-7 934,!/5$. 8.,19/1$. ---------------------------------------------------------------------- 7. %-: ;/</!)0,. ----------------------------------------------------------------------------------------- 7. %-= 8.!'"!"'-------------------------------------------------------------------------------------------- 7. %-> 7,9,'?&1/. --------------------------------------------------------------------------------------- :. !"#$ 2 8.!($ ( @'!,A B($. 5,!,$'$#C+/1$. , 7(/)*$ 3$#' ----- >. 2-% 8&!'$(")*$ ----------------------------------------------------------------------------------------- >. 2-2 B($. 5,!,$'$#C+/1$. , 8.!)0,. 5,!,$'$#C+/1. @"!$<D!/1. E. 2-7 @'F"/5$. #/<D!/1$. ----------------------------------------------------------------------- %G. 2-: 7(/)0,. 3$#' 6#$3# H6IJ 4#!'5/$#,! H4KIJ K/.5,# HL@7I ,. 8&9'5,'<,#M H8KI- -------------------------------------------------------------------------------- %%. 2-= $&1#".*$ --------------------------------------------------------------------------------------- %E. 2-> 7,9,'?&1/. N/3#/$+'D9/1.------------------------------------------------------------- %E. !"#$ 7 O 5$(,#+,< , 8(,&!/9/1)*$ (, 3/.!,<. @7P , @75@P --- 2:. 7-% 8&!'$(")*$ --------------------------------------------------------------------------------------- 2:. 7-2 5$(,#$. @7P , @75@P ----------------------------------------------------------------- 2>. 7-7 5,!$($#$+/ ------------------------------------------------------------------------------------ 2Q. 7-7-% 8&!'$(")*$ ------------------------------------------------------------------------------ 2Q. 7-7-2 5$(,#+,< ($ N&1$ (, B($. 5,!,$'$#C+/1$. N.,(. ,< 8(,&!/9/1)*$ (, 3/.!,<. ------------------------------------------------------------- 7%. 7-: 7,."#!($. , B/.1"..*$ ---------------------------------------------------------------- 77. 7-= $&./(,')0,. R/&/. -------------------------------------------------------------------- >>. 7-> 7,9,'?&1/. N/3#/$+'D9/1.------------------------------------------------------------- >E. !"#$ : O 5$(,#+,< &*$O#/&,' H7,(,. S,"'/. @'!/9/1//.I ------------- >Q. :-% 8&!'$(")*$ --------------------------------------------------------------------------------------- >Q. :-2 N',5, T/.!C'/1$ ------------------------------------------------------------------------------- >Q. :-7 7,(,. S,"'/. @'!/9/1//. --------------------------------------------------------------- E%. UVWVXYZ[\[]^_\`a^b][aYc[aYdefga ---------------------------------------------------- E2. 01.
(30) . . 4565789
(31)
(32) 9
(33) 5555555555555555555555555555555555555555555555555554 454
(34) 555555555555555555555555555555555555555555555555555555555555555555555555555555555555 45
(35)
(36) 5555555555555555555555555555555555555555555555555555555555555555 45
(37) 9!"
(38) # 55555555555555555555555555555555555555555555555555555555555555555555$% 45
(39) &
(40) 9' () 9*& 5555555555555555555555555555555555555555555555555555555555555%+. "
(41) ,
(42) 9 555555555555555555555555555555555555555555555555555555555555555555555555555555555555%7 -
(43) "
(44) 9.9)/ #9 5555555555555555555555555555555555555555555555555555%6 . 011.
(45) 345679
(46) 79 5. 1111!1" #$1%&'()$*+,-./01213/456%&7((((((((((((((((87 %1$119$:1$(((((((((((((((((((((((((8; 8</.21)-=!/1>?1@A /B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((8C 7</.21)-=!/1>?1@A /.B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((7 '</.21)-=!/1>?-$D0E19$ /B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((77 ;</.21)-=!/1>?-$D0E19$ /.B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((7' F</.21)-=!/1>?1@E19$ /B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((7C C</.21)-=!/1>?1@E19$ /.B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((' G</.21)-=!/1>?H1A/B((('7 &</.21)-=!/1>?H1A/.B ((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((('F </.21)-=!/1>?H1DE19$/B (((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((;& %</.21)-=!/1>?H1DE19$ /.B((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((;8 8I$11JKD1@!(((((((((((((((((((((((((((((((((C& 73>?$!1>?1>?! J$((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C '1$$(((((((((((((((((((((((((((((((((((((((((((((((((C ;$11AL((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C8 F$11AL%((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C8 C$11AL8((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C7 G$11AL7((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C7 %&$11AL'((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C' %$11AL;((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((C' 0111 .
(47) 34567899
(48) 0505 3456789
(49) 0505 3456789
(50) 0505 3456789
(51) 0505 . . 01.
(52) 2345689 3
(53) 64 !!!"#!$%&'(!)!* !!+,"!*)"!"*!*,-!). /0'&1*23-444444444444444444444444444444444444444444444444444444444444444444444444444444444444445 26"7,!!!"#!$*!),! 8,!"9:!*!)!)),!)!9 ;"<,!=,"!=!)!,>+,! !!-!)./0'&1*23-4444444444444444444444444444444444444444444444444444444445 ?@ABCDEFGCCDH@DIJKLMH@DDNBDO4?KNPQRSTUVGWXY55Z4444444444444444444444444444444444YE ?@ABCD[F\DC@D]@O@HDHQLQN^DOHD@CCDH@DIJKDNBDO4?KNPQRSTUVGWXY55Z444444YE ?@ABCD_FUCQODIJKHD`CQaBbNc@DcKLKcKLdC@LQNPKHQKNHDQOQPCKLDANMP@cD4 ?KNPQReUfgGTUXhiYi444444444444444444444444444444444444444444444444444444444444444444444444444444444444Y_ ?@ABCDj%V@^PQLDO@NQDC@NkDC@DNPQNKPQLdK4?KNPQRUlmGTTgXhiin4444444444h[ ?@ABCDnFf@DACDLDHQ]OKcK^FUTo444444444444444444444444444444444444444444444444444444444444444hj ?@ABCDZFf@DACDLDHQ]OKcK^FUTeUo4444444444444444444444444444444444444444444444444444444444hn ?@ABCD5FpCKcQ^^KHQ@HQNP@`@cDIJKHK^@^PQLD4?KNPQRWqmrlXY55544444444444hZ ?@ABCDYi%g^PsA@K^HKdCKcQH@LQNPKHQ@HQNP@`@cDIJKHQ^@^PQLD^4?KNPQR WqmrlXY55544444444444444444444444444444444444444444444444444444444444444444444444444444444444Ei ?@ABCDYY%eKHQOKUTotNDu[XN]u[XNcuEvdDCDdCQH@IJKHQHDHK^HQ TDH@DIJKg0PCDPQCCQ^PCQrKCLDO^QL^BdCQ^^JKHKwQCK4444444444444444EZ ?@ABCDYhFeKHQOKUTotNDu[XN]u[XNcuEvdDCDdCQH@IJKHQHDHK^HQ TDH@DIJKg0PCDPQCCQ^PCQrKCLDOcKL^BdCQ^^JKHKwQCK44444444444444444E5 ?@ABCDYE%eKHQOKUTeUotNDu[XN]u[XNcu[XNxuEvdDCDdCQH@IJKHQHDHK^ HQTDH@DIJKg0PCDPQCCQ^PCQrKCLDO^QL^BdCQ^^JKHKwQCK444444444444[Y ?@ABCDY[FeKHQOKUTeUotNDu[XN]u[XNcu[XNxuEvdDCDdCQH@IJKHQHDHK^ HQTDH@DIJKg0PCDPQCCQ^PCQrKCLDOcKL^BdCQ^^JKHKwQCK444444444444[Y ?@ABCDY_FeKHQOKUTotNDuEXN]uEXNxuYvdDCDdCQH@IJKHQHDHK^HQ TDH@DIJKGN`CDkQCLQOyDzKC@wKNPDO^QL^BdCQ^^JKHKwQCK444444444444[_ ?@ABCDYjFeKHQOKUTeUotNDuEXN]uEXNcuEXNxuYvdDCDdCQH@IJKHQHDHK^ HQTDH@DIJKGN`CDkQCLQOyDzKC@wKNPDO^QL^BdCQ^^JKHKwQCK4444444[_ ?@ABCDYnFeKHQOKUTotNDuEXN]uEXNxuEvdDCDdCQH@IJKHQHDHK^HQ TDH@DIJKg0PCDPQCCQ^PCQzKC@wKNPDO^QL^BdCQ^^JKHKwQCK444444444444[Z ?@ABCDYZFeKHQOKUTotNDuEXN]uEXNxuEvdDCDdCQH@IJKHQHDHK^HQ TDH@DIJKg0PCDPQCCQ^PCQzKC@wKNPDOcKL^BdCQ^^JKHKwQCK444444444444[5 0 .
(54) 31456789
(55)
(56) 77676 1
(57) 7
(58) 7 17
(59) !0"67"66"6#
(60) 61$
(61) "7%56
(62)
(63) $6
(64) &8 314567'(
(65)
(66) 7)))7676 1
(67) 7
(68) 7 17
(69) !0"67"66"6#
(70) 61$
(71) "7
(72) %56
(73)
(74) $6
(75) &' 314567'8
(76)
(77) 7))87676 1
(78) 7
(79) 7 17
(80) *16"7+
(81) 6%7%56
(82)
(83) $6
(84) && 314567''
(85)
(86) 7))87676 1
(87) 7
(88) 7 17
(89) *16"7+
(90) 6%7
(91) %56
(92)
(93) $6
(94) && 314567'
(95)
(96) 7&&&87676 1
(97) 7
(98) 7 17
(99) *16"7+
(100) 6%7%56
(101)
(102) $6
(103) &, 314567')
(104)
(105) 7&&&87 17
(106) *16"7+
(107) 6%7
(108) %56
(109)
(110) $6
(111) &, 314567'&
(112)
(113) 787676 1
(114) 7
(115) 7 17
(116) *1-57#
(117) 61$
(118) "7%56
(119)
(120) $6
(121) .8 314567'.
(122)
(123) 7))87676 1
(124) 7
(125) 7 17
(126) *1-57#
(127) 61$
(128) "7
(129) %56
(130)
(131) $6
(132) .8 314567'/
(133)
(134) 7...87676 1
(135) 7
(136) 7 17
(137) *1-57#
(138) 61$
(139) "7%56
(140)
(141) $6
(142) .) 314567',
(143)
(144) 7...87676 1
(145) 7
(146) 7 17
(147) *1-57#
(148) 61$
(149) "7
(150) %56
(151)
(152) $6
(153) .) 314567'9 6"7
(154) 5%5601
(155) 1
(156) 141
(157) 3
(158) "23!45'((' /' 314567(6
(159)
(160) 75
(161) 89:1""3
(162) "23!45'(('/ 3145678 +5676"1-117/ 314567' 4617%"
(163) 76 567
(164) %6
(165) 747
(166) 66
(167) 76
(168) 747"1
(169) /. 314567 #1"
(170) 467%7 7 1"6151
(171) "%67"567
(172) 7
(173) 7
(174) /. 314567) #1"
(175) 467%7 7 1"6151
(176) 67 17
(177) 4
(178) 78
(179) 61$
(180) "7
(181) 7
(182) 7
(183) // 314567&6#1"
(184) 467%7 7 1"6151
(185) 67 17
(186) 0"67"66"68
(187) 61$
(188) "7
(189) 7
(190) 7
(191) // 314567. #1"
(192) 467%7 7 1"6151
(193) 67 17
(194) 0"67"66"6
(195) 6%7
(196) 7
(197) 7
(198) /, 314567/ #1"
(199) 467%7 7 1"6151
(200) 67 17
(201) 16"7
(202) 6%7
(203) 7
(204) 7
(205) /, 01 .
(206) 31456789 1
(207) 467771
(208) 6151671715
(209) 761 77 7
(210) 9 011 .
(211) 345678. .
(212) 111
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`L?1H1a$b&c^ M"C\_`L?1H1a &W%c^_0???U1!?\_`L?1H1ad&bc^P 0111 .
(214) 456789 74
(215) 5 81 79767 79199619
(216) 5511819695457 96979 74799545969697674745671 72985491148719 77 51 7298599492912785447 5567467 9 679545 5956974799492776749 6942584747 567696567 7 96979699989119
(217) 5767!"#$%#&'()*+(),(+$)-./01594 98196967747 29 6599796789119
(218) 567963741994 7 6994969677675((675-)8&)6 147199496918159
(219) 567 9 79 199 7 7217:;819797 699496918159
(220) 567 9 79 1981 791489
(221) 57 7547 5 967975<==>?519 7181599619
(222) 5 85:982515 985457 9697@ 7A 15 994969 75 61697977 5491590967975BC@D?51971815 9619
(223) 51 927478292515 985457 9697D 7A 15 994969 75 61691514A67 75 8179456789 7481 79455 7491 7117 779
(224) 5 81 79 9761
(225) 5676965679619
(226) 55899:56965 779:9825E9148747 9
(227) 549114875:5 567219 54915 98751117 747 77117 7999 79
(228) 5674:9 567 696554927854577677F929977 9 65759712717 67727 655174967549549278545798 . 012.
(229) 34567386. .
(230)
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
(232) 456772824692
(233) 5925649 9 76528 2 9967 8699 456772824692
(234) 88 6 9 567469
(235) 82795679 52496 996 788 492 6 974 56 7952 696 788 492
(236) 725692 969 6995 79. 864464!"
(237) "#$ 679 9697 2% 9655 6562692 672 9 6 & 72 92 56
(238) 9697 992792969 '(
(239) &)$ 6 ) 72 92 56679 9697 2% 965 2 8662692 672 9
(240) *2 65529674 45969952 6 52 67 88242 996 9 52 6 52 92492 87 5662692 696
(241) +9725 9692 277258 64 9692 65 2 9 8126 6788242 9 9 696696674 69252969676 97 92 644965 76 7422 97792 664 6925299 22 65
(242) . . 012.
(243) 23456789.
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
(245) 23435676893 9 468
(246) 36 3868 5
(247) 683 3
(248) 356 6468
(249) 77657647 4 334
(250) 38
(251) 64
(252) 345367387 4 75 96776756756367737 857
(253) 74 77 4 67
(254) 374 7 34 6 37 8 36
(255) 9357 4 334
(256) 38 38663 7 367
(257) 537 437577
(258) 676 7
(259) 8536468
(260) 7 7657644
(261) 353784 37!69 743866473 33 45 5644356 36 7
(262)
(263) 6853343 933
(264) 4 35636
(265) 376367737 35
(266) 9374 8 4 35663768 765667
(267) 5374
(268) 38
(269) 6756 8 "7676563
(270) 3
(271) 35336
(272) 3#$%&'%&(2)*+,+)-.%*/' 00112 )67
(273) 4356553746
(274) 633 37346 3564356 374
(275) 64
(276) 37 34
(277) 38 7
(278) 64336
(279) 9364388
(280) 3569 36784 3734 746747
(281) 637
(282) 767
(283)
(284) 37
(285) 757 64 7
(286) 53755373 6
(287) 537 #%5)&6%+7'/)6
(288) 0008(9*:/%7*)6
(289) 00112 76536756553746
(290) 633 373439644 8
(291) 6356 8
(292) 63 37
(293) 53 434343868
(294) 67563
(295) 377 7
(296) 647#4356 37 4
(297) 64
(298) 376536753755372!63866446
(299) 353 3 7465 3 7356 86
(300) 6 4
(301) !667
(302) 6 38534668 468
(303) 37
(304) 68
(305) 937
(306) 734364646685 468
(307) 377 7
(308) 647566356686
(309) 566 73568
(310) 63
(311) 37#9*:/%7*)6
(312) 00112 ;3
(313) 8
(314) 338346638 4<86
(315)
(316) 6
(317) #0008269
(318) 6 6
(319) #0011286677 3!66776755377 4 5377764343677356 9 53 456768 7738 556666768
(320) 357 385 67 4
(321) 76 753 3 56 8
(322) 6677677
(323) 37 8
(324) 68
(325) !6 73 6556767
(326)
(327) 37
(328) 738
(329) 57877 674 7
(330) 75659 96 46
(331) 633 34676957 =>?@ ABCDEFGH@IDJKL@ 36
(332) 93 8 567
(333) 6
(334) 436 467
(335) 53565537 4
(336) 37346 3564356 64 86#)*M)*-)M2683" 86#*6567 &6 72 0 .
(337) 234 6789
(338) 9 !""#$"% &'#(#!&)&*)!"% &'#(#!+,!!"-# !.% /#-.!#!!+!0 231 2 3 4569 ##7+ 89!-!.#(! .##:("0;#<!$9 '-9!#.!"=->7<*!?0 @ 89#.'8$!ABBC<ABBD< ABBE<ABFF<ABFA<ABF0<ABFGABFH#.!"=->7,*?0I! ABFB!+9.'<-!+-.9!#*7< J.!8J.80I!ABBK!+9.'-!+-. L!90I!ABBH!+9.'--.-! 9!'# <.#'M.9!!7+7+M. -.-# !# 0 23N OP PO4 Q7+$..(.!9#R I/-=.A"!"M.!# 8M..'# !"#:("<#-"9"#!<7+ "#9S!"- 80 I/-=.0#(###$"! #:("'-##.("#! #-#T-!U&)&*)0I L"-=. 9'-7+7+"".M.$" #V"9"!-W#7+!!( -##.7+0;<.'.,#-"7+ ##-7+0 0 .
(339) 23456789 07 474
(340) 4
(341) 94 47 74 94
(342)
(343) 4
(344) 7. 9 494
(345) 45
(346)
(347) 8 4 742 7
(348) 7 456789
(349)
(350)
(351) 4
(352) 4!454 4944" 7456789 #879 8 4 4
(353) 4" . 7 4
(354) 447 5 478 4. 46
(355) 4
(356) 7 4#4
(357) 4494 5 74 7
(358) 7 4 98 497 48 449 54 4747
(359) 9 94 94 4 7 8"
(360) 77 449$ 4 59 74"
(361) 8 49 7 454
(362) 4
(363) 4
(364)
(365) 4
(366) 4" 546
(367) 8794" 7%4
(368) 894" &'() *+,+-./0123) 45675489:;:<=:;65>?@89:A:4B:C>DEFGDH
(369) 474 89
(370) 5 4 IJKLMEFJNOP:QOR:S@7<@79:TB=:?5U4@6V<9:6B:WXHYBZB:4LJM[JOY:\DH]NHKEO^D: _ 8947 `4
(371) 25 47
(372) a_5 b #cdee#45f# 5fghh 3i#j_`9 54k
(373)
(374) lm549k7. 9 49n4 o47$ p9 p i q l4rs7 877$t 4i47s94
(375) u7v89
(376) 4
(377) u 7#0w#5c0f0c00e#cdee ptlus#_xjuslu#kjxyszu_psji2#{_x` 5$
(378) k
(379) 9 bzu3jsk|4_ 894"
(380) _} ` 4_7}74
(381) 4
(382) 4" _ 94 z9 4954 4` 7j 49
(383) 4
(384)
(385) u74
(386)
(387) b4 474 v 49 4
(388) 39 47 9 4~{tj`ucdee ztsku_#749 v 8 v49 xk2sk#9!4
(389) 3m5 7x3j2# { m3 43 54 4" 747674 8947 4
(390) 4 8 9 7 lnlkn
(391) 9
(392) 54 44
(393) 4
(394)
(395) y" 4kzy" 4#cde0 iu_u#{jkx`?5U4@6V<9:6B=:C4LJM[JOY:\DH]NHKEO^D:<JKLMEFJNO:]NH: ADIJYO:EO[:X DHEFJNOPB:\LMJIGD[:::< NO:\HDII::\EH:<LEHD9: k97 b4 r#
(396) #2! 2e00 2s# k 8 39 7
(397) k865 v 49 cdec $775a%%%948
(398) %9 4
(399) 4 8 9 47 x a 0 .
(400) 23456425789.
(401)
(402) !"#$%$&'($)*+)$%, &,-,&./)0&1&23 /4/5%$6/)789:7;<=>78<?@ABC8=789:7 D<9>87E<F@:>=<87G@H78I7:9787JFK>@89@H78L9:MNG79;<9<?OC;HJHE CDJHP255Q9HRSTU9 VJ;CWWBPX9X9YTDBACBSJPA9Z9X9YZS[X\BP]9]9A<?>G<^_7G7F7G@?7 H?>F<`S@F:@?<^_7<78aF@:7G@G><L=bMc7L7L@de:@=>e>9<^_7979<? G>f:><9C8g@8b<:><Jg:N=7?<Ph<K79>=<K<?Pc928P897Pe9Q8E752P25589 . 0.
(403) 23456789.
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`X`a`bcZ\aU[R\X<]@^J71'4*#-%$-$+,3-*#,#-$-8#-(1*# #,.,1(*3$+$3*#73*6%(+,(%*1$#*7*'+,#,#73*#,0'35*7#,+,9-%,+*#5, -,+6,%$-'%$#d*%M%($#<eABf"gfA@PCB]D7FGGhJE "1*3d,1(+,3-*5$%$5($;2*#*.$%O5,)(-$.(+6*%-:31($6$%$1$%$1-,%(i$% *1.(+$5,'+$%,0(2*EA%$5($;2*#*.$%,#-M5(%,-$+,3-,.(0$5$$*#K,3j+,3*# klmlnonpqrstnuvlvwnuvtnkxnylymluvwmknuz{ostnu|vmwsuvtnknv}wxnov~rwvlv 0$#,#76*##'(35*-$+O+(3K.'31($#*%,*#6%(31(6$(#6%*1,##*#(*./0(1*#, K(#(*./0(1*#3*6.$3,-$<B>]C?BA,-$.E7FGHHJEA%$5($;2*#*.$%6*5,#,% '-(.(i$5$3$6%*5';2*5,,3,%0($6$%$5(K,%,3-,#K*3-,#7-$(#1*+* ,3,%0($ ,.O-%(1$7,3,%0($6$%$+M&'(3$#(*1*3),%#*%$#,$&',1,5*%,#<?B=CD ?f",-$.E7FGGJE @*5,.*#1*+6'-$1(*3$(#6$%$#(+'.$;2*5,5$5*#+,-,*%*./0(1*# ,#-(+$+,.,+,3-*#+,-,*%*./0(1*#7&',-+1*+**4,-()*0,%$%'+1*34'3-* 5,)$.*%,#3'+O%(1*#1*+$#+,#+$#1$%$1-,%8#-(1$#,#-$-8#-(1$#5$#O%(, d(#-/%(1$<CA=Cf?D]A,-$.E7FGG0B>]C?BA,-$.E7FGHHJEA##O%(,#5, 5$5*#+,-,*%*./0(1*#0,%$5$#1*+6'-$1(*3$.+,3-,#2*-,(#,+,#-'5*#5, +'5$3;$#1.(+M-(1$##*%,%(#1*#6$%$$0%(1'.-'%$<DC@C"gPABB"7 HA?7FGHGJ76,%5$5,M0'$3*#*.*<eCef?",-$.E7FGGIJ7,-$+O+ 3$M%,$5$,1*.*0($71*+*(--,.,-$.E<HJ7&',$6.(1*''+0,%$5*%5,5$5*# +,-,*%*./0(1*#3$1*3#-%';2*5,'+$31*5,5$5*#+,-,*%*./0(1*#&', 6*##((.(-*'$$3M.(#,5$#,3#((.(5$5,5,'+,1*##(#-,+$#+'5$3;$# 1.(+M-(1$#<B>]C?BA,-$.E7FGHHJE D,0'35*%'-,(%$<FGHHJ7)M%(*#+*5,.*#6$%$0,%$;2*5,#O%(,#5,5$5*# 1.(+M-(1*#7&',#(+'.$+5,3-%,*'-%*#,.,+,3-*#+,-,*%*./0(1*#$%$5($;2* 0 .
(405) 23456783659 2
(406) 34 3254 6565236 3522
(407) 3 25592 3 !"#7$%&'(73#)*+ 547$%%'(7 3,+ 547$%%-( 3, )!."/!7$%%0( *36097932 22 22945 36 2
(408) 132322 939 2 92
(409) 332565 46 52952565
(410) 5
(411) 27393526 56 26524 6527 237 2 225689 632 952 9 2 2135465 3225655459526 56 2 22 :852 252 565 6:252;<# 547=>$$(229736
(412) 32
(413) 224633. 2
(414) 34 9
(415) 3 5 65 36 2 5 329 3634?5327 6 26 2
(416) 522 9 9 4336523
(417) @6 2494526524 6523/6524783659 2
(418) 34 3232 93 432*. ;,!7$%%0(7 A. ;,!7 =>>$(7,)// 547=>>-( *,)A. ;,! 547 =>$$( BCBD EFGHIDJKLKHMHNOPQRHIDKDSILFTUKIDJKLKHMHNOPQRFIDVWLHXYLQRFID <95 25@139 3634?5553945)(34 5755 59
(419) 3752
(420) 83695@6 2 4 9
(421) 329 3634?532 92 656579 5 726 2213 59328065726 25@137 6 @13 43 5 3
(422) 3765 5@1323456( 6 26 2
(423) 5 52 546 5 97 24435495 5)#7=>$$Z),,#7=>$>( 5 53365 2 2 5 32213263 225 32 223
(424) 495 3225652 6 9 65
(425) 29 327 52504 3 4 83
(426) 5 44567256552 3)#7 9/652:45 !3
(427) [
(428) 3 32 5 326 320 54 5 32369 3 93
(429) 634 754 5 56959
(430) 5 3 995
(431) 3 5 32)#7=>$$( 409 23732 5 32213 223
(432) 495 3256559
(433) 7 9 9236 547
(434) 5
(435) 6
(436) 32\]]^^^
(437) 9 53 6]23
(438) 565]9522]25A539552232(25655 45365@13 26 213 3 923 32263 329 3634?532 6232
(439) 6 22 246322 3652 32_43 95 654 256595 5255595 5245@6 2 92 2725 99 363435573 634355 3 5
(440) 356585)#7 =>$$( 25@139 3634?5553945)(09
(441) 269
(442) 3 34 5 53945
(443) 83695@6 259
(444) 5243529 3634?55273 634?5523 3 8
(445) 52(7
(446) 432 4 9
(447) 32\ `abcdedfghijkgjlmngfijkgjkikmdo 0 .
(448) 223 4567898
(449)
(450)
(451) 2223 4567898
(452) 9
(453) 9 8 6 9 23 4567898
(454)
(455) 59 !"#$%&'()*+,-./001234'5"63&"&3&'789"263:';<"2'&"7"%7';"7 :3;3<"&2=>'&'7:3;?<"6;'7<"6"';'5@#24'737";"<'A7";3&'7-B2#$;37.30 ".3.13C7<"&2&376'<3&372"<2%6";35'7&"<2%$6'"<<2%$6'2":;'4"773&37 :3;3%':";D'&'&"$<3E';32:3;37";"<6;3%7<262&3727>'F GH
(456) 5 98 I JKLM GH
(457) 5
(458) N9
(459) JKLM GH
(460) 5
(461) O9
(462) JKLM GP
(463) 9 9Q 98 I JRM GP
(464) 9 9Q
(465) N9
(466) JRM GP
(467) 9 9Q
(468) O9
(469) JRM GH
(470) 5 98 I Q SJKLM GH
(471) 5
(472) N9
(473) Q SJKLM GH
(474) 5
(475) O9
(476) Q SJKLM GT 88
(477) 8UV9 98 I JT M GT 88
(478) 8UV9
(479) N9
(480) JT M GT 88
(481) 8UV9
(482) O9
(483) JT M GW 9 98 I Q J
(484) X8M GY9 Q JKM GZ 89
(485) N9
(486) [ Q J
(487) X8M G\ 9 8 J]X
(488) ^M GT 99 5
(489) 5 OJ
(490)
(491) M. . 0.
(492) . 23456789
(493) 7377 643775 37 6 76 737!774467376767 67367!792"#$%8&. 9'. '. . 234567898 (7)!5 77 643775 37 67!7*56!7 5+3, 676777! 537+377-3.!3637 /!77446/ 6! 67567037!7 7692"#$%8&. 9 . . 0.
(494) 345 789
(495) !"# $%$"&'&& '"'() $"'"&'"' *+$ '$"' *"* $",* '*''$""+'-*'* '&'*. '" "' *'"+ &&' '"&+&/#+'&&''&'/#&'$"+&'$"'" 0123456578'"9+:10;<97'=$'' $&/>'*$!'"' ? '$')@"'+''$"'$"'+ $+&''&=/>'9 @"&*/# &'!" $&'$"=&$A#= "BCDEF GCHCICJKCFLCMI0N6O<'BCDEFPCECQIQRQSTKMRFLCMI0N4O<+%"" '$" '"","''$ $+$*'+ ''+$')$&+' '-"' &'"' *'"U!0V56WXW54A76N8+:11Y<97$$" +$725+N'"4'"')O'Z0N4OZ<%!'"!*''$"''$"' &*$,'95@ &'&& @&&'"' *'"&+/# ''"$"&&'-"' $""*. '"!"+" [ "' *'"&'*$"&'U+&/#)\U]$"+&/#&'" $ +'&&''&'/#&'$"0^3WV_X4563`+:11Y<95''/# '"","@']&*'&'"' $/#&'*'"*. '"+&'& $=a$$&'' *'$U&'&=/#0123456b78XV56W+ :10c<9 2 !"N6O@= &* '&' '"&) \'&$'$/#&'$%&&$"'$U "' *'" @& '$'-"' 0"'\-<"@''\"'$U*'$ $&'&& @&92 !"N4O@ */#&' ''' '-"' &'"' *'"*'$'$"'&'&=''$"'$+)'$& $",*' $$'-"0V56WXW54A76N8+:11Y<9 5*'& @"&'"' ' &&!"'*''$""& +*/#* @"&""'$&''"' !" &&&"$"95@ &+')$&A$\d'Ve'd0:100<+ *. '"!" "' *'"''$"/#*&' *''$" &=''$/)$="&'*'$&'&& '&/#0123456578'"9+ :10;<9 5=' '$"&'/# *"$*' "' ']/#&' 01 .
(496) 2345678792 2
(497) 627898 293 2 6362 87898 78 27 27 327229 6 2 83 7 875 27272345678787 8 7 3863272 6756 4 67878 6378 6739 2 2 9 26325 !"#$%&'!"()*+0,- !79 6 86 27638 8.2723 88 23 8258 2727967 783/2 3208' 21580*+00-2756 4 6772792 2234567878 8662238788 62 78 58 279 88 83625 83 83525286622 28.82768 83 873 22387 232788 858 62 2 622387 3 6 56 2!776 4 6279876727 4 768783562726 878 87 2 6 92 83 22387 23278 2 622387372756 4 67. 875 238 68 83 87 6 56 2783 8 2 87 26288886 8772638 8.28 76 522387 267 5' 21580*++6-'723*+00-8 865562 738 25*++9-/2 3208' 21580*+00- 958 83 28 767 62 83 82 86282756 4 678 52 2872522962 2 6227 2 6628756227:262282 65 2 !"#$%&'!"()*+0,- !
(498) 72378099+2 26 622758 2782756 4 678 286 2 2325 83 8 323;782 4 6229832797 8 6 83 8/!"<!/=& '"!8($=*+00-</ 276526793665628727887 22387 2 4 627
(499) 2632 267 883 8 28.82 26 622787 22387 2 4 627 822 2 2 8256.2 86238783 88*++68*++>")"? *+0*-!5
(500) 6777836 2 878'2 5*+0,-63 8 258 8 92 58 272788 62 2
(501) 78 78 9 83767 83 8 27234567872 78 8 8256.22796787 868 83 8783@ 837A7678 232 8725278 8 967 63 27 . BCDE FGHIGJKLMENOPGQERPOSGPETRUVEWPXQGYIOPLXGETWZUVEZIM[YLPET\]FUELE ^_`QGYLQaLPbGET^ZUCEE ! 2622752
(502) 2 86 9 c36232 83 2592 2272 66287 2 A527 23 93 867 22829 2223 28 228 2772 '$/!(()%8 25*+0+- $ 78 2 238829 22252328 26227 278 2 2 64859 8 6323 882 2622752 525
(503) 2 9383 8725 83 8 28 8 26 987 852 6-252328 2622<2728 228 27722 262238798 67A85
(504) 22 6485863 8 8778'$/!(()%8 00 .
(505) 3456170789
(506) 345617015 3346333434
(507)
(508)
(509)
(510) 334!
(511)
(512) "43! #3
(513)
(514) 3
(515) 43$
(516)
(517)
(518) 3"%3&
(519)
(520) 3
(521) 3
(522) !
(523) 4#3'()*+617718,-- ,./ 0*,1* *17725 13"
(524) "6
(525) 3
(526) 4
(527)
(528) 3
(529) 3
(530) 5
(531) 3
(532) 3343 +345 4 33
(533)
(534)
(535)
(536) 4#334
(537) 3 6 5
(538) 3
(539) 3&
(540) 3 3 37
(541) 4
(542) "38
(543)
(544) "
(545)
(546) 333343434
(547)
(548) 343!33
(549) '
(550)
(551) 3 "
(552) 3*
(553)
(554)
(555) %
(556) "49
(557)
(558) * 9 )(
(559) 343!33
(560)
(561)
(562) 3333:;(3 4
(563)
(564) :3
(565) ;3+34
(566) 343
(567) <
(568) <!3(: +--.
(569) 345617078* = 6170>5
(570) 3343
(571) #34
(572) "
(573)
(574)
(575) 3 '
(576)
(577)
(578) $33"
(579) 7
(580) 343343
(581) 34 3(:0-./-9+ 0)6177?5 @315<
(582) 15A 333334
(583)
(584) % 3$3 43
(585) *3343+34(0BB?5@315< 3 3C
(586) 3"3
Documentos relacionados
Na opção IDIOMA você poderá alterar o SmartdB ® , para até três idiomas diferentes:. Na
Esta pesquisa tem por objetivo analisar a percepção dos acadêmicos de contabilidade, matriculados na 7° (sétima) e 8° (oitava) fase do curso de graduação em Ciências
Verificar se um programa do Método Pilates realizado em solo com seis semanas de duração, frequência de duas vezes na semana é eficaz para melhora da incapacidade
O presente artigo teve como objetivo identificar e compreender as diferen- tes representações de atores chave do terceiro setor relativamente ao conceito de empreendedorismo
O processo de libertação da vítima se dá a partir da mediação da proximidade que permite enxergar o outro anterior ao mundo, da razão que abarca o fundamento e a diferença,
Portanto, realizando uma análise geral da metodologia da aula expositiva dialogada, percebe-se que esta não é a solução para os problemas da educação no país,
2.2 Específicos Caracterizar a população estudada; Verificar a prevalência da obesidade em indivíduos adultos residentes no Estado do Rio Grande do Norte e classificar
Finalmente para a invers˜ao geof´ısica de dados de mCSEM 3D, usou-se tanto a metodologia desenvolvida na invers˜ao de dados do mCSEM 1D, ou seja, a func¸˜ao objetivo normalizada a