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¥q¬½©«§TI¥$¦q¤¥¤¥q{À³®±i¯§¢³¦qH«¤¥§¢H É ©«§¢¤¬T4¨©«q¬¢£Z¨±¬¥¨³ 1 ¨±¥£ÉÊ°¤ §¢q¦H¨±H¬©¢q{q¬½©« §TO¤@¥qÀ@¤q8 ° ¦¾¤¥¤$¯§¢³¦qH«¤¥§X©«¨ªq¬¦q¯¨±¤»¥ ¥¨ªT©«¨ª¬½©«¨ª¬¥¨³ 1 ¨ª¥£HÀ¥qT©«¤¿¦q¯¨±¤q®b¯§T¹§¢¤O¤ITq®ªq¦q¦H¨±¬¤{£¬¦q{¯¤3¬~ H§¢²É< ¤§¢¤{®±¤ ¢q®ªq¦H¦q¨)° ¬ ¥H®¦q4¯¤3¬ ~ q§¢¢¶£«¤>H®ÆH° ©«³¥¥O©«§¢¬H¯§T¤¨±®Ë8 ° T©¢¨±¦q¥¬¥¶¯¤§T©¢¨±¦q¨ª¯¤¬B¢®±¤{q¬½©«4®± ¨±¬¥¨³ 1 ¨±¥£¥H®41 H¦q¨±¥¤§¢¨ª¹³1 H§ @ ¨ª¹£§¢¤9²`Ò Ìº ² Individuos del vecindario lineal L5 Este es el individuo [ i , j ] al cual se aplicara el código genético. Los individuos del vecindario compiten entre sí para seleccionar sólo un cromosoma que se . recombinara con el individuo i−ésimo. 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Á 500 450 400 0 500 1000 1500 2000 2500 3000 Número de ciclos. ɨª¹£§«¤½º² ) AG serial Topología de anillo Topología de estrella Topología de hipercubo Topología de red Q ªÌ4¯§¢³¦qÏÎ ÛùX§¢£q¤{¨±¬¥H¯µH¬¥¨ªq¬½©«@²EôqT£®ª©«¤¥¿¥®±Ó +¥N¹§«¤@¬4¹§¢£H¢O£«¤¬¥ «¤@¥§¢Hq² ½º² Ìò{®Á¤,ɤ@®Á¤ ½³²4Ê£q7©«§«¤Nq®E¯§T¦qq¬½©«¤0ÐT$¥$³¦¾¤@¢¨±¬qfq¬¡£$¦q¤¥¤I¹H¬H° ©¢¨±¦q©«£ºÍIH®E{\ÐT§ Í@¤®±§¥¤¯©¢¨ª©«£¥/² 800 Peor tour Æ Mejor y Peor tour. 700 600 500 400 Mejor tour 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Mejor tour. Topología de anillo Peor tour. Topología de anillo Mejor tour. Topología de estrella Peor tour. Topología de estrella Mejor tour. Topología de hipercubo Mejor tour. Topología de red Peor tour. Topología de hipercubo Peor tour. 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Genético serial Topología de estrella Topología de anillo Topología de hipercubo Topología de red ɨª¹£§«¤ª½º² èÛ/ùX§¢£q¤ ¹H¬q§¢¤¦q¨ª¬¤®ªqH²/ôq¢£®ª©¤@¥$¥ ®ª$ÓQ¥ ¹§¢¤¬¹§T£qT㫤¬¥Ëʶ¯§¢@Î ¦qH«¤¥§¢Hq² ¼X¬B¹q¬H§«¤®®Á¤"O Ì ©«¯®ª¹ý ° ¤@+º©«£Í³¨±H§¢¬>4ÐT§¢H$§¢H¢£®©¤¥$¯¤§¢¤ª¶ Ê ¯§¢³¦qH«¤¥§¢H¡³£ ¯¤§«¤ ̲E¼Z7©«Ä¥H¨±¥Ä¤4¡³£4¤@®»¤£{q¬½©«¤§!H®»¬$£° {q§¢O¥I¥H4H¢ ¨±¬¦q§¢H4H¬½©¤O©¤@I¨ÏH° ¬s®Á¤4¥¨ªÍq§¢T¨±¥¤@¥ ¥$¨ª¬¥¨Íº¨ª¥£i¥H¨±¥·¤N¡³£$¦¾¤¥¤I¥q{$HÍ®±£¦q¨±¬¤¥!þð§¢4¤N¢H¯¤§¢¤¥¤²¼ZT¯µ§°¤ ¥¨ª¦¾¤{q¬½©¢!¦¾¤@·Î ¨±¤§°¤ ¬Æ4¤@©«H§¢¨±¤®¹H¬H° ©¢¨±¦qÈq¬§T¨±¡£H¦q¨ÏH° ¬¥T¥4¤¬H§«¤ÅI£©«£¤²ZÓ!®¦q4¯¤@§«¤§·®Á¤@ Å©«¯µ®ª¹ý ° ¤ Ì ½ = q¬½©¢§¢$qý ° ¢!¢H§TÍ@¤¬§Tq¢£®ª©¤@¥I£ºò4T¨±{¨±®±¤§¢Hi¦H¬¶®ª§Tq¢£®ª©¤@¥{7©«§«¤@¥H¬®Á¤ ɨ±¹£§«¤ ³² ¥ ·¯§Tº¦Hq«¤@¥§¢Hq²3ÿb¤I¥H¢¦q§T¨±¯¦q¨¾° ¬ q¦ ¤{¤¬½©«H D¯¤@§«¤ ¯§¢³¦qH«¤¥§¢H ¯£H¥ Ïüº¯®±¨ª¦¾¤§f©¤I¨Ïq° ¬ q®`¦H{¯µ§7©¤{¨±H¬½©«I¥ ®ª§¢H¢£®©¤¥¿©«H¬¨±¥¯¤§«¤ ¯§¢³¦qH«¤¥§¢Hq² NÌ C ,7 8Ì Ê < Bɨ±¹£§«¤ ½³² íì¸I£HT©«§¢¤¬Æ®±N4ÐT§¢HòȯµH§¢HIͤ@®±§Tq¥Ä¤¯©«¨©«£¥ Àɨ±¹£§«¤ ÿ`I§¢H¢£®©¤¥ q¬Ç®±¤ ©¢q¬¨ª¥¯§¦¾¤¥¤ ©«¯µ®ª¹ý ° ¤q¬®Á¤ \ÐTH¦q£¦H¨)° ¬Ã¨±¬¥q¯q¬¥¨ªq¬½©«@À3®±·¦q£¤@®]TN¯§¢qTq¬½©¤{q¬®Á¤ ½º² Ê$ò ®Á¤|¤®±¤;½º²ÔÓ I£q7©«§¢¤ H®¯µ§¢¦qH¬½©¤0ÐT¿¥º¦q¤¢¨ª¬HXq¬{¡³£+¦q¤¥¤©«¯®±¹ý ° ¤¿©«£ºÍq®{\ÐT§ Í@¤®±§¥¤¯©¢¨ª©«£¥/² ê$ ®Á¤L¤®Á¤ã½º²ÔÓ¢·Tq§TÍ@¤Ä¡£4®±¤B >ö ÷R ÛµÛÜ àÛ4¤¬½©«£ÍÃH¬È®±¤¶O¤¾ò§¾ý ° ¤¶¥·®Á¤ ¯§T£q¤@+¤I®ª{\ÐT§TqÍ@¤®ª§¢H¥ ¤¯º©«¨ª©¢£¥/Àº¥qT¯£fq° ®±¤ª >ö { Ûß ¡£ ¹½¤¬ ° q® è±Å¥ ®Á¤@X¯§¢£H¤f¨±¬¥H¯µH¬¥¨ªq¬½©«HqÀ¥qT¯£fH° ®Á¤¥¿§¢H¥O¦H¬ ̲ Å ò8@¬¤®±{q¬½©¢¿®±¤$©«¯®±¹ý ° ¤!¥+¤@¬¨±®ª®± ¦q¬ º Ê ² ¶ Å ²¼X¬HT©« ¦q¤¢{®Á¤ ¥¨ª¢¯£©«¤ q¬½©«§TN®±¤©«¯®ª¹ý ° ¤@iþð£ Ê°¤ ¯¤§T\Т¤² »ºÏ 0$ïædï áJÜ)æ0âß êbÜsܳå)æ0ïêbïÍÐnõæbÜíïß{æ0ܳïÝàÞPѽïêbïß 600 Tour promedio. 550 500 450 400 350 0 500 1000 1500 2000 2500 3000 Número de ciclos. AG serial Topología de estrella Topología de anillo Topología de hipercubo ½ í Ç /Ê Topología de red Q ɨª¹£§«¤ º² ºÛ Ãq¥¨±¤n¤§T¨ª©¢ÆÏ° ©«¨±¦q¤À¯§¢£H¤>¨ª¬¥H¯µH¬¥¨±H¬½©«qH²!ôqT£®ª©«¤¥Ä¥B®±ÃÓ Ã¥È¹§«¤¬ ¹§T£qT4£¢¤¬¥ ¯ §¢³¦qH«¤¥§¢Hq² 800 Æ Mejor y Peor tour. 700 Peor tour 600 500 400 Mejor tour 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Mejor tour. Topología de anillo Peor tour. Topología de anillo Mejor tour. Topología de estrella Peor tour. Topología de estrella Mejor tour. Topología de hipercubo Mejor tour. Topología de red Peor tour. Topología de hipercubo Peor tour. Topología de red ɨª¹£§«¤¨½º² ÊÛÇ\ÐT§òN¯µH§©¢£§É©«H¬¨±¥É¯§É®ªÓQ»¦H¬I{º¥H®±¿¨±T®Á¤]£«¤@¬¥#Ê!¯§Tº¦Hq¢¤¥§Tqq² N ½ Ó =Ò ÿ ¤ ɨ±¹£§«¤ º² !£q7©«§«¤H®º©«¨ªq{¯µ+¯¤§¢¤$¦¾¤¥¤$£¬¤$¥®±¤É©«¯µ®ª¹ý ° ¤q² ¿£HÍ@¤{q¬½©«T¦¾¤@I¨) ° b ®Á¤IH¢¦q¤®Á¤·¯¤§¢¤·¢H§TÍ@¤§¥ O¤@¬q§¢¤·¦H®Á¤§¢¤I¥¨±¦ §¢qT£®ª©«¤¥H² Cɨª¹£§¢¤ ½º² ÓI£HT©«§¢¤¬Å©«¨±H4¯Ê°¤ ¯q¡£¬ñ N¡£4¤®X£¢¤§#Ì梨³¦qÏÎ «¤@¥§¢HqÀX¤@¥qÊ°¤ ®±¤¥¨ªþðq§Tq¬¦H¨Á¤¡³£L ¤¾òJH¬©¢§¢®±¤N©¢¯µ®±¹ý ° ¤©«¨ªq¬¶£¦ ¤s¢¨ª4¨ª®±¨©«£¥Å¦q¬Ç®Á¤ \ÐTH¦q£¦H¨±¬q¶¯¤@§«¤çÌȯ§¢³¦qH«¤¥§¢H¶¦q¬Ä @ §¢4¤¬¥È®±B¡£s¢¥qT¦q§T¨±¨¾J° ¯¤§¢¤È®±¤çÉ ¨ª¹£§¢¤ º½ ² Å ½ ¥q® ÿ` §¢qT£®ª©«¤¥ ¥{®Á¤ &å8ï ÝàÞDß¾ÞDß{Ð­Ü % Ø ïÝ ]ïî½Þ âå êbÜsæ0Üºß Ý)ïêbâß &ÝP3âæ'Þ0áJâE3ܳåSÜ 0ÞDîâJêbܸÞDß¾Ýðïß Ù Í ë 0 Ú îâåÉÈ 0$â3æ@îܳå¾ïqÜ >ö { ʲ ÌÅ >ö 8 Ûß è²Ô±Å >ö ÷R ÛµÛÜ àÛ ¢ ² ÌÅ >ö ,µ ̲ ÌÅ ¤®Á¤{½º²ÔÓÛ³ù§T¦qq¬½©«¤0ÐT¥+Íq¦Hqq¬O¡³£$¦¾¤¥¤ÓQ ¥!¨±T®Á¤Z¦H¬CÊN¯§Tº¦Hq¢¤¥§TqH¬¦q¬½©¢§·° ¤®3{\ÐT§ ©«£§q² 16 Tiempo segundos. 15 14 13 12 11 2800 2850 2900 2950 3000 Número de ciclos. 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T¢H§TÍ@¤$¡£®Á¤@ɥɨ±{¯®±H4H¬©«¤¦q¨ª¬H¦H¬ Ú > D7 Tq§T¨Á¤®ò¯¤§«¤®ªq®±¤±b< ©«¨ªq¬H¬ º ®±ZÍ@¤®ª§¢HZ¥!¤@¯©«¨©«£¥{ @°¤ i¤0ÐTq²³ÿb¤N¨ª4¯®±q{q¬½©«¤¦q¨¾° ¬ ¦q¬ Ú ¢R ¢H§¢¨Á¤@®q®±¤¡³£ ©¢£Í·H®µÍ@¤®±§¥¤@¯©«¨©«£¥Ê°¤ ¤@®ª©«NòOH® Ú > ¯¤@§«¤®ªq®±N©¢£Í·q®µ4ÐT§§TqT£®ª©«¤¥² ÿb¤ÀÉ ¨±¹£§«¤k³½ ² Ä I£qT©¢§«¤ ®±§¢qT£®ª©«¤¥¥ ®±¤¯§¢£q¤¿¨±¬¥q¯q¬¥¨±q¬½©¢qq² 800 700 Mejor tour. 600 500 400 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Genético serial CP. Vecindario L1 con 4 procesadores CS. Vecindario L1 CP. Vecindario C1 con 4 procesadores CS. Vecindario C1 ɨª¹£§«¤À½³² ºÛô¿H¢£®©¤¥¥ ®Á¤ ¢¨I£®Á¤@¦q¨)° ¬¶¥q®bÓQ"¥N¹§¢¤¬8@¬{¢H§¢¨±¤®Eò¯¤@§«¤®ªq®± ¦H¬²Ì{¯§¢³¦qÏÎ «¤@¥§¢Hq² ê$ ®Á¤É¨±¹£§«¤k½³² Ä ¢¯£H¥q¬>¦q¬¦H®±£¨ª§¤®±¹£¬¯£¬½©¢qÛ3£¬¤·¥®Á¤¯§T¨±¬¦H¨±¯¤@®±qÍq¬½©¤)Т¤!¥ £¬4³¥H®±Ä¦qH®±£®±¤§$q®Á¤¶þð§O¤@¦q¨)° ¬¸¥{Íq¦H¨±¬¥¤@§¢¨±¡£{HÍ®±£¦q¨±¬q¬È¤¨±T®Á¤¥¤4H¬½©«Iò¸T4¦HI£ºÎ ¬¨ª¡³£q¬Ç¤Ä©«§«¤¾ÍXq° N¥q®i¢®Á¤¯¤4¨ªq¬½©«¢À]q¥q¦q¨ª§NH®i©¢§«¤T®Á¤¯·¥4Íq¦H¨±¬¥¤@§¢¨±q²]¼XT©«>¬>HI¤qý ° H¬J®Á¤ L¤¦qÄ¥ ¢¨I£®±¤¦q¨¾° ¬JTq§¢¨±¤®¥H¨±¥È¤s¡£ÄH®¯§¢³¦qH«¤{¨±H¬½©«¸¥Ä¦¾¤@¥¤¸¨±¬¥¨Í³¨±¥£>q¬Æ®Á¤4¤®±®±¤T 4¤¬q§¢¤>¢H¦q£H¬¦q¨±¤®Ë²»ù§©«¤¬½©«ÀÉ¢qT¯µH§«¤§qý ° ¤>¡£ÄH®¦q4¯§T©«¤{¨±q¬½©¢>¥®±¤¥ ¢¨£®Á¤¦H¨±¬q ¢H§¢¨±¤®±H¢q¤I £ò4¢¨4 ¨ª®Á¤§H²½¼XT©« T$Tq§7ͤ{ \ÐT§q¬®±¤i¯§¢£H¤¨ª¬¥q¯q¬¥¨±H¬©¢q ɨ±¹£§«¤ ³² ϲ ,7 ½ Ä < "!$#&%('*)+,)-/.102.435#/687:9;)<+;6>=?6"@68=?6A.CB:D*6E%8.F*.#/72FG#/H:#&FGD*)FG6AD*7IH6%"#/72F*.1=;#/)<068=;9;67*6%86A.C+;DJH68KA.1-H6%8#L72F2.4=?#L) %")7:9;#/M1D*)NPOQ)R.47:9;6=;#/)1=S068=?3T#L9;6U-&.T9;=(.47+WVX6=;672%"#&.YF*6Z#/7GVX)=;3[.1%8#\) 7AM687]"\6 9;#&%8.E^XH68=`_a#/M1D*=(.cbGN d5FG68-%.40e \ 9?D*-L)RbfgN &å8ï ÝàÞDß¾ÞDß{ЭÜhïÝ]ïî½Þâ å ïò êbÜsæ0Üºß Ý)ïêbâß i jlknmoqpraks:Is:jtumv:pwjxs:oAv:skyxkmz{soqr|mz{mksknmo}sk~o{wkmr|mIpsjtuwxss:vpjx|mz{pwoqv:wjt{z{payòsImknm U rxzwr|mmv:pGw j xspjxxppxyxwo>xyxsjxwo!òmkwo} rsz{wsoqrxz{sv:po{wvwjxo{pxs:z{mzqyxsmkpjxv:zs:Is:jtmzAs:k zumxpwxsyxjs:v:pjx|mzpwospjav:z{ssjtmzx m tmxp1s j s:kjqyx Is:z{wxspjxxpQpxyxwo>yxso{ss:jxvyxs:jtuz{mj s:jlm oxsyxjxss Wxs:xpxwmkZowknmr|mIps:jt{w 1}s:o<xsv:pz}]kwoqs:vpjxxmz{pwoo{wjlm oqr|mz{s:vpxwo<m Is:xp|mQyasIospjxv:zs:Is:jtmoyzumxpw s:o8tuwrxyxs:as@m þWsvtumzCmkmxps:z{op|m]b ùwz<skUv:wjtuz{mz{pwkwo sv:pjx|mzpwoYv:wjz{mxpwrs:yxs jxwQyas:|mjm oYmpoknmawoYrs:zptups:jxxwCyxj|mswkyxvpGw jm opjaxs:rs:j xps:jtus ,opIpknmz~mk|Iwas:kwasAz{mjxw<zyxs:ow 1}QmyxjaQyasEss:jtuyxmkIs:jtus>s:k owknmrxmps:jtuwraz{wr|mmz|m mlkwoJpjaxpQpayxwoo{sksv:v:pwj|mawo:iUjkmoJrxz{yas:|moIIwot{zum|mo:}Us:kRz{mxpwlxskwos:vpjxxmz{pwoJs:o rs:z{wsk wvyxr|myxjm z{s:mmkkwzAsjkm¾m òmz{s:orsvt{w mk ÿ`mxªp þWsz{s:jav:pnmsjjExy Is:zwxspjxapQpxyawos:jtuzskwos:v:pjx|mzpwoJkpjxs:mf k òvwIr|mvt{wljxwsoJ y ò z{mjxxs}xrsz{wJv:wwosCwxo{szms:jknm Zpyxz{m sjkmo[rxzyxs:|mo>pjxxsrsjxxpsjtus: o þWyxsoy |vps:jt{s r|mz{mkwz{mzqyxjsgwzz{sjxxpIpsjtuwxs:k r|mz{mkskwyxsIs:k r|mz{mkskwx ²7 ñ {7 < ü < Ú ¢R S Ú > ¢@ Ú ¢R ½ Ä Ú > 650 600 Tour promedio. 550 500 450 400 350 0 500 1000 1500 2000 2500 3000 Número de ciclos. ZpyxzumÀ½Q Ä oumxwz{so: AG serial Celular serial C1 Celular serial L1 Celular Paralelo L1 Q Celular Paralelo C1 8@|jxwIo{sz{pmkEòr|mzumks:kwvwj²ÌIraz{wQv:s1 Ûô>so{yxktmawoRxs<knmo{pyxknmv:pGw jxs:k` asz{mjxw BZpyxzum ½Q Ä ÿ woz{so{yxktmawoxskm j wyxsotuz{mj¡kwosgwz{soòrswz{somkwzs:oasmratuptuyx x wat{s:jxpxworwzvPmxmsv:pja|mz{pw tmjt{wo{sz{pmkYvwIw r|mz{mkskws:jkms"sv:yxvpGw jpjxxsrsjxxps:jtus}Zkw v:yxmko{srxzs:o{sjtmAsjkmo Zpyxzumo r|mz{m[knmo rxzyxs:xmoos:zpnmks:/ o ò r|mzum[kmo rxz{yas:|mo$r|mz{mksknmo} òIknmo mxknmo ò yxs:o8tuz{mjs:krwz{v:sjtm*sqasEwQvPmopwjxsoTsjyxsqvPm|msv:pjx|mzpwwtuyaw s:k Is"wz5mkwz5asmratuptuyx] qskm mxkm Q xskvs:kyaknmzRo{sz{pmk`o{swxo{szmyxssk mjtuywsj knm m)òwz:ý mxsEknmorxz{yas:|mo5mkwoYsgwz{soYmkwz{soTxsEmratuptuyxv:wjyaj ³ } òIsk yxs:xmv:wjyxj a qskm Zmaknm xs:k$ ¢v:skyxkmz[r|mz{mkskwJo{sCwxos:zmIQyasjyxsmIs:jt{s s:k mjt{yaws:jknm¾m òwzPý maskmo<rxz{yxs|momkwo<sgwz{somkwzs:o<xsmratuptuyx v:wjyxj a }xIpsjtuzumo[QyasCsk >t{ps:jas ZpjxmkIs:jtuskm pyxz{m Iyxs:o8tuz{mjkwo5tupsrwoRz{syxs:zpxwo>rwzAv:m|msv:pja|mz{pwkpjxs:mkEò ì ½ ½ = É ê ª½ û½ Q Ê Ôèè±Å %ê 8 ©½ = Ú > ËÓè Ôèè±Å Ú ¢ R / ó½ Ì I½ Ú ¢R CÊ Å Ú > Å »ºÏ 0$ïædï áJÜ)æ0âß êbÜsܳå)æ0ïêbïÍÐnõæbÜíïß{æ0ܳïÝàÞPѽïêbïß ï[õ 800 Peor tour 700 600 Mejor y Peor tour. é 500 400 Mejor tour 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Mejor tour. Celular serial L1 Peor tour. Celular serial L1 Mejor tour. Celular serial C1 Peor tour. Celular serial C1 pyxz{mÀ½ %Û Çsgwzòrs:wz[tuwyxz[wat{s:jxpxwo[rwzRkwo5QoRxsáJâ`êbܳÝDâJîܺÝ]ÝDïæ4ßqÜæ'ÞDïÝ 800 Peor tour 700 é Mejor y Peor tour. 600 500 400 Mejor tour 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Mejor tour. Celular Paralelo C1 Peor tour. Celular Paralelo L1 Mejor tour. Celular Paralelo L1 Peor tour. Celular Paralelo C1 pyxzumÀQ½ Û% Z Ç s"wzòrswz5tuwyxz[wat{s:jxpxwoRrwz[kwo5QoRxsáJâ`êbܳÝDâÈîܳÝ×]ÝDïæ4õ]ïæ0ïÝðܺÝðâ yaoumjxaw ÌJrxz{wQv:soumawz{so: &Ý3â3æ'ÞW)áJâ93ܺåSÜ 0ÞDîâîܳÝ×]ÝðïæOßHܳæ'ÞðïÝîâå5È 0$â3æ'îܳå)ïqÜ £ SD > ÊaÔèèèèèè±Å £ ¢R Ê è±Å ZmaknmÀ½ Û3ù$wz{vs:jtm*sCxssv:soEs:jyxs<vPmxmI¢ Q vs:kyaknmz5os:zpnmk]sjxv:wjt{z|w mk Is"wz5t{wyxz: &å8ï ÝàÞDß¾ÞDß{ЭÜhïÝ]ïî½Þâ å ï%ù êbÜsæ0Üºß Ý)ïêbâß &ÝP3â3æ@Þ0áJâ93ܳåSÜ )ÞàîâÈîܳÝ×]ÝDïæ4õ]ïæ0ïÝðܺÝðâ Ù ÃOë 0 Ú îâåÉÈ 0$â3æ'îܳå)ïqÜ £ D > Óè4èèèèèÌÅ £ ¢R Å mxknm½ = Ûù$wz{vs:jtm*sExs>s:vs:o5sjyxsEv:m|m<¤ Q vs:kyxknmzr|mzumks:kw<vwj ÌCrxz{wQv:soumawz{soTs:jav:wjtuzxw mk]Is"wz5tuwyxz Q v:wr|mvtuwaÿ$moawopIrxkssjtumv:pwjxso~o{sz{pnmks:oxsk ¥v:s:kyxknmzUz{s:yxps:zs:jJtupsrwoUyºòJo{pIpkmz{so mkmpIrxkssjtumv:pPw j¡xs:kR ¦v:wjs:jxvpwjxmk?}s:o8tuwxs:xpxw§mo{ys"s:vyxv:pPw jos:v:yas:jxvpnmk;fÿ`moIxwo sz{opwjxsorxmzumks:kmos:jxvyxs:jt{zumj¨owkyav:pwjxs:om¡yxj¥Is:jawzv:wo8tuwcxsltupsrwx}Yo{pj©s:|mz{wx}[s:o{m xp þWs:z{sjxv:pms:jtupsrwjxwIs:o[tumjzumjaxs<v:wIws:jkwo[IwQxs:kwo5xs<z{mjxwJz{yas:o{wIrwz{yxs |¾m òyxjxm )m òwz<v:wyxjxpv:mv:pPw js:jt{z{sIrxz{wQv:soumxwz{s:o ,yaj|mIpzumvpGw jaspjxxpQpxyxwoqsjv:m|ms:jas:zumv:pGw j 1 Ek py|mkSQyass:jknms:z{opGw jo{sz{pnmk s:k sv:pja|mz{pwJkpjasPmk]zs:yxpz{pGJ w Is:jxwoRt{psrwJQyassk$vwIr|mvt{wx} s:o8tuwIxs:apxwImJQyasCsk]sv:pja|mz{pwJkpjasPmkv:wjtups:jxs<Is:jxwo>pjxxppxyxwo Q # 7 %< 60 Tiempo segundos. 50 40 30 20 10 0 0 500 1000 1500 2000 2500 3000 Número de ciclos. Genético serial CP. Vecindario L1 con 4 procesadores CS. Vecindario L1 CP. Vecindario C1 con 4 procesadores CS. Vecindario C1 Zpyxzum½ ÌÛ%[ps:IrwoRzs:yxs:zpxwoErwzRknmJo{pyxknmvpGw jas:k$Qªasz{mjxw@|jxwos:zpnmk/òr|mz{mkskwË7Ì rxzwvs:oumxwz{so< 0NæbÜíïß·õ]ïæ0ï õ]æ0â`îܳßqïêbâ3æ'Ü³ß ÿ`mÀZpyazumW ½ ½ yxs:o8tuzumyxjxmIvwrxmzumvpGw jaskwo[zs:o{yaktmxwoRwat{s:jxpxwo[rwzRm|mo[pIrxkssj tmv:pwjxs:o[os:z{pmk v:wjs:jxvpwjxmk/òv:skyxkmz[r|mz{mksknmyaoumjxaw J Ê rxz{wQv:soumawz{so: ê skmË pyxz{m ½ q ½ oswao{s:z8myxskmoCpIrxkssjtumv:pwjxsor|mzumks:kmoyxo{mxwB Ê rxz{wQv:soumawz{so wat{yaQpsz{wjcmkYsjxwor|mz{ms:otums"s:vyxv:pPw j¡z{so{yxktmxwoxsmratuptuyxIs"wz{s:oyxsmk5yxoumz8 Ì raz{w v:soumawz{so:»ÿ`mB pyxz{m ½ è yxsot{zum kmosgs:vyxv:pwjxs:opjxas:rs:jxxps:jtuso:Ekyxoumz{ Ê sks:Is:jt{woxs rxzwvs:o{wsj§s:o8tusIwas:kwo{swatups:jxsyxjv:wrwztumIps:jt{wopIpknmz<m knmoCrxzyxs:|mosHþWsvtuyxm|mosj yxj «xsz{mjxwzyxs:owx}Zsoxsv:pz}~mkÏs üpotupzm oraz{wQv:s:o{mxwzs:oJmyasjtum tmxp1s js:kTjqyx sz{w xsxs:Is:oIyxsswkyxvpwj|mjxÄ s þWwzmo{sr|mz{m|m Ws:o8tuwsom oJjxwt{wz{pwls:jsk[s:vpjxxmz{pwkpjxs:mk Q 7 »ºÏ 0$ïædï áJÜ)æ0âß êbÜsܳå)æ0ïêbïÍÐnõæbÜíïß{æ0ܳïÝàÞPѽïêbïß ï%Ï 800 700 Mejor tour. 600 500 400 300 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Genético serial CP. Vecindario Compacto 1 CP. Vecindario Lineal 1 Zpyxz{mÀ½ ½ºÛôRs:o{yaktmxwo[xs<knmopyxkmv:pPw jxsk Q¢xs<zumjxw8@|jxwJr|mz{mkskwv:wj!Êrxzwvs:oumxwz{so: %ñ < xsxpxwmo{ytmm jxw >myxIs:jtmjxxwv:wjs:o8tuwknmmzps:xm]}]vwrxmzt{ps:jaxwpjxapQpxyawomkwknmz{w xskUrxz{wQv:so{ws:jY1s tupv:wx Qswxo{szmv:knmzumIs:jtusyxsJkwmjtus:zpwzErsz{IptupP w Is"wz{mzqs:kZxs:os:Irs jaw xskrxmzumks:kwv:s:kyxknmzv:wj raz{wQv:s:o{mxwzs:o òmQyasoytusjxxsjxv:pmsot m rwzCas:|m*w pyxz{m xskmos"sv:yxvpwjas:oJxs lrxz{wQv:soumawz{so:iUkTsv:pjx|mzpwkpjxsPmkYwtuyawIs"wz{s:oraz{wIs:xpwyxss:k sv:pjx|mzpwJv:wIr|mv1tuwx}aknmzum¬]w jxs<s:kkwo{s<xso{vz{papGJ w r|mz{m Jrxzwvs:oumxwz{so: ì° LÌ çÊ ñ ½ è±< O7× Ì 650 600 Tour promedio. 550 500 450 400 350 0 500 1000 1500 2000 2500 3000 Número de ciclos. AG serial Celular paralelo L1 Celular paralelo C1 Zpyxz{mÀ½ èÛôRs:o{yaktmxwo[xs<knmopyxkmv:pPw jxsk Q¢xs<zumjxw8@|jxwJr|mz{mkskwv:wj!Êrxzwvs:oumxwz{so: &å8ï ÝàÞDß¾ÞDß{ЭÜhïÝ]ïî½Þâ å ïà êbÜsæ0Üºß Ý)ïêbâß BZpyxzum ½Q èjxwyxsotuz{mj¡kwosgwz{soòrswz{somkwzs:oasmratuptuyx ÿ woz{so{yxktmawoxskm wat{s:jxpxwoArwzAvPmxms:vpjxxmz{pwr|mz{mkskwIs:jknmIs"sv:yxvpGw jpjxxs:rs:jaxpsjt{s}kwvy|mko{syas:ot{zumsj knm pyxz{m 4òknm mxkm Q yxs:o8tuzumsk~rwz{v:sjtm*sJxsJwQvPmopwjxsos:jlyxsJvPmxms:vpjx|mz{pw wat{yawIs:k Is"wz5mkwz5asmratuptuyx] L ½ í ª ½ ) 800 700 Peor tour é Mejor y Peor tour. 600 500 400 300 Mejor tour 200 0 500 1000 1500 2000 2500 3000 Número de ciclos. Mejor tour. Celular Paralelo L1 Peor tour. Celular Paralelo L1 Mejor tour. Celular Paralelo C1 Peor tour. Celular Paralelo C1 Zpyxzumª½ íºÛìÇsgwz$òrs:wzEt{wyxzwtus:japxworwzkwoqQoCaswQxs:kwv:skyxkmzqr|mzumks:kwyxoumjaxw²Ê rxzwvs:oumxwz{so: êqs[knm|mxkm­½ ) Ú > mjtuyw<s:jJknmqm¾òwz:ý mqxsRkmo~rxzyxs:|mo !Ê Å}|xs"{mjaxwmk Ú ¢R qvwjsk ʱŠ{o sRwao{s:z8m<yxsRsk mkwo[Is"wz{s:o[mkwz{so[xsCmratuptuyxvwjyxj &ÝP3â3æ@Þ0áJâ93ܳåSÜ )ÞàîâÈîܳÝ×]ÝDïæ4õ]ïæ0ïÝðܺÝðâ Ù Íë 0 Ú îâåÉÈ 0$â3æ'îܳå)ïqÜ £ D > Ê 4±Å £ ¢R Ê4±Å mxknm½ ) Ûù$wz{vs:jtm*sExs>s:vs:o5sjyxsEv:m|m<¤ Q vs:kyxknmzr|mzumks:kw<vwjªÊ<rxz{wQv:soumawz{soTs:jav:wjtuzxw mk]Is"wz5tuwyxz ZpjxmkIs:jtusknm9Zpyxzum ½ Êyxsot{zumkwotupsrwozs:yxsz{pawoJrwzv:m|msv:pjx|mzpwð7,kpjxs:mk < Êrxzwvs:o{mxwzs:o:d1Twwoswxos:zmknmoxwos:z{opwjas:or|mz{mksknmos:j v:yas:jtuz{mjo{wkyxv:pwjxs:oYz{sQyapz{ps:jxawsjxwoTt{psrwyxs<mkyxo{mzA Ì raz{wQv:s:o{mxwzs:oÿ`mmj|mjav:pnmCjxwso ò§vwIr|mvt{w r|mzumks:kwv:wj yò zumjxxsxsxpawraz{pjav:prxmkIs:jtusmknmoEv:wyajxpv:mv:pwjxs:o}>s otmoo{sJpjxvz{ssjtumjlmkUmyxsjtmz s:kYjqyx Is:z{wtuwtumkxsrxz{wQv:soumawz{so ~opj§s|mzwjxwowjÏs üvs:o{pmorsz{Ipt{ps:jaxwmkY «zs:xyav:pz o{ytups:Irwxs<s"s:vyxv:pPw j] >yxsmIs:jtus<kms:zo{pPw jrxmzumks:kmv:wjsv:pjx|mzpwkpjxsPmkSz{syxpzpG w Is:jxwo tups:Irwyxs<sk v:wIr|mv1tuwx}xvwj |zmjxxwIkwÏs ürxyas:ot{wsjkmo[rxz{yas:|mo>xs Jrxz{wQv:soumawz{so: %Ò ü ¢@ Q #Ì »ºÏ 0$ïædï áJÜ)æ0âß êbÜsܳå)æ0ïêbïÍÐnõæbÜíïß{æ0ܳïÝàÞPѽïêbïß ï% 35 30 Tiempo segundos. 25 20 15 10 5 0 0 500 1000 1500 2000 2500 3000 Número de ciclos. CP. Vecindario Lineal 1 {½ Ê ¢ Q CP. Vecindario Compacto 1 S@ L7Êrxz{wQv:soum2 Zpyxzum Û [ps:IrwoTz{syxs:zpxwo[rwzYknmopyxkmv:pPw jIxs:k] ­xsqz{mjxw |jawr|mzumks:kw xwzs:o µ< ¶5® ö ®ö 1 ¯§°Y± @ Îq²U³|²U´`µ`°Y¶ ·¹¸º»"°¼±½º¾Q° ³ º`¼ ³ º`¼x¿»(À ² ¸°¼ Twjs:k xjasJs:z<yxj|mvwrxmzumvpGw jas:kUz{sjxxpps:jtuwasIv:m|mmkwz{ptuIwprxks:Is:jtmxwos Iwot{zumzxm jÁyx jxpvPmIs:jtuskwoqIs"wz{s:ozs:oyxktumxwowtus:japxwosjlknmoqraz{yxs|mo<pjxas:rs:jxxps:jtuso<r|mzum vPm|myxjxwxskwoEIwas:kwoEr|mz{mkskwoAyxoumjxxw  rxzwvs:o{mxwzs:o: Qspjxpv:pnmIv:wjkmoqrxzyxs:xmo<s1 jxszumvpwj|mks:o}Spjxxs:rs:jaxpsjt{s:o}$astupsrwoEÂxsJmv:skszumvpGw jvwj raz{wQv:s:o{mxwzs:o<ÂosIvwjtupjQyxm v:wjknmoJrxzyxs:xmor|mz{m rxz{wQv:soumxwz{s:o5iUjv:m|mz|m |v:moswotuz{mz| m tmxp1s jkwoIz{s:oyxktumxwo wat{s:jxpxwoRrwz[s:k vwjsjxv:pwj|mk; CÌ 9Ê Q OÊ @ ¸° çÌ ùZmz{ms:kwQxs:kwkw|mkkwoTIs"wz{s:oTz{s:oyxktumxwoiþWyxs:zwjwat{s:jxpxwoYrwzYknmpraks:Is:jtumv:pPw jJQyas r|mz{mkskp¬Pm raz{wQv:s:owo:ZiUjs:kIwxskwxspo{kmo<kwo<Is"wzs:oCz{so{yxktmxwoWþ yxsz{wjwatusjxpaworwz<knm LÌ tuwrwkw|ý mExs xprs:zv:yxwCÂJkmqtuwrwkw|ý mEasEmjapkkwx}2r|mzum<s:k Iwas:kwvs:kyxknmz}knmopyxkmv:pPw jr|mz{mksknm v:wjs:v:pjx|mzpwJv:wr|mvtuwJso>kmQyasCsjxv:wjt{z| w kwo5zs:oyxktumxwoRm o[|m*wo 0CÃ`ÄÅÆxÇÈ,ÉÊ`ÄËUÄQÉÊ$È,ÄQÉPÄÇIÌÍÉ Ã Ë$Ã*Í ÌÄQÇ:Æ|Ê`ÍÃ*ÄQÇ 0 Ã` ÄÅÆ|ÇJË$ÆxÃ*Æ Ã ËÃ*Í ÌÄQÇ:Æ|Ê`Í Ã*ÄÇ EÌraz{wQv:s:o{mxwzs:oos ÿ woIs"wzs:omkwzptuIwo>xsvPm|mwQxs:kwr|mzumrxz{yas:|mopjxxsrsjxxpsjtus:o<vwj 8 ½ Ì ½ Ó kpotumjs:jknm mxknm x ÿ`m Zpyxzum yxs:o8tuz{m kwo<zs:o{yaktmxwowatusjxpxworwzCkwoCsgwz{somkwzpt{woEr|mzumvPmxm Iwxskwr|mzumks:kwyxoumjaxw Irxzwvs:oumxwz{so: s<wao{s:z8myxs<s:k wtuyaw s:k|Is"wzUxs:os:Irs jawxs[t{wxwokwoUsjTs t{pv:wo:ùZmztusRxs>knmqz{m¬ w jxsRsotuwoYzs:o{yaktmxwoUÂm<o{s>sÏürxkpv w s:jknmo |yxz{moRwo8tuz{m|moRmjt{s:z{pwz{Is:jt{sxAkyxjxmo[wtuz{moRzum¬wjxso>osso{vz{ps:jmv:wjt{pjy|mvpGw j] ÿ`m s:o8tuz{mtuspnm yaoum|mrwzs:kTmkwz{pt{wrxmzumks:kwvs:kyaknmzCs:oyaÂaªp þWs:zs:jtusm kwowt{z{woxwoIw xskworxmzumks:kwo:}`Âmyxsmxsm oxsxpQpxpzCknm rwxkmv:pPw j§sjcas:Is:o ,vwIwkw xmv:sjkmowt{zumo ! A@ ñ /Ì ° d Û ¢ Û ÛÝÜRß D á ²7 B &É8Æ| Î;È,ÇPÈ,Ç{ÐcÄhaÆ|Î$Æ|ÌÈÍ ÉÊ`ÄÃ*ÄÇÎGÆ|Ê`ÍÇ ï Õ¤Í Ê$ÄQÎWÍ Q<kw|mk go{kmo 1Ts:kyxknmz &ÎPÍ Ã2È*ÏÍ ÐÍ Û à â >ö ,µ Ñ Û SD á mxknm½ ÌxÒ Çs"wzs:o>mkwz{ptuIwoTsjkmo[rxzyxs:|moApjxxs:rs:jaxpsjt{s:oRr|mz{m8Ìrxzwvs:o{mxwzs:o: µ< s:o8tuz{mtuspnmo Jv:m|mrxz{wQv:soumxwzwzxs:jxmo{yaopjaxpQpayxwoJs:j­þWwz{masmkkmxpapIs:jxopwj|mk?~iUo{m xpotuzpxyav:pGw jIasEmkkmqknm |mvs:jt{wmjxxwCs:jvyxs:jtumknm<rwo{pvpGw jIxs>knmomkkmo~sv:pj|mofþWwz{mjxxw mo:ý yxj|mowknmmkknm<kGw pvPm qs:xpxwms:o8tuwx}amkyxjxwoYpjxxpQpxyxwoTxsqvy|mkQyaps:zYxs:IsEt{s:jxxzxm jmo{yao sv:pjxwoEas:k qÓÔZÕRiÖwxsk EÔ¤s:jas:Is:oEvwjtupyxwo}as:xps:jxxwo{s:zAjxs:vs:o{mz{pwmrxkpvPmz[svPmjxpo8 Iwo<xsIpz{mv:pPw js:jvPmxmsjxs:z{mv:pPw j]$×`mxpØWs:z{sjxv:pmØWyajx|mIs:jtmkvwjkmopyaknmvpGw jvs:kyaknmz o{sz{pmk zumapvPmJs:jyxsmYxy jÂvy|mjxxwo{srxz{wQv:soumasCØWwzmkPw pv:myxj|mJo{wkmImkkma}av:m|mJo{yxamkknm swkyav:pwj|mxsIØWwz{mpjxxsrsjxxps:jtuspjtusz{vPmxpnmjxxwpjxxpQpxyxwomk xj|mkp¬Pmz<skYrxzwvs:o{mps:jtuw xs<vPm|mIoyxxmkkma}mrxz{wGs:vÙ|mjaxwm o[knmo[v:mzumvtuszPÚ otupvPmo[asCyajsjYs t{pvwIvs:kyxknmz iUkUo{syxjxxwsgwzxso{s:Irs jxws:oCs:k[ÛÜ QÝ Ü QÝJÞß ß Ü "Ü Ü Ü Zà QÝ Ý `iUk[ÛÜ QÝ Ü Ü Âknm gÜ Ü Ü Zà QÝ Ý <o{wjyaÂr|mz{s:vp|mo:}mIs4áv:s:rv:pPw jxsmkyxjxwoRw xyxkwo[sjTs t{pv:woâWQyaso{wj s"sv:yatumxwoUas[mjas:zumAo{s:zpnmks:jskxs:jYs tupv:wkw|mknãSÂrxzpjxvpr|mksjtusxs:kxwrszumxwzZxs[Ipz{mv:pPw j s:k vy|mk mz{v:mknmxpØWs:z{sjxv:pmxs<z{s:jaxpIpsjt{wwxos:zmxmIsjkmäZpyazum Q&å N Ò ê G°Ä« 5@ Rñ C > ö > Ë ß n > ö > / à â k½ Ó 650 600 Tour promedio. 550 æ 500 450 400 350 300 0 500 1000 1500 2000 2500 3000 Número de ciclos. ,½ Ó PÌ AG serial Modelo de islas. Topología de red Modelo global. 4 funciones paralelizadas Celular Paralelo L1 äZpyxzum /å aÒçUzyxs:|moTpjaxs:rs:jxaps:jt{s:o:aèTwIr|mz{mv:pPw jJxsAkwosgwz{soYzs:oyxktumxwoxs>vPmxmIwxskw r|mz{mkskwâ Iraz{wQv:s:o{mxwzs:ouã ½ × mäpyxz{m Q/éêyxs:o8tuzumls:kYtupsrwyxstmz|mvPmxmlIwQxs:kwr|mz{mlkmqyx o{yxs|mls:jY1s tupvPma ` iUkEIwas:kwyxsz{sQyaps:zsm otups:Irws:oskEsjTs t{pv:wvs:kyxknmz×Uë}Yas:xpxw¡mkEzumjjEay sz{w§xs v:wyxjxpvPmvpwjxso:Sikz{sQyas:z{pps:jtuwastups:Irwjas:v:soumzpwr|mzumkwoqwQxskwo>kw|mk`Âxspo{kmoEso yaÂr|mzs:vpxwx}$rs:z{woyxoxpØWs:zs:jxvpnmoo{swxos:z8mjsgwzsjknm äpyxz{m Léaë×`mzum¬]w j§xsQyas ½ »ºÏì ÆxÃdÆ| ÏÄGÃ*ÍÇÊ`ÄÄQÉGÃ*Æ|Ê`ÆÍÐËÃ`ÄÅÆ|ÇIÃ*ÄQÆxÎ;ÈPÑÆ|Ê`Æ|Ç ïí m woJtups:IrwoJosPmjopIpkmz{soIsorwz{yxsÒTç$wzyaj|mr|mztuss:k>wQxskwkwxmk[s"sv:yatum§mkyxjxwo w xyxkwoJxsØWwzmlo{sv:yxsjxv:pmk>v:wIwowj]Òî Ý Þ|Ü à QÝ Ü Þ|Ü à Þ |Þ Þ Þ Þ|Ü à QÝ |àÝ |Þ Ý Þ ,Þß ßJÜ ßï Þ?Ü SÝß1xÁrwz>o{yr|mztusCs:k$IwxskwJxszumjawzyxs:ows"sv:yatum tuwQxws:kv w xpwCxsEmjxszumrxmzumks:km<rs:zwpjav:kyÂs>svPmjxpo{IwoxsEIpz{mv:pPw js:jt{z{sqrxzwvs:o{mxwzs:o: qs:s o8tms"s:vyxv:pPw jo{s:vyxs:jav:pnmkEâ"ÛÜ QÝ Ü Ü 2ãEÂskUs:jÚ wxsIsjxoum*soâ"ÛÜ QÝ Ü QÝJÞß ß1ð Ý Gã sQptmjyxsCyxjxwIxs<kwo[xwo[s:jY1s tupv:woRs:o8tmaks:¬vPmIyxjxwIpjxpwv:kmz{wJxsk]tupsrwx R ß² à ßR Þ Û >R Â ß > Û ø Ü > Ü ê / à â ² ß > 60 Tiempo segundos. 50 40 30 20 10 0 0 500 1000 1500 2000 2500 3000 Número de ciclos. À½ Genético serial Paralelo de islas con topologia de red Paralelo global con 4 funciones paralelizadas Celular paralelo con vecindario L1 PÌ äpyxz{m LéêaÒxÕ[ps:Irwo[zs:yxsz{pawoRrwz[kwo[IwxskwoTr|mzumks:kwo5prxks:Is:jtmxwo<â Iraz{wQv:s:o{mxwzs:ouã1 Õ¤Í Ê$ÄQÎWÍ ò kw|mk gó o{kmo èTs:kyxknmz ½ =½ Ç P à â > ö Ý> á ñÎ Í Ã2È*ÏÍ ÐÜ QÝ Ü Ü Ü Ü Ü Zà QÝ Ñ Ý Üô ÀÊ Õmxknm ë Ò s"wzs:o>mkwz{ptuIwoTsjkmo[rxzyxs:|moApjxxs:rs:jaxpsjt{s:oRr|mz{m Irxzwvs:o{mxwzs:o: ì à `ÄÅÆ|ÇJË$ÆxÃ*ÆõË$Ã*Í ÌÄQÇ:Æ|Ê`Í Ã2ÄQÇ × woIs"wzs:omkwzptuIwo>xsvPm|mwQxs:kwr|mzumrxz{yas:|mopjxxsrsjxxpsjtus:o<vwj raz{wQv:s:o{mxwzs:oos kpotumjsjknmÕZmaknm Që Q×`mäpyxz{m Q/éåyxsotuz{m kwoz{so{yxktmawowtus:japxworwzkwoIs"wz{s:o mkwz{ptuIworxmzumvPm|mcIwQxs:kwr|mzumks:kwyxoumjxxw crxzwvs:o{mxwzs:o: swxos:z8m¡yxsr|mzumsotmo rxzyxs:|mos:kÛÜ QÝ Ü QÝ Þß ß Ü "Ü Ü Ü Zà QÝ Ý watuyaw¡s:kqIs"wzxs:os:Irs jxwxstuwQxwokwo sjTs t{pv:wo:RiUkÙxs:vÙawxsmyasjtumzs:kqjEay sz{w¡xslrxz{wQv:soumawz{sors:zptuslmkEs:jY1s tupv:w¡xslpoknmo pjav:z{ssjtmztmxp1s joyxs:os:Irs jxwx}r|mz8tus>xsEsotuwCÂmosEs4áarakpv] w sjknmoTäZpyxz{moxsAkwowQxs:kwo xsJpoknmoEr|mzum rxzwvs:oumxwz{so:`iUkUsjTs t{pv:wvs:kyaknmzEtumxp1:s jmyxIs:jt| w oyzs:jxapIps:jt{wâ,rs:z{wsj Is:jxwzsxpxmãCxsxpawlmkTmyxsjtuwxsraz{wQv:s:o{mxwzs:oÂö|j|mksjt{sskTsjTs t{pv:wkw|mkyxsjaw tuywJyxj|mz{mjxpØWsz{s:jav:pnmz{s:orsvt{wxskmo5rxzyxs:xmoRv:wj Jrxz{wQv:soumawz{so: iUjkwo[év:mo{wo>sk]ÙxsvÙxw xsCmyxIs:jtumz[s:k jExy Is:zwJxs<rxz{wQv:soumxwz{s:oRIs"wz{mtmap1:s joyxso{srs jxwx ½ =½ n CÊ ÍÊ ½ ðÊ ß * > ö > ñ "° CÌ ñ ñ ï õ 8 {Ð ñÉ Æ|Î;È,ÇPÈ,Ç cÄhaÆ|Î $Æ|ÌÈ ÍÉÊ`ÄÃ*ÄÇ ÎGÆ|Ê`ÍÇ 16.1 16 Tiempo segundos. 15.9 15.8 15.7 15.6 15.5 15.4 2900 2920 2940 2960 2980 3000 Número de ciclos. Paralelo global con 4 funciones paralelizadas Paralelo de islas con topologia de red ½ Ì äZpyxzum LéaëÒEvs:zvPmIpsjt{wxÕ[psrwoz{s:yxsz{pxwoTrwzkwoIwxskwor|mzumks:kwokw|mkxÂasEpoknmoEâ rxzwvs:oumxwz{soã4 650 600 Tour promedio. 550 æ 500 450 400 350 300 0 500 1000 1500 2000 2500 3000 Número de ciclos. ,½ AG serial Modelo de islas. Topología de red Modelo global. 4 funciones paralelizadas Celular Paralelo L1 äZpyxzum LéåÒçUzyxs:|moTpjaxs:rs:jxaps:jt{s:o:aèTwIr|mz{mv:pPw jJxsAkwosgwz{soYzs:oyxktumxwoxs>vPmxmIwxskw r|mz{mkskwâ Jraz{wQv:s:o{mxwzs:ouã Ê ½ × mqäZpyxzum LééAyxs:o8tuzumAs:ktupsrw>QyasYtmz{|m>vPm|mAwQxs:kwArxmzum>knmRqyx o{yxs|mqs:jYs tupvPmaè5mxm ` IwxskwxpopjQyÂ5 w s:kYt{psrw zs:yxs:zpxwyaoumjxaw rxz{wQv:soumxwz{s:oyxsmkTyxo{mz xZ×$mxpØWsz{s:jav:pnm xslkwotupsrwosjtuz{slkmoé§tuwrwkw|Ú mos:oyaÂo{pIpkmzmckmäZpyazum /éê¡awjxxslo{slyxo{mj çÊ ½ SÌ *Ì »ºÏì ÆxÃdÆ| ÏÄGÃ*ÍÇÊ`ÄÄQÉGÃ*Æ|Ê`ÆÍÐËÃ`ÄÅÆ|ÇIÃ*ÄQÆxÎ;ÈPÑÆ|Ê`Æ|Ç ï%ï rxzwvs:oumxwz{so: 60 Tiempo segundos. 50 40 30 20 10 0 0 500 1000 1500 2000 2500 3000 Número de ciclos. 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