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                                                       ааа╣╣╣ЙЙЙ╣╣╣┬┬┬┬┬┬МММъъъГГГъъъ╣╣╣┬┬┬   ъъъ«««ффф   ┬┬┬фффГГГЏЏЏ«««эээ▒▒▒■■■ГГГuuu   ╩╩╩ГГГ┼┼┼ффф   АААђђђ   АААїїї   yyyъъъ«««   ффф   ЂЂЂ   ╣╣╣ъъъ   ╣╣╣|||ааа   ККК«««ўўў   rrrГГГЗЗЗ   ЦЦЦффф╣╣╣ГГГффф   ХХХцццЂЂЂ   аааГГГ   ╣╣╣┬┬┬ЙЙЙ«««лллъъъГГГъъъ╣╣╣                                                                                                      ЭЭЭььь   ььь         ььь               ЗЗЗЭЭЭ      ООО            ЧЧЧ   ььь                        ЧЧЧььь      ььь      ЭЭЭ   ЗЗЗььь                     ььь   ТТТ                              ТТТЭЭЭ                        ьььььь   ььь                                                                                       ■■■■■■ЩЩЩ№№№         ■■■■■■■■■■■■   ЖЖЖ   ■■■■■■   ■■■         ЭЭЭЖЖЖ         жжж■■■   ■■■■■■         ■■■■■■      ■■■■■■■■■      ■■■            ■■■      ■■■■■■щщщ­­­   ■■■   ■■■         ■■■■■■   ■■■■■■   ■■■■■■   ■■■■■■   ■■■■■■            ■■■                                                                                                «««БББ   ЊЊЊ╩╩╩ЏЏЏ   «««┬┬┬ъъъ«««   цццККК«««БББллл╣╣╣АААмммГГГЗЗЗцццГГГКККГГГЦЦЦффф   ╣╣╣фффАААммм   БББ«««АААммм╣╣╣┬┬┬ЙЙЙГГГллл«««аааГГГАААммм╣╣╣ааа╩╩╩«««┬┬┬╣╣╣┘┘┘ГГГъъъ   ╣╣╣ааааааМММъъъ«««   ъъъ╣╣╣ГГГЙЙЙ«««   fff«««   ЙЙЙ«««АААммм   ГГГ┬┬┬                                                                                                   ВВВ■■■эээЧЧЧэээ■■■■■■   ВВВ■■■■■■   ■■■■■■ьььььь■■■   ■■■■■■   ■■■         ■■■         ■■■         ВВВ■■■               ■■■ВВВ         ЖЖЖ   ■■■ЖЖЖччч■■■      эээ   ВВВ      ррр   ЭЭЭВВВ   ■■■ьььЩЩЩ­­­■■■■■■■■■ььь■■■■■■   ЖЖЖ■■■■■■■■■■■■■■■■■■   ■■■                                                                                       ККК╣╣╣ЙЙЙфффККК┬┬┬«««┬┬┬   ┬┬┬╣╣╣ііі   ЙЙЙѓѓѓаааГГГъъъ   «««┬┬┬эээ├├├ллл╩╩╩uuuБББ   ГГГooo«««   МММаааЙЙЙ{{{   МММxxx   АААvvv╣╣╣АААммм   цццККК«««ццц«««┬┬┬╩╩╩ГГГ┬┬┬ККК╣╣╣~~~╩╩╩МММКККГГГ┬┬┬ГГГ«««   ГГГ┘┘┘ффф┬┬┬ёёё   ъъъ╣╣╣   ццц╣╣╣┬┬┬«««┬┬┬ъъъ«««   ┬┬┬                                                                                                                        ььь      ЭЭЭ      ььь            УУУШШШЧЧЧ   ььь      ███      ЭЭЭ      ььь   ЭЭЭЧЧЧ      ьььЗЗЗ                           ЧЧЧ            ьььЧЧЧЭЭЭ                     ЭЭЭ      ЧЧЧ   ььь                     ььь                                                                                                         ■■■███                  ■■■                              ЫЫЫ   ■■■   ■■■■■■      ■■■   ЖЖЖ   ■■■■■■■■■   ■■■   ■■■■■■■■■ЫЫЫ   ■■■   жжж■■■         ■■■                                 ЫЫЫ   ■■■   ■■■      ■■■■■■         ■■■      ■■■      ■■■■■■      ■■■■■■                                                                           МММааа╩╩╩╣╣╣фффКККГГГ╩╩╩ГГГааа╩╩╩«««ГГГ   АААмммtttМММАААмммљљљГГГйййГГГ«««   ъъъ«««   ╩╩╩╣╣╣АААwww   «««ъъъ╣╣╣   ╣╣╣ХХХ╣╣╣ЙЙЙфффйййГГГ«««   ЦЦЦфффГГГааа╩╩╩«««   ГГГАААмммГГГХХХМММАААмммљљљГГГйййГГГ«««   ъъъГГГ   ЙЙЙ«««ааа╠╠╠ЂЂЂБББ   цццrrr   ГГГъъъ╣╣╣ааа   «««┬┬┬                                                                           ЭЭЭ   ЧЧЧ            ЧЧЧ      ЧЧЧ               ЭЭЭЭЭЭ      ЭЭЭ      ЖЖЖ      ььь      ЧЧЧ               ььь                        ЖЖЖ                  ЧЧЧ                     ЭЭЭ      ЭЭЭ      ЖЖЖ      ььь               УУУЭЭЭььь   ТТТТТТ      ььь                                                                                                      ■■■■■■                  ■■■   ■■■■■■            ■■■      ■■■   ■■■■■■                     ■■■§§§      ■■■      ■■■■■■■■■   ЖЖЖ   ■■■■■■   ■■■      ЭЭЭ   ■■■            ■■■   ЫЫЫ   ■■■   ■■■■■■   ■■■■■■■■■■■■   ЖЖЖ■■■   ■■■■■■      ■■■                                                                                             ╩╩╩ГГГАААмммБББ╣╣╣АААмммАААмммГГГМММ«««КККЙЙЙ«««ааа╠╠╠МММГГГБББМММцццъъъГГГъъъ╣╣╣эээ▒▒▒■■■ГГГuuu   ККК╣╣╣qqq   ўўў╣╣╣ККК   ╣╣╣┬┬┬ёёё   цццККК«««БББллл╣╣╣АААђђђЗЗЗ   фффАААђђђ   ╠╠╠фффааайййГГГ«««   ъъъ╣╣╣   ЙЙЙффф┬┬┬yyy   ццц«««аааъъъ╣╣╣   uuuъъъГГГ                                                                                          ччч■■■      ьььззз███         ■■■ЭЭЭ      ■■■■■■   уууЭЭЭ   ьььЭЭЭТТТььь■■■ььь■■■■■■ООО■■■■■■   ■■■   ■■■■■■■■■ВВВ            ■■■ччч■■■      ■■■ьььььь■■■   ■■■         ■■■   ЖЖЖУУУ■■■■■■■■■ЖЖЖ■■■   ВВВ■■■■■■ЫЫЫ   ■■■ЧЧЧ■■■■■■■■■щщщ▀▀▀      ■■■ТТТ         ■■■                                                                                 ╣╣╣┬┬┬╩╩╩КККГГГёёёфффМММГГГ   ёёёАААммм   ЙЙЙ«««АААЂЂЂ   ╠╠╠МММаааГГГцццъъъГГГъъъ╣╣╣   ╣╣╣┬┬┬xxxБББ   ╣╣╣іііЙЙЙ╣╣╣ККК   аааГГГ«««┬┬┬«««   АААїїїааа╩╩╩╣╣╣   фффАААммм╩╩╩╣╣╣АААwww   «««ъъъ╣╣╣   ╣╣╣ХХХ╣╣╣ЙЙЙфффйййГГГ«««   ъъъ╣╣╣┬┬┬╣╣╣┘┘┘ГГГККК╣╣╣┼┼┼   АААђђђ┬┬┬                                                                                       ЧЧЧ      ыыы   ЭЭЭ      ЧЧЧ                        УУУЭЭЭ      ТТТььь   ььь            ЧЧЧььь      ььь               ЖЖЖ                     ЧЧЧ               ЧЧЧ               ььь                        ЖЖЖ      ььь         ЭЭЭЗЗЗ      ььь                                                                                             ■■■            ■■■■■■         ■■■███      ■■■■■■   ■■■■■■■■■   ■■■            ■■■      ■■■   ■■■■■■         ■■■■■■■■■      ■■■щщщ­­­■■■      ■■■   ■■■   ■■■   ■■■         ■■■                     ■■■ЭЭЭ■■■   ■■■   ■■■         ЖЖЖ         ■■■         ■■■      ЖЖЖ   ЭЭЭ                                                                        фффАААмммГГГ   ╣╣╣┬┬┬њњњГГГ╩╩╩╣╣╣фффЂЂЂ   ъъъ╣╣╣   ╣╣╣┬┬┬ЙЙЙГГГ   аааГГГАААїїїааа   yyy   ╣╣╣┬┬┬xxx╩╩╩МММЙЙЙ«««БББ   ┴┴┴«««БББ┘┘┘╣╣╣╩╩╩ЏЏЏ«««   ╣╣╣   yyyллл╣╣╣КККГГГаааёёё   ГГГ   zzzлллъъъГГГ┬┬┬ЗЗЗ«««аааъъъ   ╣╣╣аааГГГ   цццКККМММАААїїїМММКККГГГ╣╣╣╩╩╩ГГГцццГГГЗЗЗГГГ                                                                                          ЧЧЧ   ЧЧЧЗЗЗ   ЭЭЭ   ььь                  ььь                     ЧЧЧ         ыыыЧЧЧЭЭЭ      ььь   ЭЭЭ   ьььЭЭЭ   ЧЧЧЭЭЭ            ЧЧЧььь            ЧЧЧ         УУУьььььь               ььь                     ЭЭЭ      ЭЭЭ         ЧЧЧ                                                                                          ■■■         ■■■■■■   жжж■■■■■■   §§§      ■■■                        ЖЖЖ   ■■■ЖЖЖ      ■■■   ■■■■■■ЖЖЖ            ■■■■■■   ■■■      ■■■   ■■■   ■■■      ■■■■■■■■■   ■■■■■■   ■■■   ■■■   ■■■███■■■   ■■■■■■■■■         ■■■      ■■■■■■■■■   ЖЖЖ   ■■■ЖЖЖ■■■■■■                                                                              ╠╠╠ллл╣╣╣ХХХЏЏЏ   ╣╣╣ќќќ   ЦЦЦффф╣╣╣   |||   ╩╩╩«««КККаааГГГАААмммМММаааГГГцццККК«««цццКККЂЂЂъъъ   «««┬┬┬цццГГГКККГГГ   ┬┬┬ќќќ╩╩╩╣╣╣АААђђђ┬┬┬   ъъъМММ┬┬┬њњњМММБББфффrrr   «««┬┬┬ъъъ╣╣╣╩╩╩╣╣╣ККК«««ффф╣╣╣ааа╣╣╣«««┬┬┬эээ»»»щщщ┬┬┬xxx   ёёё┬┬┬╣╣╣   цццККК«««ццц«««╣╣╣                                                                              УУУььь   ■■■ЗЗЗ■■■   эээ         ЖЖЖ   ■■■   №№№   ■■■ЭЭЭ■■■   ■■■эээ■■■ЖЖЖ■■■■■■      ■■■ЭЭЭььь      ■■■■■■жжж■■■■■■      ЭЭЭччч■■■■■■         ьььЭЭЭ   ЧЧЧэээььь■■■РРР■■■■■■   ььь   ЧЧЧ   ■■■   ■■■ььь               ЯЯЯччч■■■ччч■■■ччч   ЖЖЖ■■■■■■■■■■■■   ЖЖЖ                                                                                 ╩╩╩ГГГККК╣╣╣zzz┬┬┬   ъъъГГГ   ГГГццццццЙЙЙГГГйййГГГ«««ЗЗЗ«««   ффф╣╣╣┬┬┬ццц╣╣╣ЙЙЙМММ╠╠╠њњњГГГАААммм   ╣╣╣┬┬┬ЦЦЦффф╣╣╣АААмммГГГ┬┬┬ъъъ╣╣╣   њњњГГГ╩╩╩ГГГАААммм╣╣╣аааyyy   ъъъ╣╣╣   zzz   oooГГГ┬┬┬   ЙЙЙ╣╣╣ааа╩╩╩uuuлллМММ╝╝╝ГГГъъъ«««┬┬┬╣╣╣   ццц«««фффЙЙЙ«««                                                                                       ЧЧЧ         УУУ      ььь            ТТТ         ЖЖЖ                              ЭЭЭУУУЭЭЭ                                       ььь      ЧЧЧ   ЧЧЧ               ЧЧЧ   ььь      УУУ   ███                  ЧЧЧ   ьььЭЭЭ      ььь                                                                                                                  ■■■■■■   ■■■■■■■■■      ■■■            ■■■   ■■■   ■■■■■■      ЖЖЖ   ■■■   ЫЫЫ■■■■■■■■■         ■■■   ■■■■■■   ■■■■■■   ■■■               ■■■■■■            ■■■      ■■■   ■■■■■■   ■■■■■■■■■   ■■■■■■   ■■■■■■■■■■■■      ■■■   ■■■§§§      ■■■               ■■■                                                                                 ъъъ╣╣╣   ╣╣╣┬┬┬ЙЙЙГГГллл«««аааГГГАААммм╣╣╣аааyyy   ъъъ╣╣╣   ГГГцццлллњњњГГГййй«««╣╣╣┬┬┬   аааГГГ«««   ЙЙЙ«««ааа┬┬┬rrr   ╣╣╣uuu   АААмммГГГЙЙЙ«««   ааааааГГГБББМММцццъъъГГГъъъ╣╣╣   ъъъ«««┬┬┬   ЂЂЂЙЙЙ   фффііі«««┬┬┬   ГГГ«««   ╣╣╣ЂЂЂГГГ   аааГГГККК   ГГГ┬┬┬                                                                                 ┘┘┘   ■■■■■■   ■■■   ььь   жжж   ■■■■■■■■■■■■ЧЧЧ   ВВВ■■■■■■   ЖЖЖьььЭЭЭ■■■   ЖЖЖ   ■■■   ■■■ООО               ■■■ТТТ   ■■■■■■■■■ЫЫЫ   ■■■■■■■■■      ррр   ьььэээТТТВВВ   ььь   ЖЖЖььь   ■■■   ЫЫЫ   ■■■            ■■■   ■■■   ■■■      ■■■ВВВ   ■■■   ■■■   ■■■                                                                                 цццККК«««БББ   іііАААмммГГГЦЦЦ   ффф╣╣╣ъъъ╣╣╣   ККК╣╣╣┬┬┬╣╣╣КККццц   ЏЏЏ«««КККљљљГГГъъъ   «««цццГГГ   uuu   ГГГ╣╣╣ХХХ   ╣╣╣ЙЙЙфффйййГГГ«««ЙЙЙ«««   ааа╠╠╠ЂЂЂККК╣╣╣лллъъъ   ГГГГГГцццлллМММЙЙЙГГГйййГГГ«««эээ└└└╠╠╠ЏЏЏ╣╣╣ККК┬┬┬ГГГ┬┬┬ъъъ   ╣╣╣фффКККќќќ╩╩╩њњњГГГ┬┬┬                                                                                          ььь   ььь                     ььь                           ЭЭЭ      ЭЭЭ   ььь                                             ЖЖЖ               УУУььь      ьььььь            ьььЭЭЭ         ЖЖЖ      ПППЗЗЗЭЭЭ               ььь            ЗЗЗЧЧЧЭЭЭ                                                                                                   ■■■■■■   ■■■         ■■■■■■   ■■■      ■■■■■■   ■■■■■■■■■   ■■■■■■         ███   ■■■■■■■■■               ЖЖЖ   ■■■ЖЖЖ■■■   ■■■   ■■■         ■■■■■■■■■   ■■■      ■■■      ■■■■■■               ■■■   ■■■         ■■■■■■■■■   §§§   ■■■■■■   ■■■                                                                                       »»»щщщАААммм┬┬┬ќќќ╩╩╩╣╣╣АААмммГГГ┬┬┬ъъъ   ќќќ╩╩╩ЏЏЏБББфффМММъъъ«««┬┬┬   ъъъ╣╣╣лллГГГКККфффГГГ╣╣╣┬┬┬ЙЙЙГГГлллГГГ   ГГГцццККК«««ццц╣╣╣ааа┬┬┬ГГГ«««   ГГГ   «««ЙЙЙ«««КККЂЂЂ   аааЙЙЙЂЂЂ   ъъъ╣╣╣   zzzлллъъъГГГ┬┬┬   ╣╣╣АААмммККК╣╣╣ЙЙЙфффКККqqq   ┬┬┬╣╣╣   фффАААммм                                                                                 ЯЯЯччч         ЭЭЭЧЧЧ               ььь   ЭЭЭЧЧЧЭЭЭььь   ЗЗЗььь         ььь   ььь                        ььь                              ЖЖЖ      ЗЗЗ               ЬЬЬ         ЭЭЭ   ььь      УУУьььььь                                          ЗЗЗ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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Diversas heurьsticas de escalonamento de aplicaушes nсo consideram a confiabilidade dos recursos ao escalonar as tarefas da aplicaусo, ou especificam esquemas de tratamento de falhas centralizados e pouco flexьveis que se tornam inapropriados para sistemas distribuьdos heterogЖneos. Esta tese propшe uma estratжgia de escalonamento estрtico bi-objetivo e tolerante a falhas, onde na primeira etapa, a estratжgia tem como finalidade estabelecer nсo somente um tempo de execuусo desejрvel, mas tambжm maior confiabilidade. Para resolver este problema, uma funусo de custo ponderada integra tanto a minimizaусo do tempo de execuусo quanto a maximizaусo da confiabilidade nos recursos selecionados. O trabalho inclui tambжm propostas relativas ao ajuste de pesos dos objetivos do problema, para que um bom escalonamento seja definido de acordo com as necessidades do usuрrio. Para tal, uma metodologia ж desenvolvida, que auxilia na escolha de soluушes de compromisso. Na segunda parte do trabalho, explora-se uma tжcnica de replicaусo passiva para escalonar aplicaушes considerando tolerРncia a falhas. Para garantir flexibilidade e consistЖncia, os algoritmos propostos introduzem critжrios para o escalonamento de tarefas backups, adicionando tambжm a funусo ponderada proposta na primeira etapa. A estratжgia de escalonamento foi tambжm avaliada com o desenvolvimento de mecanismos de recuperaусo com replicaусo passiva no middleware EasyGrid. Estes mecanismos consideram informaушes produzidas pelo escalonamento estрtico para a recuperaусo de falhas com execuусo eficiente e confiрvel da aplicaусo paralela no ambiente real. 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