{"id":56,"date":"2025-03-06T14:51:59","date_gmt":"2025-03-06T17:51:59","guid":{"rendered":"https:\/\/idric.ic.unicamp.br\/index.php\/about\/"},"modified":"2025-03-06T15:38:58","modified_gmt":"2025-03-06T18:38:58","slug":"about","status":"publish","type":"page","link":"https:\/\/idric.ic.unicamp.br\/index.php\/about\/","title":{"rendered":"Resumo e Objetivos"},"content":{"rendered":"<style>.kb-row-layout-id56_513606-5a > .kt-row-column-wrap{align-content:center;}:where(.kb-row-layout-id56_513606-5a > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:center;}.kb-row-layout-id56_513606-5a > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-5xl, 10rem);padding-bottom:var(--global-kb-spacing-5xl, 10rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_513606-5a{background-image:url('https:\/\/idric.ic.unicamp.br\/wp-content\/uploads\/2025\/03\/abstract-3d-render-showcasing-a-futuristic-neural.png');background-size:cover;background-position:center center;background-attachment:scroll;background-repeat:no-repeat;}.kb-row-layout-id56_513606-5a > .kt-row-layout-overlay{opacity:0.90;background:linear-gradient(135deg,var(--global-palette1,#ffffff) 0%,var(--global-palette2,#EDF2F7) 100%);mix-blend-mode:normal;}.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep{height:100px;}.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep svg{width:100%;}.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep svg{fill:var(--global-palette9, #ffffff)!important;}@media all and (max-width: 1024px){.kb-row-layout-id56_513606-5a > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep{height:px;}}@media all and (max-width: 1024px){.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep svg{width:%;}}@media all and (max-width: 767px){.kb-row-layout-id56_513606-5a > .kt-row-column-wrap{padding-top:var(--global-kb-spacing-xl, 4rem);padding-bottom:var(--global-kb-spacing-xl, 4rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep{height:px;}.kb-row-layout-id56_513606-5a .kt-row-layout-bottom-sep svg{width:%;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id56_513606-5a alignfull kt-row-has-bg kb-divider-static wp-block-kadence-rowlayout\"><div class=\"kt-row-layout-overlay kt-row-overlay-gradient\"><\/div><div class=\"kt-row-layout-bottom-sep kt-row-sep-type-sltl\"><svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"><path d=\"M1000,0l-1000,100l1000,0l0,-100Z\" \/><\/svg><\/div><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-middle kb-theme-content-width\">\n<style>.kadence-column56_e9f46b-48 > .kt-inside-inner-col,.kadence-column56_e9f46b-48 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column56_e9f46b-48 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column56_e9f46b-48 > .kt-inside-inner-col{flex-direction:column;}.kadence-column56_e9f46b-48 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column56_e9f46b-48 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column56_e9f46b-48{position:relative;}@media all and (max-width: 1024px){.kadence-column56_e9f46b-48 > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column56_e9f46b-48 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column56_e9f46b-48 inner-column-1\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29, .wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29[data-kb-block=\"kb-adv-heading56_da1d85-29\"]{margin-top:var(--global-kb-spacing-xs, 1rem);text-align:center;font-size:var(--global-kb-font-size-xl, 3rem);line-height:1;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29[data-kb-block=\"kb-adv-heading56_da1d85-29\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29, .wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29[data-kb-block=\"kb-adv-heading56_da1d85-29\"]{font-size:60px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29, .wp-block-kadence-advancedheading.kt-adv-heading56_da1d85-29[data-kb-block=\"kb-adv-heading56_da1d85-29\"]{font-size:40px;}}<\/style>\n<h1 class=\"kt-adv-heading56_da1d85-29 wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading56_da1d85-29\"><strong>Intelig\u00eancia Distribu\u00edda em Redes de Comunica\u00e7\u00e3o e Internet das Coisas<\/strong><br><\/h1>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading56_fc391b-43, .wp-block-kadence-advancedheading.kt-adv-heading56_fc391b-43[data-kb-block=\"kb-adv-heading56_fc391b-43\"]{display:block;text-align:center;font-size:20px;line-height:1;font-weight:300;font-style:normal;letter-spacing:1px;}.wp-block-kadence-advancedheading.kt-adv-heading56_fc391b-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading56_fc391b-43[data-kb-block=\"kb-adv-heading56_fc391b-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<span class=\"kt-adv-heading56_fc391b-43 wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading56_fc391b-43\"><strong>Resumo e Objetivos<\/strong><\/span>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id56_01c084-2e > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id56_01c084-2e > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id56_01c084-2e > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-5xl, 10rem);padding-bottom:var(--global-kb-spacing-5xl, 10rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_01c084-2e > .kt-row-layout-overlay{opacity:0.30;}.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep{height:100px;}.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep svg{width:100%;}.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep svg{fill:var(--global-palette9, #ffffff)!important;}.kb-row-layout-id56_01c084-2e .kt-row-layout-top-sep{height:100px;}.kb-row-layout-id56_01c084-2e .kt-row-layout-top-sep svg{width:100%;}.kb-row-layout-id56_01c084-2e .kt-row-layout-top-sep svg{fill:var(--global-palette9, #ffffff)!important;}@media all and (max-width: 1024px){.kb-row-layout-id56_01c084-2e > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep{height:px;}}@media all and (max-width: 1024px){.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep svg{width:%;}}@media all and (max-width: 767px){.kb-row-layout-id56_01c084-2e > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep{height:px;}.kb-row-layout-id56_01c084-2e .kt-row-layout-bottom-sep svg{width:%;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id56_01c084-2e alignfull has-theme-palette8-background-color kt-row-has-bg kb-divider-static wp-block-kadence-rowlayout\"><div class=\"kt-row-layout-top-sep kt-row-sep-type-sltl\"><svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"><path d=\"M1000,0l-1000,100l1000,0l0,-100Z\" \/><\/svg><\/div><div class=\"kt-row-layout-bottom-sep kt-row-sep-type-sltl\"><svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"><path d=\"M1000,0l-1000,100l1000,0l0,-100Z\" \/><\/svg><\/div><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column56_402e3d-2f > .kt-inside-inner-col,.kadence-column56_402e3d-2f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column56_402e3d-2f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column56_402e3d-2f > .kt-inside-inner-col{flex-direction:column;}.kadence-column56_402e3d-2f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column56_402e3d-2f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column56_402e3d-2f{position:relative;}@media all and (max-width: 1024px){.kadence-column56_402e3d-2f > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column56_402e3d-2f > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column56_402e3d-2f\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Resumo<\/h2>\n\n\n\n<p>Atualmente, a execu\u00e7\u00e3o de algoritmos de aprendizado de m\u00e1quina \u00e9 tipicamente em lote, offline e centralizada. O gerenciamento de redes e seus servi\u00e7os requer execu\u00e7\u00e3o em massa de dados distribu\u00eddos e em tempo real. Em diversas situa\u00e7\u00f5es, a validade tempo real dos dados gerados \u00e9 limitada, demandando a redu\u00e7\u00e3o da lat\u00eacia na comunica\u00e7\u00e3o e processamento. Ademais, a transmiss\u00e3o de dados em ambiente distribu\u00eddo est\u00e1 sujeita qualidade dos canais de comunica\u00e7\u00e3o, ao congestionamento da rede e energia dispon\u00edvel nos dispositivos m\u00f3veis. Tais restri\u00e7\u00f5es demandam solu\u00e7\u00f5es basedas em Intelig\u00eacia Artificial Distribu\u00edda (DAI), o que vai muito al\u00e9m da execu\u00e7\u00e3o tradicional de algoritmos de aprendizado de m\u00e1quina. Uma forte restri\u00e7\u00e3o adicional decorre da ado\u00e7\u00e3o da nova Lei Geral de Prote\u00e7\u00e3o de Dados &#8211; LGPD. A restri\u00e7\u00e3o de privacidade de dados \u00e9 endere\u00e7ada pela t\u00e9cnica de aprendizado federado. O grande n\u00famero de dispositivos conectados Internet das Coisas exige a manipula\u00e7\u00e3o de um alto volume de dados gerados por milhares de sensores, requerendo solu\u00e7\u00f5es que atendam requisitos de escalabilidade, distribui\u00e7\u00e3o geogr\u00e1fica, mobilidade, heterogeneidade, seguran\u00e7a e privacidade.<\/p>\n\n\n\n<p>A aloca\u00e7\u00e3o adaptativa e a orquestra\u00e7\u00e3o de recursos s\u00e3o desafios a serem superados em redes IoT de larga escala com milhares de sensores. A integra\u00e7\u00e3o de IoT e IA possibilita a constru\u00e7\u00e3o de diversos sistemas inteligentes, tais como os das cidades inteligentes, sistemas inteligentes de sa\u00fade e de energia. Al\u00e9m dos desafios t\u00edpicos de IoT, solu\u00e7\u00f5ess devem considerar a varia\u00e7\u00e3o din\u00e2mica de diferentes demandas. A predi\u00e7\u00e3o de demanda \u00e9 crucial para sistemas adaptativos. DAI desempenhar um papel cr\u00edtico na realiza\u00e7\u00e3oo de redes 6G e suas aplica\u00e7\u00f5es. Existem diversas maneiras pelas quais a IA pode ser usado em 6G, incluindo o uso convencional de IA para anal\u00edtica prescritiva, preditiva, diagn\u00f3tica e descritiva. A an\u00e1lise prescritiva pode ser usada para tomar decis\u00f5es ou previs\u00f5es relacionadas IA de borda, como posicionamento de cache, migra\u00e7\u00e3o de modelos de IA, escalonamento de fatias de rede din\u00e2mica e adaptativamente e suas cadeias de fun\u00e7\u00f5es de servi\u00e7o, bem como aloca\u00e7\u00e3o autom\u00e1tica de recursos (por exemplo, espectro, nuvem e backhaul).<\/p>\n\n\n\n<p>A an\u00e1lise preditiva ajuda a prever o futuro a partir de dados adquiridos em tempo real para eventos como disponibilidade de recursos, comportamento do usu\u00e1rio, localiza\u00e7\u00e3o do usu\u00e1rio e padr\u00f5es de tr\u00e1fego, para alterar a rede proativamente. A\u00e7\u00f5es proativas podem ajustar a aloca\u00e7\u00e3o de recursos, instancia\u00e7\u00e3o de solu\u00e7\u00f5es de seguran\u00e7a, pr\u00e9-migra\u00e7\u00e3o de servi\u00e7os na borda. A an\u00e1lise de diagn\u00f3stico refere-se a detec\u00e7\u00e3o de falhas na rede e anomalias. O presente projeto de pesquisa pretende investigar solu\u00e7\u00f5es inteligentes para redes de comunica\u00e7\u00e3o e IoT baseada em DAI, solu\u00e7\u00f5es para a aloca\u00e7\u00e3o e orquestra\u00e7\u00e3o de recursos distribu\u00eddos, para o gerenciamento da infraestrutura e a provis\u00e3o de servi\u00e7os inteligentes.<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id56_84956c-5a > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id56_84956c-5a > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id56_84956c-5a > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-5xl, 10rem);padding-bottom:var(--global-kb-spacing-5xl, 10rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_84956c-5a > .kt-row-layout-overlay{opacity:0.30;}.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep{height:100px;}.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep svg{width:100%;}.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep svg{fill:var(--global-palette9, #ffffff)!important;}.kb-row-layout-id56_84956c-5a .kt-row-layout-top-sep{height:100px;}.kb-row-layout-id56_84956c-5a .kt-row-layout-top-sep svg{width:100%;}.kb-row-layout-id56_84956c-5a .kt-row-layout-top-sep svg{fill:var(--global-palette9, #ffffff)!important;}@media all and (max-width: 1024px){.kb-row-layout-id56_84956c-5a > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep{height:px;}}@media all and (max-width: 1024px){.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep svg{width:%;}}@media all and (max-width: 767px){.kb-row-layout-id56_84956c-5a > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep{height:px;}.kb-row-layout-id56_84956c-5a .kt-row-layout-bottom-sep svg{width:%;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id56_84956c-5a alignfull has-theme-palette8-background-color kt-row-has-bg kb-divider-static wp-block-kadence-rowlayout\"><div class=\"kt-row-layout-top-sep kt-row-sep-type-sltl\"><svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"><path d=\"M1000,0l-1000,100l1000,0l0,-100Z\" \/><\/svg><\/div><div class=\"kt-row-layout-bottom-sep kt-row-sep-type-sltl\"><svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"><path d=\"M1000,0l-1000,100l1000,0l0,-100Z\" \/><\/svg><\/div><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column56_8d3ebd-19 > .kt-inside-inner-col,.kadence-column56_8d3ebd-19 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column56_8d3ebd-19 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column56_8d3ebd-19 > .kt-inside-inner-col{flex-direction:column;}.kadence-column56_8d3ebd-19 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column56_8d3ebd-19 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column56_8d3ebd-19{position:relative;}@media all and (max-width: 1024px){.kadence-column56_8d3ebd-19 > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column56_8d3ebd-19 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column56_8d3ebd-19\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Objetivos<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Objetivo Geral<\/h3>\n\n\n\n<p>O presente projeto de pesquisa tem como objetivo o desenvolvimento de arquiteturas, algoritmos, mecanismos e ferramentas para dotar de intelig\u00eancia distribu\u00edda o gerenciamento da infraestrutura e dos servi\u00e7os inteligentes em IoT e em redes de comunica\u00e7\u00e3o.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"objetivos-espec\u00edficos\">Objetivos Espec\u00edficos<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Introduzir intelig\u00eancia distribu\u00edda e avaliar a sua efici\u00eancia para o gerenciamento e provis\u00e3o de infraestrutura e servi\u00e7os inteligentes na Internet das Coisas.<\/li>\n\n\n\n<li>Introduzir intelig\u00eancia distribu\u00edda e avaliar a sua efici\u00eancia para o gerenciamento e provis\u00e3o de infraestrutura e servi\u00e7os inteligentes nas redes de comunica\u00e7\u00e3o.<\/li>\n<\/ol>\n\n\n\n<p>Apesar de intensa investiga\u00e7\u00e3o recente do uso de IA para o provisionamento de intelig\u00eancia em redes de comunica\u00e7\u00e3o e servi\u00e7os, o gerenciamento de redes servi\u00e7os baseado em IA est\u00e1 em fase inicial. In\u00fameros desafios existem para que esse novo arcabou\u00e7o te\u00f3rico de gerenciamento possa ser consolidado e largamente adotado em diferentes tecnologias. Assim sendo, o presente projeto de pesquisa visa introduzir e entender a efetividade de IA no gerenciamento de redes, IoT e servi\u00e7os. O escopo do presente projeto n\u00e3o engloba a integra\u00e7\u00e3o de diferentes tecnologias de redes e nem objetiva a gera\u00e7\u00e3o de um \u00fanico produto; almeja, sim, o avan\u00e7o do conhecimento do estado da arte, produ\u00e7\u00e3o cient\u00edfica relevante e forma\u00e7\u00e3o de pessoal altamente qualificado na \u00e1rea.<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id56_528a0a-6c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id56_528a0a-6c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id56_528a0a-6c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-lg, 4rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxl, 5rem);padding-bottom:var(--global-kb-spacing-xxl, 5rem);grid-template-columns:repeat(2, minmax(0, 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