{"id":1077,"date":"2019-03-07T19:07:05","date_gmt":"2019-03-07T22:07:05","guid":{"rendered":"https:\/\/sbia.org.br\/lnlm\/?page_id=1077"},"modified":"2019-03-07T19:07:05","modified_gmt":"2019-03-07T22:07:05","slug":"vol15-no1-art1","status":"publish","type":"page","link":"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/","title":{"rendered":"FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL"},"content":{"rendered":"<p><strong>T\u00edtulo:<\/strong> FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL<\/p>\n<p><strong>Autor:<\/strong> Jos\u00e9 Maria Pires de Menezes J\u00fanior<\/p>\n<p align=\"justify\"><strong>Resumo:<\/strong> O presente artigo tem por objetivo primeiro apresentar ao leitor iniciante conceitos fundamentais para an\u00e1lise e caracteriza\u00e7\u00e3o de sistemas din\u00e2micos de tempo discreto,\u00a0em particular os chamados sistemas ca\u00f3ticos. A tarefa alvo do artigo\u00a0\u00e9 a reconstru\u00e7\u00e3o de atratores estranhos a partir do Teorema de Takens, de modo que ser\u00e3o apresentados t\u00e9cnicas para estima\u00e7\u00e3o da\u00a0dimens\u00e3o e do atraso de imers\u00e3o. Em seguida, uma caracteriza\u00e7\u00e3o de sistemas ca\u00f3ticos\u00a0\u00e9 introduzida a partir da identifica\u00e7\u00e3o das\u00a0propriedades elementares deste tipo de sistema din\u00e2mico, tais como ser limitado em amplitude, n\u00e3o linearidade, previsibilidade e elevada sensibilidade \u00e0s condi\u00e7\u00f5es iniciais . O tutorial\u00a0\u00e9 ricamente ilustrado com exemplos e discuss\u00f5es.<\/p>\n<p>Palavras-chave: Sistemas ca\u00f3ticos de tempo discreto, Reconstru\u00e7\u00e3o de atratores, Teorema de Takens, Sensibilidade \u00e0s condi\u00e7\u00f5es iniciais, Determinismo<\/p>\n<p><strong>P\u00e1ginas:<\/strong> 12<\/p>\n<p><strong>C\u00f3digo DOI:<\/strong> <a href=\"http:\/\/dx.doi.org\/10.21528\/LNLM-vol15-no1-art1\">10.21528\/LNLM-vol15-no1-art1<\/a><\/p>\n<p><strong>Artigo em PDF:<\/strong> <a href=\"https:\/\/sbia.org.br\/lnlm\/wp-content\/uploads\/sites\/4\/2019\/03\/vol15-no1-art1.pdf\">vol15-no1-art1.pdf<\/a><\/p>\n<p><strong>Arquivo BibTex:<\/strong> <a href=\"https:\/\/sbia.org.br\/lnlm\/wp-content\/uploads\/sites\/4\/2019\/03\/vol15-no1-art1.bib\">vol15-no1-art1.bib<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>T\u00edtulo: FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL Autor: Jos\u00e9 Maria Pires de Menezes J\u00fanior Resumo: O presente artigo tem por objetivo primeiro apresentar ao leitor iniciante conceitos fundamentais para an\u00e1lise e caracteriza\u00e7\u00e3o de sistemas <a href=\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\" class=\"read-more\">Read More &#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":992,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1077","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL - Learning and NonLinear Models<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL - Learning and NonLinear Models\" \/>\n<meta property=\"og:description\" content=\"T\u00edtulo: FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL Autor: Jos\u00e9 Maria Pires de Menezes J\u00fanior Resumo: O presente artigo tem por objetivo primeiro apresentar ao leitor iniciante conceitos fundamentais para an\u00e1lise e caracteriza\u00e7\u00e3o de sistemas Read More ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\" \/>\n<meta property=\"og:site_name\" content=\"Learning and NonLinear Models\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\",\"url\":\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\",\"name\":\"FERRAMENTAS PARA AN\u00c1LISE DE SISTEMAS CA\u00d3TICOS DE TEMPO DISCRETO: UM BREVE TUTORIAL - Learning and NonLinear Models\",\"isPartOf\":{\"@id\":\"https:\/\/sbia.org.br\/lnlm\/#website\"},\"datePublished\":\"2019-03-07T22:07:05+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/vol15-no1\/vol15-no1-art1\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Browse issues\",\"item\":\"https:\/\/sbia.org.br\/lnlm\/publicacoes\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Learning &#038; 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