{"id":386,"date":"2016-07-19T09:11:36","date_gmt":"2016-07-19T12:11:36","guid":{"rendered":"http:\/\/apcmode.com\/?page_id=386"},"modified":"2020-07-04T18:04:14","modified_gmt":"2020-07-04T21:04:14","slug":"discretizacao-de-fts","status":"publish","type":"page","link":"https:\/\/apcmode.com\/?page_id=386","title":{"rendered":"Vers\u00e3o discreta da equa\u00e7\u00e3o PID e Filtro digital"},"content":{"rendered":"<table style=\"width: 100%;\" border=\"1\" cellpadding=\"5\">\n<tbody>\n<tr>\n<td><a href=\"https:\/\/apcmode.com\/?page_id=384\">Retorna para t\u00f3pico anterior<\/a><\/td>\n<td><a href=\"https:\/\/apcmode.com\/?page_id=388\">Avan\u00e7a para pr\u00f3ximo t\u00f3pico<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>O c\u00e1lculo da integral e da derivada s\u00f3 \u00e9 definido para sinais cont\u00ednuos no tempo. No caso de sinais digitais, utilizam-se aproxima\u00e7\u00f5es.<\/p>\n<p>Para a a\u00e7\u00e3o integral, uma forma&nbsp;\u00e9 a utiliza\u00e7\u00e3o da <strong>integra\u00e7\u00e3o retangular.<\/strong> Nela, a integral (ou \u00e1rea) entre dois pontos \u00e9 aproximada por um ret\u00e2ngulo, cuja base \u00e9 o tempo de amostragem e a altura \u00e9 o valor do segundo ponto.<\/p>\n<p>No caso da a\u00e7\u00e3o derivativa pode-se aproximar a derivada pela inclina\u00e7\u00e3o de uma reta que liga este ponto ao ponto anterior k-1.<\/p>\n<p>Considere o sinal y(t) e duas amostras realizadas no instante <em>k<\/em> e no instante <em>k-1. <\/em>Utilizando a Integra\u00e7\u00e3o Retangular e a Rela\u00e7\u00e3o de Euller, temos que:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1048\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66.png\" alt=\"Capturar\" width=\"902\" height=\"334\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66.png 902w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-300x111.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-768x284.png 768w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-100x37.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-150x56.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-200x74.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-450x167.png 450w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-600x222.png 600w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-66-900x333.png 900w\" sizes=\"auto, (max-width: 902px) 100vw, 902px\" \/><\/p>\n<p>Aplicando as aproxima\u00e7\u00f5es \u00e0 equa\u00e7\u00e3o de um controlador PID, temos:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1049\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67.png\" alt=\"Capturar\" width=\"796\" height=\"205\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67.png 796w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-300x77.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-768x198.png 768w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-100x26.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-150x39.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-200x52.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-450x116.png 450w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-67-600x155.png 600w\" sizes=\"auto, (max-width: 796px) 100vw, 796px\" \/><\/p>\n<p>Chamamos de <strong>erro de aproxima\u00e7\u00e3o <\/strong>a diferen\u00e7a do valor calculado pela rela\u00e7\u00e3o discreta CO(k) do valor pela equa\u00e7\u00e3o cont\u00ednua CO(t). \u00c9 importante notar que este erro ser\u00e1 menor, quanto menor for o tempo de amostragem , ou seja:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1050\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68.png\" alt=\"Capturar\" width=\"421\" height=\"52\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68.png 542w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68-300x37.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68-100x12.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68-150x19.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68-200x25.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-68-450x56.png 450w\" sizes=\"auto, (max-width: 421px) 100vw, 421px\" \/><\/p>\n<hr>\n<h3><span style=\"color: #993300;\">Filtro Digital<\/span><\/h3>\n<p>Na se\u00e7\u00e3o anterior foi apresentada uma forma de aproximar o c\u00e1lculo de fun\u00e7\u00f5es matem\u00e1ticas din\u00e2micas por meio de equa\u00e7\u00f5es no tempo discreto. Essa mesma aproxima\u00e7\u00e3o (retangular) pode ser estendida para qualquer fun\u00e7\u00e3o de transfer\u00eancia.<\/p>\n<p>No tempo discreto, a din\u00e2mica dos sinais digitais \u00e9 representada por termos atrasados no tempo [y(k-1), y(k-2), &#8230;]. Os p\u00f3los da FT implicam em atrasos na sa\u00edda, onde um atraso de tempo representa uma din\u00e2mica de primeira ordem, dois atrasos de segunda ordem, e assim por diante. J\u00e1 os zeros implicam em atrasos na entrada.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1051\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69.png\" alt=\"Capturar\" width=\"671\" height=\"52\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69.png 895w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-300x23.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-768x59.png 768w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-100x8.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-150x12.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-200x15.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-450x35.png 450w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-69-600x46.png 600w\" sizes=\"auto, (max-width: 671px) 100vw, 671px\" \/><\/p>\n<p>Chamamos esta t\u00e9cnica de \u201cconvers\u00e3o\u201d de uma fun\u00e7\u00e3o din\u00e2mica cont\u00ednua em uma equa\u00e7\u00e3o discreta de <strong>discretiza\u00e7\u00e3o<\/strong>.<\/p>\n<p>Considerando a rela\u00e7\u00e3o <em>Y(s)\/X(x)=G(s)<\/em>, onde <em>X(s)<\/em> representa a entrada, <em>Y(s)<\/em> a sa\u00edda e <em>G(s)<\/em> \u00e9 uma fun\u00e7\u00e3o de transfer\u00eancia qualquer, a discretiza\u00e7\u00e3o de <em>G(s)<\/em> \u00e9 obtida com o seguinte procedimento:<\/p>\n<ol>\n<li><u>Convers\u00e3o do dom\u00ednio <em>S<\/em> para o dom\u00ednio <em>Z<\/em><\/u>: Substituir as fun\u00e7\u00f5es <em>X(s)<\/em> e <em>Y(s)<\/em> respectivamente por <em>X(z)<\/em> e <em>Y(z)<\/em> e substituir cada operador de Laplace <strong><em>s<\/em><\/strong> de &nbsp;pela rela\u00e7\u00e3o:<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1052\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70.png\" alt=\"Capturar\" width=\"417\" height=\"57\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70.png 556w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70-300x41.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70-100x14.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70-150x21.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70-200x27.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-70-450x62.png 450w\" sizes=\"auto, (max-width: 417px) 100vw, 417px\" \/><\/p>\n<ol start=\"2\">\n<li><u>Convers\u00e3o do dom\u00ednio Z para o dom\u00ednio do tempo discreto<\/u>: Essa convers\u00e3o tamb\u00e9m \u00e9 feita de maneira direta, observando as seguintes propriedades:\n<ul>\n<li><em>Y(Z)\u2192y(k)<\/em> &nbsp;valor de &nbsp;na amostra atual<\/li>\n<li><em>Y(Z)\u00d7z<sup>-1<\/sup>\u2192y(k-1)<\/em> &nbsp;valor de &nbsp;na amostra anterior<\/li>\n<li><em>Y(Z)\u00d7z<sup>-2<\/sup>\u2192y(k-2)<\/em> &nbsp;valor de &nbsp;duas amostras anteriores<\/li>\n<li>&#8230;.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p style=\"padding-left: 60px;\">Obs: As mesmas transforma\u00e7\u00f5es devem ser aplicadas \u00e0 vari\u00e1vel <em>X(z)<\/em><\/p>\n<ol start=\"3\">\n<li>Isolar o termo <em>Y(z)<\/em> na equa\u00e7\u00e3o.<\/li>\n<\/ol>\n<p style=\"padding-left: 60px;\">Para exemplificar, considere a fun\u00e7\u00e3o de transfer\u00eancia de um filtro anal\u00f3gico de primeira ordem.<\/p>\n<p style=\"padding-left: 60px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1053\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71.png\" alt=\"Capturar\" width=\"255\" height=\"64\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71.png 367w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71-300x75.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71-100x25.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71-150x38.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-71-200x50.png 200w\" sizes=\"auto, (max-width: 255px) 100vw, 255px\" \/><\/p>\n<p style=\"padding-left: 60px;\">Fazendo a transforma\u00e7\u00e3o para dom\u00ednio \u201c<em>z<\/em>\u201d e multiplicando cruzado, temos:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1054\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72.png\" alt=\"Capturar\" width=\"651\" height=\"75\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72.png 825w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-300x35.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-768x88.png 768w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-100x12.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-150x17.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-200x23.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-450x52.png 450w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-72-600x69.png 600w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/><\/p>\n<p style=\"padding-left: 60px;\">E, fazendo a transforma\u00e7\u00e3o para o&nbsp;dom\u00ednio do tempo discreto e isolando y(k), temos:<\/p>\n<p style=\"padding-left: 60px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1055\" src=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73.png\" alt=\"Capturar\" width=\"959\" height=\"224\" srcset=\"https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73.png 959w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-300x70.png 300w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-768x179.png 768w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-100x23.png 100w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-150x35.png 150w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-200x47.png 200w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-450x105.png 450w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-600x140.png 600w, https:\/\/apcmode.com\/wp-content\/uploads\/2016\/07\/Capturar-73-900x210.png 900w\" sizes=\"auto, (max-width: 959px) 100vw, 959px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Retorna para t\u00f3pico anterior Avan\u00e7a para pr\u00f3ximo t\u00f3pico O c\u00e1lculo da integral e da derivada s\u00f3 \u00e9 definido para sinais cont\u00ednuos no tempo. No caso de sinais digitais, utilizam-se aproxima\u00e7\u00f5es. Para a a\u00e7\u00e3o integral, uma forma&nbsp;\u00e9 a utiliza\u00e7\u00e3o da integra\u00e7\u00e3o &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"more-link\" href=\"https:\/\/apcmode.com\/?page_id=386\"> <span class=\"screen-reader-text\">Vers\u00e3o discreta da equa\u00e7\u00e3o PID e Filtro digital<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":380,"menu_order":73,"comment_status":"closed","ping_status":"closed","template":"full-width-page.php","meta":{"footnotes":""},"class_list":["post-386","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/pages\/386","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/apcmode.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=386"}],"version-history":[{"count":2,"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/pages\/386\/revisions"}],"predecessor-version":[{"id":1237,"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/pages\/386\/revisions\/1237"}],"up":[{"embeddable":true,"href":"https:\/\/apcmode.com\/index.php?rest_route=\/wp\/v2\/pages\/380"}],"wp:attachment":[{"href":"https:\/\/apcmode.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=386"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}