{"id":7110,"date":"2019-09-26T16:04:19","date_gmt":"2019-09-26T15:04:19","guid":{"rendered":"http:\/\/smart--grid.net\/?page_id=7110"},"modified":"2024-02-13T13:53:01","modified_gmt":"2024-02-13T12:53:01","slug":"algorithmes-devolution","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/","title":{"rendered":"Algoritmos de evoluci\u00f3n 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7110\" class=\"elementor elementor-7110\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8745971 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8745971\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-28a9fed\" data-id=\"28a9fed\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-164f09e elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"164f09e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/2020\/04\/03\/teorias-y-algoritmos-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Teor\u00edas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-66fb279\" data-id=\"66fb279\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7636fa elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"a7636fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Pagina de inicio<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-825b285\" data-id=\"825b285\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7696638 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"7696638\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/fr.wikipedia.org\/wiki\/Algorithme_%C3%A9volutionniste\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Wiki<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-08cefdb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"08cefdb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4764be7\" data-id=\"4764be7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c2af4e elementor-widget elementor-widget-toggle\" data-id=\"3c2af4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6301\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-6301\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">I. Algoritmo gen\u00e9tico (algoritmos de evoluci\u00f3n)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6301\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-6301\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/algoritmos-geneticos\/\">Algoritmo gen\u00e9tico<\/a>\n<ul>\n<li><a href=\"https:\/\/www.tandfonline.com\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">GENITOR II<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9780080506845500203\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico CHC<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/BFb0056910?error=cookies_not_supported&#038;code=9e052a9e-adbe-4ad0-a4c6-d2827e2d58da\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico del semental<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/programacion-genetica\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Programaci\u00f3n gen\u00e9tica (se abre en una pesta\u00f1a nueva)\">Programaci\u00f3n gen\u00e9tica<\/a>\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9780080948324500246\" target=\"_blank\" rel=\"noopener\">Funciones definidas autom\u00e1ticamente<\/a><\/li>\n<\/ul>\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0020025511003586\" target=\"_blank\" rel=\"noopener\">Programaci\u00f3n gen\u00e9tica de varios pasos<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/evolucion-diferencial-para-el-algoritmo-genetico\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Estrategias de evoluci\u00f3n (se abre en una nueva pesta\u00f1a)\">Estrategias de evoluci\u00f3n<\/a>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/pdf\/1604.00772.pdf\" target=\"_blank\" rel=\"noopener\">Estrategias para cambiar la adaptaci\u00f3n de la matriz de covarianza<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/evolucion-diferencial-para-el-algoritmo-genetico\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Evoluci\u00f3n diferencial (abrir en una pesta\u00f1a nueva)\">Evoluci\u00f3n diferencial<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/programar-la-solucion-para-el-algoritmo-genetico\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Programaci\u00f3n escalable (se abre en una pesta\u00f1a nueva)\">Programaci\u00f3n escalable<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/evolucion-gramatical-para-el-algoritmo-genetico\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Desarrollo gramatical (se abre en una pesta\u00f1a nueva)\">Evoluci\u00f3n gramatical<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/programacion-de-expresion-genica\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Programaci\u00f3n de expresi\u00f3n g\u00e9nica (se abre en una pesta\u00f1a nueva)\">Programaci\u00f3n de expresi\u00f3n gen\u00e9tica<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6302\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-6302\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">II. Sistema de llenado<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6302\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-6302\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/sistema-de-llenado\/\">Sistema de llenado<\/a>\n<ul>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.38.6400\" target=\"_blank\" rel=\"noopener\">SAMUEL<\/a><\/li>\n<li><a href=\"http:\/\/ico2s.org\/data\/papers\/Bacardit2004.pdf\" target=\"_blank\" rel=\"noopener\">GAssist<\/a><\/li>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/download?doi=10.1.1.294.7222&amp;rep=rep1&amp;type=pdf\" target=\"_blank\" rel=\"noopener\">Sistema de clasificaci\u00f3n de aprendizaje mem\u00e9tico de Pittsburgh<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007\/BF00993042.pdf?error=cookies_not_supported&#038;code=f370afcf-af3f-429c-9692-50d82786e591\" target=\"_blank\" rel=\"noopener\">GABIL<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/BFb0056889?error=cookies_not_supported&#038;code=57604239-0505-45e4-8583-bebbc3324b61\" target=\"_blank\" rel=\"noopener\">ZCS al estilo de Michigan<\/a><\/li>\n<li><a href=\"https:\/\/core.ac.uk\/download\/pdf\/22873233.pdf\" target=\"_blank\" rel=\"noopener\">XCS al estilo de Michigan<\/a><\/li>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/download?doi=10.1.1.294.7222&amp;rep=rep1&amp;type=pdf\" target=\"_blank\" rel=\"noopener\">Sistema de clasificador de aprendizaje mem\u00e9tico Michigan<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6303\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-6303\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">III. Algoritmo de clasificaci\u00f3n gen\u00e9tica no dominado<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6303\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-6303\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/algoritmo-genetico-de-ordenacion-no-dominante\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Algoritmo de clasificaci\u00f3n gen\u00e9tica no dominado (se abre en una pesta\u00f1a nueva)\">Algoritmo de clasificaci\u00f3n gen\u00e9tica no dominado<\/a><\/li>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><a href=\"https:\/\/www.cs.cinvestav.mx\/~emooworkgroup\/zitzler04.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmo de optimizaci\u00f3n multiobjetivo escalable<\/a><\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/publication\/220885605_Multiple_Objective_Optimization_with_Vector_Evaluated_Genetic_Algorithms\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico evaluado por vector<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/781913\/\" target=\"_blank\" rel=\"noopener\">Estrategia de evoluci\u00f3n archivada en Pareto<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/350037\/\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico anidado en Pareto<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/algoritmo-pareto-evolutivo-fuerte\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Algoritmo escalable de Pareto fuerte (se abre en una nueva pesta\u00f1a)\">Fuerte algoritmo evolutivo de Pareto<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6304\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-6304\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">IV. Computaci\u00f3n distribuida escalable<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6304\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-6304\"><ul>\n<li><a href=\"https:\/\/www.jmlr.org\/papers\/volume13\/fortin12a\/fortin12a.pdf\" target=\"_blank\" rel=\"noopener\">Computaci\u00f3n distribuida escalable<\/a>\n<ul>\n<li>\u00a0<a href=\"http:\/\/neo.lcc.uma.es\/Articles\/WRH98.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico de poblaciones insulares<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico celular \/ de difusi\u00f3n<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6305\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-6305\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">V. Algoritmo gen\u00e9tico de nicho<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6305\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-6305\"><ul>\n<li><a href=\"http:\/\/www.leg.ufpr.br\/~leonardo\/artigos\/tese_mahfoud.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico de nicho<\/a>\n<ul>\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/Probabilistic-Crowding%3A-Deterministic-Crowding-with-Mengshoel-Goldberg\/6127f404ec3b8b9cf7e93eeae65fe0b5c3cb6768\" target=\"_blank\" rel=\"noopener\">Algoritmo determinista de hacinamiento gen\u00e9tico<\/a><\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/publication\/2754984_Finding_Multimodal_Solutions_Using_Restricted_Tournament_Selection\" target=\"_blank\" rel=\"noopener\">Selecci\u00f3n restringida de torneos<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/735432\/\" target=\"_blank\" rel=\"noopener\">Algoritmo de intercambio de aptitud gen\u00e9tica<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6306\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-6306\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VI. Algoritmo gen\u00e9tico basado en competencias<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6306\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-6306\"><ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-1-4757-3643-4_12?error=cookies_not_supported&#038;code=5f79fe02-7049-47d1-8afe-0155627c893f\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico basado en competencias<\/a>\n<ul>\n<li><a href=\"https:\/\/www.complex-systems.com\/abstracts\/v03_i05_a05\/\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico desordenado<\/a><\/li>\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/Search%2C-polynomial-complexity%2C-and-the-fast-messy-Kargupta\/70bb919eafb5ebbbe3d07a5d9115d26ebd6ecc9d\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico desordenado r\u00e1pido<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/542706\/\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico desordenado para la expresi\u00f3n g\u00e9nica<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/11339380_4?error=cookies_not_supported&#038;code=f6273246-f933-44bb-95dc-33b7ef092ec7\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico de aprendizaje de enlaces<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6307\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-6307\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VII. Otros<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6307\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-6307\"><ul>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/4475427\/\" target=\"_blank\" rel=\"noopener\">Optimizaci\u00f3n basada en biogeograf\u00eda<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00521-013-1433-8?error=cookies_not_supported&#038;code=6df371ae-bb1d-450d-897b-fa911d890c3b\" target=\"_blank\" rel=\"noopener\">Optimizaci\u00f3n de migraciones<\/a><\/li>\n<li><a href=\"https:\/\/www.tandfonline.com\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Algoritmo de salto de rana barajada<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/4425083\/\" target=\"_blank\" rel=\"noopener\">Algoritmo competitivo imperialista<\/a><\/li>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0957417414006952\" target=\"_blank\" rel=\"noopener\">Algoritmo de optimizaci\u00f3n de sepia<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-319-41000-5_4?error=cookies_not_supported&#038;code=941fa6f3-44b1-4ca9-8a8a-f8faebb232a2\" target=\"_blank\" rel=\"noopener\">Algoritmo de duelista<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6308\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-6308\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VIII. Tutoriales<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6308\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-6308\">Contenido del conmutador<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6847d1e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6847d1e0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7ef45c55\" data-id=\"7ef45c55\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79034dbc elementor-widget elementor-widget-text-editor\" data-id=\"79034dbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenido<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Tabla de contenido alternativo\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Palanca<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-devolucion\/#Algorithmes-devolution\" >Algoritmos de evoluci\u00f3n<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithmes-devolution\"><\/span>Algoritmos de evoluci\u00f3n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Los algoritmos evolutivos pertenecen al campo de estudio del c\u00e1lculo evolutivo que se interesa por los m\u00e9todos de c\u00e1lculo inspirados en los procesos y mecanismos de la evoluci\u00f3n biol\u00f3gica. El proceso de evoluci\u00f3n por selecci\u00f3n natural (descendencia con modificaci\u00f3n) fue propuesto por Darwin para tener en cuenta la variedad de vida y su adecuaci\u00f3n (ajuste adaptativo) a su entorno.<\/p>\n<p class=\"has-text-align-justify\">Los mecanismos evolutivos describen c\u00f3mo ocurre realmente a trav\u00e9s de la modificaci\u00f3n y propagaci\u00f3n del material gen\u00e9tico (prote\u00ednas). Estos algoritmos se ocupan de estudiar sistemas inform\u00e1ticos que se asemejan a versiones simplificadas de los procesos y mecanismos para realizar los efectos de estos procesos y mecanismos, es decir, el desarrollo. de sistemas adaptativos.<\/p>\n<p class=\"has-text-align-justify\">Las \u00e1reas adicionales que caen bajo el dominio de la computaci\u00f3n evolutiva son los algoritmos que buscan explotar las propiedades de los campos relacionados de la gen\u00e9tica de poblaciones, la ecolog\u00eda de poblaciones, la biolog\u00eda coevolutiva y la biolog\u00eda del desarrollo.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Los algoritmos de evoluci\u00f3n comparten propiedades de adaptaci\u00f3n a trav\u00e9s de un proceso iterativo que acumula y amplifica variaciones beneficiosas mediante prueba y error. Las soluciones candidatas representan a miembros de una poblaci\u00f3n virtual que se esfuerzan por sobrevivir en un entorno definido por una funci\u00f3n objetiva espec\u00edfica del problema. En cada caso, el proceso evolutivo refina la adaptaci\u00f3n de la poblaci\u00f3n de soluciones candidatas en el medio ambiente, generalmente utilizando sustitutos para los mecanismos evolutivos como la recombinaci\u00f3n gen\u00e9tica y la mutaci\u00f3n.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-9929 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/A-diagram-depicting-main-families-of-evolutionary-algorithms.png\" alt=\"algoritmos de evoluci\u00f3n\" width=\"850\" height=\"415\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/A-diagram-depicting-main-families-of-evolutionary-algorithms.png 850w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/A-diagram-depicting-main-families-of-evolutionary-algorithms-300x146.png 300w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/A-diagram-depicting-main-families-of-evolutionary-algorithms-768x375.png 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/p>\n<p><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Wiki de Teor\u00edas P\u00e1gina Principal I. Algoritmo Gen\u00e9tico (Algoritmos de Evoluci\u00f3n) GENITOR II Algoritmo Gen\u00e9tico CHC Algoritmo Gen\u00e9tico Criadero Algoritmo Gen\u00e9tico Programaci\u00f3n Gen\u00e9tica Funciones Definidas Autom\u00e1ticamente \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7110","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7110","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/comments?post=7110"}],"version-history":[{"count":40,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7110\/revisions"}],"predecessor-version":[{"id":20664,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7110\/revisions\/20664"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/media?parent=7110"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}