{"id":57711,"date":"2025-03-03T09:50:48","date_gmt":"2025-03-03T12:50:48","guid":{"rendered":"https:\/\/coc.ufrj.br\/computer-systems\/"},"modified":"2025-12-23T22:10:14","modified_gmt":"2025-12-24T01:10:14","slug":"computer-systems","status":"publish","type":"page","link":"https:\/\/coc.ufrj.br\/en\/computer-systems\/","title":{"rendered":"Computer Systems"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"57711\" class=\"elementor elementor-57711 elementor-1171\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70944668 e-flex e-con-boxed e-con e-parent\" data-id=\"70944668\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17ed2152 premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"17ed2152\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation_tablet&quot;:&quot;none&quot;,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div class=\"premium-title-container style5\">\r\n\t\t\t<h3 class=\"premium-title-header premium-title-style5\">\r\n\t\t\t\t\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\">\r\n\t\t\t\t\tComputer Systems\t\t\t\t<\/span>\r\n\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<\/h3>\r\n\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bbc3b06 e-flex e-con-boxed e-con e-parent\" data-id=\"4bbc3b06\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-621bf7a6 premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"621bf7a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation_tablet&quot;:&quot;none&quot;,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div class=\"premium-title-container style2\">\r\n\t\t\t<h3 class=\"premium-title-header premium-title-style2\">\r\n\t\t\t\t\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\">\r\n\t\t\t\t\tRepresentative\t\t\t\t<\/span>\r\n\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<\/h3>\r\n\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-555a7783 elementor-widget elementor-widget-wpspeedo_team\" data-id=\"555a7783\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpspeedo_team.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div data-widget-id=\"9\" id=\"wps-widget--team-9\" style=\"visibility: hidden; opacity: 0\" class=\"wps-container wps-widget wps-widget--team wps-team-theme--square-01 wps-team--type-grid wps-team-card-action--single-page wps-team--social-hover-up wps-team--thumbnail-shad\">\n    \n    \n    <div class=\"wps-container--inner\">\n\n                \n        \n            <div class=\"wps-row\">\n\n                \n                                \n                    <div class=\"wps-col wps-widget--item wps-widget--item-908 \">\n                        <div class=\"wpspeedo-team--single\">\n                            <div class=\"wps-team--single-inner\">\n                                \n                                <div class=\"team-member--thumbnail-wrapper wps-team--member-element\"><div class=\"team-member--thumbnail\"><a href=\"https:\/\/coc.ufrj.br\/en\/wps-members\/rogerio-pinto-espindola\/\" class=\"wpspeedo-team--url\" aria-label=\"Read More about Rog\u00e9rio  Pinto Esp\u00edndola.\"><img fetchpriority=\"high\" decoding=\"async\" width=\"574\" height=\"767\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807.png\" class=\"attachment- size- wp-post-image\" alt=\"\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807.png 574w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807-374x500.png 374w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807-225x300.png 225w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807-205x274.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807-480x641.png 480w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/12\/Captura-de-tela-2025-12-08-094807-56x75.png 56w\" sizes=\"(max-width:767px) 480px, 574px\" \/><\/a><\/div><\/div><h3 class=\"wps-team--member-title wps-team--member-element team-member--link\"><a href=\"https:\/\/coc.ufrj.br\/en\/wps-members\/rogerio-pinto-espindola\/\" class=\"wpspeedo-team--url\">Rog\u00e9rio  Pinto Esp\u00edndola<\/a><\/h3><h4 class=\"wps-team--member-desig wps-team--member-element\">Professor Pleno<\/h4><div class=\"wps-team--divider-wrapper wps-team--member-element\"><div class=\"wps-team--divider\"><\/div><\/div>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n\n                    \n                        \n            <\/div>\n\n        \n                \n        <div class=\"wps-team--not-found-wrapper\">\n            <div class=\"wps-team--not-found\">No Results Found<\/div>\n        <\/div>\n\n        \n    <\/div>\n\n        \n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3be8ee22 e-flex e-con-boxed e-con e-parent\" data-id=\"3be8ee22\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1eb97c7 premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"1eb97c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation_tablet&quot;:&quot;none&quot;,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div class=\"premium-title-container style2\">\r\n\t\t\t<h3 class=\"premium-title-header premium-title-style2\">\r\n\t\t\t\t\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\">\r\n\t\t\t\t\tDescription\t\t\t\t<\/span>\r\n\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<\/h3>\r\n\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c984a1f elementor-widget elementor-widget-text-editor\" data-id=\"5c984a1f\" 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>Historically, interest in the area of computing in the CSP began in the 1970s, with the development of numerical methods for analyzing structures. With increasingly complex problems involving, for example, soil-fluid-structure interactions, and with the uncertainties inherent in natural phenomena, research in the field of structures broadened its scope, which fostered the need for other computational resources. In the 1980s, the emergence of parallel and vector computers made it possible to solve more complex problems involving a large number of variables. Computational methods, previously restricted to deterministic solutions, began to deal with uncertainties. From the 1990s onwards, the evolution of algorithms and the increase in computer capacity allowed robust models to be developed from large databases. In recent years, research has focused on extracting knowledge from large collections of documents.     <\/p><p align=\"justify\">Research in the area of Computational Systems focuses on the development of computational models, using computational resources in parallel and distributed environments, databases, graphic visualizations, etc. The main focus of research has been on the development of Computational Intelligence and Data Mining techniques in the modeling of complex systems. The work involves the development of algorithms based on fuzzy logic, neural networks, support vector machines, genetic algorithms and optimization techniques inspired by nature. These techniques have diverse applications in practically all areas of knowledge, which allows the development of projects in conjunction with the other areas of concentration in the PEC and other COPPE programs.   <\/p><p align=\"justify\"><img decoding=\"async\" class=\"size-medium wp-image-2466 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem1.png\" alt=\"\" width=\"265\" height=\"186\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem1.png 265w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem1-205x144.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem1-107x75.png 107w\" sizes=\"(max-width:767px) 265px, 265px\" \/><\/p><p align=\"justify\"><img decoding=\"async\" class=\"size-full wp-image-2465 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem2.png\" alt=\"\" width=\"265\" height=\"186\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem2.png 265w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem2-205x144.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem2-107x75.png 107w\" sizes=\"(max-width:767px) 265px, 265px\" \/><\/p><p align=\"justify\">The work has been carried out in institutional and technological research projects, focused on developing models of complex systems in a variety of applications in the oil industry, the environment, energy, business and others. The applications are not limited to the field of Engineering and the area also works on problems in bioinformatics, remote sensing, ecology, among others, always in cooperation with specialists in these areas. <\/p><p align=\"justify\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-2464 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem3.png\" alt=\"\" width=\"246\" height=\"173\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem3.png 246w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem3-205x144.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem3-107x75.png 107w\" sizes=\"(max-width:767px) 246px, 246px\" \/><\/p><p align=\"justify\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-2463 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem4.png\" alt=\"\" width=\"208\" height=\"201\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem4.png 208w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem4-40x40.png 40w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem4-205x198.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem4-78x75.png 78w\" sizes=\"(max-width:767px) 208px, 208px\" \/><\/p><p align=\"justify\">The impact of the Internet on human development has been compared to the invention of the printing press in terms of the profound technological, economic and social transformations brought about by the dissemination of information on the &#8220;big web&#8221;. In this context, the development of scientific research in the area of computer systems has been oriented towards the extraction of knowledge from collections of documents and methodologies to enhance the generation of knowledge and cooperative networking. <\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-2462 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem5.png\" alt=\"\" width=\"424\" height=\"232\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem5.png 424w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem5-300x164.png 300w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem5-205x112.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem5-137x75.png 137w\" sizes=\"(max-width:767px) 424px, 424px\" \/><\/p><p align=\"justify\">Several research projects are carried out in collaboration with other COPPE programs. The <a href=\"http:\/\/www.coc.ufrj.br\/pt\/component\/content\/?task=blogcategory&amp;id=561&amp;Itemid=172\">Technology Transfer Center<\/a> (NTT) is the PEC laboratory that works specifically in this area, and has a strong interaction with the <a href=\"http:\/\/www.coc.ufrj.br\/pt\/component\/content\/?task=blogcategory&amp;id=559&amp;Itemid=170\">Laboratory of Computational Methods in Engineering<\/a> (LAMCE) and COPPE&#8217;s <a href=\"http:\/\/www.nacad.ufrj.br\/\">High Performance Computing Center<\/a> (NACAD). <\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2461 aligncenter\" src=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-500x226.png\" alt=\"\" width=\"500\" height=\"226\" srcset=\"https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-500x226.png 500w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-300x136.png 300w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-205x93.png 205w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-480x217.png 480w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6-150x68.png 150w, https:\/\/coc.ufrj.br\/wp-content\/uploads\/2025\/03\/Imagem6.png 509w\" sizes=\"(max-width:767px) 480px, 500px\" \/><\/p><p>The figure above shows the analysis of the theses and dissertations of the Civil Engineering Program, showing 7 different areas. In the graph, each node represents a work and the length of the edge between two works is proportional to the similarity. <\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c0490f1 e-flex e-con-boxed e-con e-parent\" data-id=\"4c0490f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-776035f premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"776035f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation_tablet&quot;:&quot;none&quot;,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div class=\"premium-title-container style2\">\r\n\t\t\t<h3 class=\"premium-title-header premium-title-style2\">\r\n\t\t\t\t\r\n\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\">\r\n\t\t\t\t\tLines of Research\t\t\t\t<\/span>\r\n\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<\/h3>\r\n\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b1c235d elementor-widget elementor-widget-n-accordion\" data-id=\"6b1c235d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1790\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1790\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Complexity and Cognition <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1790\" class=\"elementor-element elementor-element-5a0d2a8d e-con-full e-flex e-con e-child\" data-id=\"5a0d2a8d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-527ad901 elementor-widget elementor-widget-text-editor\" data-id=\"527ad901\" 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>This line of research investigates the various aspects of complexity in technological, biological and social systems. It addresses cognitive processes for learning certain systems and solving problems. It uses fractals in physical phenomena, without restricting itself to geometric representations. It develops knowledge transfer models. Research projects aim to integrate different technologies.    <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1791\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1791\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Optimization and Computational Methods Inspired by Nature <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1791\" class=\"elementor-element elementor-element-4a9aadf3 e-con-full e-flex e-con e-child\" data-id=\"4a9aadf3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-532c1bbd elementor-widget elementor-widget-text-editor\" data-id=\"532c1bbd\" 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>Development of optimization algorithms inspired by nature, such as genetic algorithms, swarm intelligence, artificial immune systems, differential evolution, among others. Research projects in this line are aimed at improving algorithms and applications in various areas, including not only complex engineering problems (such as systems for offshore oil production), but also interdisciplinary applications including, for example, computational biology problems (such as protein folding, computational molecular docking and peptide sequencing from mass spectrometry). <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1792\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1792\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Data &amp; Knowledge Models <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1792\" class=\"elementor-element elementor-element-518efad4 e-con-full e-flex e-con e-child\" data-id=\"518efad4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48980483 elementor-widget elementor-widget-text-editor\" data-id=\"48980483\" 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>Development of new computational intelligence algorithms for data mining in various applications. This line of research deals mainly with data models that can be useful for extracting knowledge in complex engineering, bioinformatics and business applications, among others. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1793\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1793\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Analysis of Unstructured Information <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1793\" class=\"elementor-element elementor-element-3430520d e-flex e-con-boxed e-con e-child\" data-id=\"3430520d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-723d4e9 elementor-widget elementor-widget-text-editor\" data-id=\"723d4e9\" 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>Development of algorithms and systems for text and web mining. Research projects in this line address all stages of the text mining process: pre-processing, adaptation of data mining algorithms for text mining applications, visualization, knowledge discovery on the Internet (web mining: navigation, content and link analysis), among others. <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1794\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1794\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Big Data <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1794\" class=\"elementor-element elementor-element-6a41d095 e-flex e-con-boxed e-con e-child\" data-id=\"6a41d095\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-413ea68c elementor-widget elementor-widget-text-editor\" data-id=\"413ea68c\" 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>This line of research aims to aggregate and process large masses of data obtained in real time from various repositories and web-plugged sensors that continuously capture structured and unstructured information in order to generate knowledge and meet the criteria of efficiency and privacy. It is of interest in various fields and activities that need to analyze information from large volumes of data, such as: oil and gas, biology, the environment, meteorology, satellite images, social networks, competitive intelligence, security, the financial market, e-commerce, etc. <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1795\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1795\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Decision Making, Analysis of Uncertainties and Risks <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1795\" class=\"elementor-element elementor-element-39768103 e-flex e-con-boxed e-con e-child\" data-id=\"39768103\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f78684f elementor-widget elementor-widget-text-editor\" data-id=\"5f78684f\" 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>This line of research investigates methods for analyzing uncertainties and risks in various applications. The research projects in this line are aimed at developing new methodologies for analyzing uncertainties in applications in the financial sector, oil and ecology and decision-making processes. <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1796\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"7\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1796\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Computational Modeling of Complex Networks <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1796\" class=\"elementor-element elementor-element-6a7bc47d e-flex e-con-boxed e-con e-child\" data-id=\"6a7bc47d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d72870 elementor-widget elementor-widget-text-editor\" data-id=\"3d72870\" 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>It covers the theory of complex networks and the mathematical formalism of graph theory. Development of new computational intelligence algorithms for various applications. Research projects aim to integrate complex systems modeling technologies.  <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1797\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"8\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1797\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Human Mobility Patterns <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1797\" class=\"elementor-element elementor-element-7a36d3 e-flex e-con-boxed e-con e-child\" data-id=\"7a36d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6fc9d1da elementor-widget elementor-widget-text-editor\" data-id=\"6fc9d1da\" 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>This line of research uses cell phone data in which the record of each call is associated with the geographical coordinates of the antenna that processed the call. Studies show that human movement has a high degree of temporal and spatial regularity. After correcting for differences in distance and the anisotropy inherent in each trajectory, the displacement patterns converge on the same probability distribution, indicating that, despite the great diversity of trajectories, human mobility follows reproducible patterns. In this way, efficient models of urban dynamics can be built for areas such as transportation, the spread of viruses, epidemics, land use and so on.   <\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1798\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"9\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1798\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Scientific Visualization &amp; Virtual Reality <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1798\" class=\"elementor-element elementor-element-7ca68c3a e-flex e-con-boxed e-con e-child\" data-id=\"7ca68c3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-296c777d elementor-widget elementor-widget-text-editor\" data-id=\"296c777d\" 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>Development of systems for visualizing the results of numerical modeling and data mining processes.<\/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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b63085a e-flex e-con-boxed e-con e-parent\" data-id=\"7b63085a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4da7d3dc elementor-widget elementor-widget-spacer\" data-id=\"4da7d3dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Computer Systems Representative Only Admin &#038; Editor can see this link Rog\u00e9rio Pinto Espindola Professor Pleno No Results Found Description Historically, interest in the area of<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-57711","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/pages\/57711","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/comments?post=57711"}],"version-history":[{"count":10,"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/pages\/57711\/revisions"}],"predecessor-version":[{"id":60368,"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/pages\/57711\/revisions\/60368"}],"wp:attachment":[{"href":"https:\/\/coc.ufrj.br\/en\/wp-json\/wp\/v2\/media?parent=57711"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}