{"id":1302,"date":"2026-06-10T15:24:34","date_gmt":"2026-06-10T13:24:34","guid":{"rendered":"https:\/\/caos.uc3m.es\/optimization-and-planning\/"},"modified":"2026-06-10T15:24:34","modified_gmt":"2026-06-10T13:24:34","slug":"optimization-and-planning","status":"publish","type":"page","link":"https:\/\/caos.uc3m.es\/en\/optimization-and-planning\/","title":{"rendered":"Optimization and Planning"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Header&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; use_background_color_gradient=&#8221;on&#8221; background_color_gradient_stops=&#8221;rgba(0,0,0,0.5) 0%|rgba(0,0,0,0.5) 100%&#8221; background_color_gradient_overlays_image=&#8221;on&#8221; background_image=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/148\/2026\/06\/10132851\/generativestockai-ai-generated-8273245.jpg&#8221; parallax=&#8221;on&#8221; custom_padding=&#8221;8%||8%||true|false&#8221; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; width=&#8221;100%&#8221; max_width=&#8221;2000px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.24.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;3e403966-82a0-43fb-a22a-152a8e6782d1&#8243; header_text_color=&#8221;#FFFFFF&#8221; text_orientation=&#8221;center&#8221; custom_margin=&#8221;||10px||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h1>Optimization and<\/h1>\n<h1>Planning<\/h1>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; min_height=&#8221;111.2px&#8221; custom_margin=&#8221;||||true|false&#8221; custom_padding=&#8221;4%||0%||false|false&#8221; animation_style=&#8221;fade&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_orientation=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: center\">Finding the best solution among millions of possibilities is at the heart of our Optimization and Planning line. At CAOS, we focus on predictive control and the efficient allocation of logistics and business resources. Through evolutionary computation, we automate problem-solving in cases where traditional methods fail due to the enormous complexity of the problem\u2019s ecosystem. Examples include dynamic systems, logistics and route optimization, and problem-solving using evolutionary computation.   <\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; animation_style=&#8221;fade&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_team_member name=&#8221;Control Predictivo&#8221; image_url=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/148\/2026\/06\/10152014\/linea_op_2.png&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; body_font_size=&#8221;16px&#8221; text_orientation=&#8221;center&#8221; link_option_url_new_window=&#8221;on&#8221; border_radii_image=&#8221;on|10px|10px|10px|10px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: center\">Mathematical modeling designed to guide complex systems toward optimal states while adhering to physical and temporal constraints.<\/p>\n<p>[\/et_pb_team_member][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_team_member name=&#8221;Computaci\u00f3n Evolutiva&#8221; image_url=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/148\/2026\/06\/10151927\/linea_op_1.png&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; body_font_size=&#8221;16px&#8221; text_orientation=&#8221;center&#8221; link_option_url_new_window=&#8221;on&#8221; border_radii_image=&#8221;on|10px|10px|10px|10px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Algorithms Inspired by Natural Selection for Solving Extreme Combinatorial Optimization Problems<\/p>\n<p>[\/et_pb_team_member][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_team_member name=&#8221;Optimizaci\u00f3n Empresarial&#8221; image_url=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/148\/2026\/06\/10152222\/linea_op_3-1.png&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_level=&#8221;h3&#8243; body_font_size=&#8221;16px&#8221; text_orientation=&#8221;center&#8221; link_option_url_new_window=&#8221;on&#8221; border_radii_image=&#8221;on|10px|10px|10px|10px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Tools designed to minimize costs and maximize service performance in technology companies<\/p>\n<p>[\/et_pb_team_member][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; animation_style=&#8221;fade&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;146e9892-5ebe-49d4-9f9c-ea008646cce3&#8243; custom_margin=&#8221;||10px||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2 style=\"text-align: center\">Laboratory Milestones<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;0px||0px||false|false&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; custom_margin=&#8221;2%||||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: justify\"><strong>Logistics and Routing<\/strong>: Development of systems that calculate the optimal sequences of actions for fleets of vehicles or robots in warehouses, minimizing time and fuel costs. Applied in various fields, it has an environmental and social impact by reducing pollutant emissions and overall wait times. <\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; custom_margin=&#8221;2%||||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: justify\"><strong>Dynamic Systems<\/strong>: Development of algorithms that can dynamically adjust plans on the fly if an unforeseen event occurs (if a road is blocked due to a traffic accident, the system recalculates the affected logistics operations in milliseconds). The main areas of application are industrial, with a focus on ADAS and recommendation systems. <\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; custom_margin=&#8221;2%||||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: justify\"><strong>Competitive Intelligence<\/strong>: Developing strategic drivers based on a knowledge transfer model. In technology-based companies in the ICT sector (EBT-TIC), this approach enables the analysis of the business environment, the identification of trends, the reduction of uncertainty, and the alignment of R&#038;D&#038;I efforts with actual market needs. <\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; custom_margin=&#8221;2%||||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: justify\">Real-World Technology Transfer: The group maintains active R&#038;D&#038;I agreements and partnerships with leading technology-based companies (such as GAMCO and Sigma Data Services), integrating these algorithms directly into its commercial production environments and facilitating the use of corporate optimization tools.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;0px||0px||false|false&#8221; custom_padding=&#8221;0px||||false|false&#8221; animation_style=&#8221;fade&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;7d01a395-478c-4164-9be2-4e6de4a1c877&#8243; text_font=&#8221;Shippori Mincho|700|||||||&#8221; text_text_color=&#8221;#333333&#8243; text_font_size=&#8221;25px&#8221; text_line_height=&#8221;1.3em&#8221; hover_enabled=&#8221;0&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p style=\"text-align: center\">\u00abWhat does it matter if someone who has been right most of the time makes a few mistakes?\u00bb<br \/>\u2013 Pedro Calder\u00f3n \u2013<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Optimization and PlanningFinding the best solution among millions of possibilities is at the heart of our Optimization and Planning line. At CAOS, we focus on predictive control and the efficient allocation of logistics and business resources. Through evolutionary computation, we automate problem-solving in cases where traditional methods fail due to the enormous complexity of the [&hellip;]<\/p>\n","protected":false},"author":451,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-1302","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/pages\/1302","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/users\/451"}],"replies":[{"embeddable":true,"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/comments?post=1302"}],"version-history":[{"count":0,"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/pages\/1302\/revisions"}],"wp:attachment":[{"href":"https:\/\/caos.uc3m.es\/en\/wp-json\/wp\/v2\/media?parent=1302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}