{"id":10910,"date":"2025-03-01T22:16:29","date_gmt":"2025-03-01T21:16:29","guid":{"rendered":"https:\/\/xcaliburmp.com\/?p=10910"},"modified":"2025-10-17T12:50:09","modified_gmt":"2025-10-17T10:50:09","slug":"gema-generacion-de-mapas-inteligencia-artificial-alta-resolucion-interpretacion-avanzada-de-datos-geologicos","status":"publish","type":"post","link":"https:\/\/xcaliburmp.com\/pt-pt\/gema-generacion-de-mapas-inteligencia-artificial-alta-resolucion-interpretacion-avanzada-de-datos-geologicos\/","title":{"rendered":"GEMA &#8211; Generaci\u00f3n de Mapas de alta resoluci\u00f3n e Interpretaci\u00f3n Avanzada de datos geol\u00f3gicos mediante Inteligencia Artificial"},"content":{"rendered":"\r\n<div id=\"IntroContent-block_6d24d2e4c7491efa1725d019da8ecac6\" class=\"IntroContent\" >\r\n\r\n    <section class=\"intro-content\" id=\"intro-content\">\r\n        <div class=\"container topSection\">\r\n            <div class=\"top \">\r\n                <div class=\"categories\">\r\n                                    <div class=\"category\">Blog \u2013 Analysis and expert opinion<\/div>\r\n                                <\/div>\r\n                <div class=\"other \">\r\n                                            <div class=\"time\">5 MIN. 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>\r\n\r\n    <section class=\"titletext\">\r\n        <h3 class=\"title\"><\/h3>\r\n        <div class=\"description\"><p><strong>Resultados del Proyecto GEMA &#8211; Generaci\u00f3n de Mapas de alta resoluci\u00f3n e Interpretaci\u00f3n Avanzada de datos geol\u00f3gicos mediante Inteligencia Artificial<\/strong><\/p>\n<ul>\n<li>A lo largo de sus 18 meses de ejecuci\u00f3n (agosto 2023 &#8211; febrero 2025), el proyecto <strong>GEMA<\/strong> ha logrado avances significativos en la integraci\u00f3n de inteligencia artificial aplicada a la geof\u00edsica, alcanzando hitos t\u00e9cnicos que aportan valor tanto a la investigaci\u00f3n como a la exploraci\u00f3n aplicada.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8127\" src=\"https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan.webp\" alt=\"Proyecto GEMA \" width=\"1792\" height=\"1024\" srcset=\"https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan.webp 1792w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan-300x171.webp 300w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan-1024x585.webp 1024w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan-768x439.webp 768w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/03\/DALL\u00b7E-2025-03-25-08.59.44-A-refined-and-visually-enhanced-3D-terrain-model-with-highly-detailed-elevation-and-realistic-textures-displayed-on-a-clean-white-background.-The-lan-1536x878.webp 1536w\" sizes=\"auto, (max-width: 1792px) 100vw, 1792px\" \/><\/p>\n<ul>\n<li><strong>Desarrollo de una base de datos internacional<\/strong><\/li>\n<\/ul>\n<p>Como punto de partida, se construy\u00f3 una base de datos geof\u00edsica de alcance internacional, que integra informaci\u00f3n radiom\u00e9trica, magn\u00e9tica, hiperespectral, im\u00e1genes satelitales y modelos digitales del terreno. Esta recopilaci\u00f3n de datos, obtenida en distintas geograf\u00edas y bajo diversas condiciones operativas, ha permitido disponer de un repositorio robusto para entrenamiento y validaci\u00f3n de modelos de inteligencia artificial, asegurando la capacidad de generalizaci\u00f3n de las soluciones desarrolladas.<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>Metodolog\u00edas avanzadas de procesamiento<\/strong><\/li>\n<\/ul>\n<p>El proyecto ha establecido un pipeline reproducible de procesamiento y normalizaci\u00f3n de datos, incluyendo la homogeneizaci\u00f3n de sistemas de referencia espacial (CRS) y la correcci\u00f3n de artefactos comunes en datos magn\u00e9ticos. Estas metodolog\u00edas han reducido de manera sustancial los tiempos de preparaci\u00f3n de datos, mejorando la calidad y trazabilidad de la informaci\u00f3n usada en la modelizaci\u00f3n.<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>Modelos de inteligencia artificial desarrollados<\/strong><\/li>\n<\/ul>\n<ol>\n<li><strong>Correcci\u00f3n de artefactos magn\u00e9ticos (Levelling):<\/strong> se implement\u00f3 un enfoque basado en modelos bayesianos y en interpolaci\u00f3n espacial, dando lugar a un algoritmo capaz de reducir significativamente la necesidad de ajustes manuales. Esta herramienta, desplegada adem\u00e1s como plugin, ha demostrado su utilidad para homogeneizar vuelos aerogeof\u00edsicos de manera m\u00e1s r\u00e1pida y consistente.<\/li>\n<li><strong>Segmentaci\u00f3n autom\u00e1tica de lineamientos:<\/strong> se entrenaron redes neuronales convolucionales (CNN, arquitectura U-Net) para la detecci\u00f3n y trazado de estructuras geol\u00f3gicas en mapas magn\u00e9ticos. Los resultados alcanzaron valores de precisi\u00f3n elevados (con un coeficiente Dice cercano a 0,8 en los conjuntos de entrenamiento), lo que demuestra la capacidad de estas t\u00e9cnicas para automatizar tareas que tradicionalmente requer\u00edan meses de interpretaci\u00f3n manual.<\/li>\n<\/ol>\n<ul>\n<li><strong>Predicci\u00f3n geomagn\u00e9tica para perforaci\u00f3n direccional (IFR2):<\/strong> se desarroll\u00f3 un modelo espacio-temporal (INLA-SPDE) capaz de predecir con alta resoluci\u00f3n las variaciones del campo magn\u00e9tico en zonas de perforaci\u00f3n. Esto ha permitido optimizar la orientaci\u00f3n de pozos y reducir los errores de trayectoria, valid\u00e1ndose incluso frente a eventos geomagn\u00e9ticos espec\u00edficos registrados durante la campa\u00f1a de validaci\u00f3n.<\/li>\n<\/ul>\n<p><strong>Validaci\u00f3n y resultados cuantitativos<\/strong><\/p>\n<p>Los avances se han contrastado mediante procesos de validaci\u00f3n rigurosos:<\/p>\n<ul>\n<li>Los algoritmos de <strong>levelling<\/strong> se compararon frente a datos de vuelos corregidos manualmente, mostrando una alta consistencia espacial y una mejora en los coeficientes de correlaci\u00f3n (R\u00b2).<\/li>\n<li>Los modelos de <strong>lineamientos<\/strong> fueron evaluados con m\u00e9tricas est\u00e1ndar (precisi\u00f3n, recall, F1 y Dice), confirmando su capacidad para generalizar en regiones no incluidas en el entrenamiento.<\/li>\n<li>El modelo de <strong>predicci\u00f3n geomagn\u00e9tica<\/strong> fue validado mediante la comparaci\u00f3n minuto a minuto de los componentes Fx, Fy y Fz frente a estaciones independientes, alcanzando bajos errores medios absolutos (MAE) y anticipando con \u00e9xito episodios de variabilidad magn\u00e9tica.<\/li>\n<\/ul>\n<p><strong>Alcance geogr\u00e1fico de validaci\u00f3n<\/strong><\/p>\n<p>Las metodolog\u00edas fueron probadas en distintos escenarios geol\u00f3gicos internacionales, lo que refuerza su versatilidad. Entre las zonas piloto destacan:<\/p>\n<ul>\n<li><strong>\u00c1frica:<\/strong> Uganda, Rep\u00fablica Democr\u00e1tica del Congo (Katanga), Nigeria.<\/li>\n<li><strong>Europa:<\/strong> Francia, Finlandia y Rusia.<\/li>\n<li><strong>Asia:<\/strong> Kazajist\u00e1n, Mongolia y Turqu\u00eda.<\/li>\n<li><strong>Am\u00e9rica del Norte:<\/strong> Canad\u00e1.<\/li>\n<\/ul>\n<p>Este alcance geogr\u00e1fico evidencia la ambici\u00f3n global del proyecto y garantiza que las herramientas desarrolladas sean aplicables en diferentes contextos geol\u00f3gicos.<\/p>\n<p>El proyecto <strong>GEMA<\/strong> cuenta con un presupuesto total de 1.418.908 \u20ac, de los cuales 1.206.071,80 \u20ac cofinanciado por el fondo Europeo de Desarrollo Regional (FEDER) 2021-2027. Este apoyo ha sido fundamental para el desarrollo de soluciones innovadoras en inteligencia artificial y su aplicaci\u00f3n a la exploraci\u00f3n geof\u00edsica.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\r\n    <\/section>\r\n\r\n<\/div>\n\n\r\n<div id=\"TitleText-block_f2cbf8a3ac9b2a060e51ea370528ca2a\" class=\"TitleText\" >\r\n\r\n    <section class=\"titletext\">\r\n        <h3 class=\"title\"><\/h3>\r\n        <div class=\"description\"><p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-10933 \" src=\"https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/10\/Banda-Logos-1-300x49.png\" alt=\"\" width=\"502\" height=\"82\" srcset=\"https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/10\/Banda-Logos-1-300x49.png 300w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/10\/Banda-Logos-1-1024x167.png 1024w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/10\/Banda-Logos-1-768x125.png 768w, https:\/\/xcaliburmp.com\/wp-content\/uploads\/2025\/10\/Banda-Logos-1-1536x251.png 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