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<resTitle>Monitoreo nacional del cultivo de musáceas para el año 2023. Escala 1:25:000. Noviembre 2024</resTitle>
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<idAbs>&lt;DIV STYLE="text-align:Left;"&gt;&lt;DIV&gt;&lt;DIV&gt;&lt;P&gt;&lt;SPAN&gt;El gobierno nacional, a través de la Unidad de Planificación Rural Agropecuaria (UPRA), busca promover el uso eficiente del suelo y los recursos naturales mediante el diseño de instrumentos a escalas semidetalladas que identifiquen los suelos con capacidad productiva en el marco del concepto de crecimiento verde (UPRA, 2016). En este contexto, y considerando la importancia del cultivo de Musáceas, siendo el segundo cultivo con mayor área sembrada después del café según la Encuesta Nacional Agropecuaria para el año 2015, se ha implementado un sistema de monitoreo para este cultivo.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN /&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;El desarrollo metodológico de este proyecto contempla el diseño e implementación de un sistema de monitoreo especializado para cultivos de Musáceas a nivel nacional en Colombia. Este sistema se fundamenta en el procesamiento de imágenes satelitales ópticas y de radar, empleando datos de Sentinel 1, Sentinel 2 y otras fuentes relevantes. A través del entrenamiento de algoritmos de clasificación sobre estas imágenes, se busca cuantificar la extensión de los cultivos de musáceas, identificar sus patrones de distribución espacial y detectar cambios en su desarrollo a lo largo del tiempo. La información auxiliar utilizada incluye límites político-administrativos (departamental, municipal y veredal), cartografía básica a escala 1:25.000 y datos complementarios como tipos de suelo, topografía y patrones climáticos, que son factores clave en el desarrollo de estos cultivos. La integración de esta información permitirá generar mapas de cobertura de Musáceas actualizados y monitorear variables como la fenología, el vigor de las plantas y la susceptibilidad a plagas y enfermedades.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt; &lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;Esta capa delimita anualmente el estado productivo del cultivo de Musáceas, utilizando un enfoque basado en monitoreo satelital de coberturas, procesamiento en la nube y algoritmos de inteligencia artificial. Dichas zonas se identifican por presentar alto contenido de biomasa vegetal y vigor foliar, así como dinámicas temporales y geográficas asociadas al manejo agrícola. El objetivo es proporcionar información espacial crítica sobre la ubicación, extensión y cambios en las áreas productivas del cultivo de Musáceas, apoyando así la toma de decisiones y la planificación de políticas agrícolas efectivas.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN /&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;Con lo anterior, se obtiene como producto final una capa geográfica de tipo polígono del monitoreo del cultivo de Musáceas a nivel nacional para el año 2023, que contiene información de ubicación municipal y departamental.&lt;/SPAN&gt;&lt;/P&gt;&lt;/DIV&gt;&lt;/DIV&gt;&lt;/DIV&gt;</idAbs>
<idPurp>El objetivo del producto es reportar la delimitación de áreas productivas de Musáceas para el año 2023, generado a partir de análisis de imágenes satelitales y procesamiento en la nube a nivel del territorio continental. Esta herramienta geoespacial permite visualizar la distribución, extensión y dinámicas de los cultivos, aportando información crucial para la toma de decisiones en el sector.</idPurp>
<idCredit>Agencia Espacial Europea. (2023). Imagen satelital de Sentinel-1 sobre Colombia, resolución de 10-20m.
Agencia Espacial Europea. (2023). Imagen satelital de Sentinel-2 sobre Colombia, resolución de 10-60m.
Instituto Geográfico Agustín Codazzi (IGAC). (2012). Cartografía básica, escala 1:100.000.
Norwegian International Climate and Forest Initiative (NICFI). (2023). Imagen satelital de Planet sobre Colombia, resolución de 4.7m.
Unidad de Planificación Rural Agropecuaria (UPRA). (2024). Monitoreo del cultivo de musáceas a nivel nacional del año 2023. Escala 1:25:000. </idCredit>
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<useLimit>&lt;DIV STYLE="text-align:Left;"&gt;&lt;DIV&gt;&lt;DIV&gt;&lt;P&gt;&lt;SPAN&gt;Este producto es público para cualquier usuario y no posee información clasificada o reservada, permitiendo su uso sin ir en contravía de la normatividad legal vigente. Para su uso se debe citar la fuente UPRA, esto en observancia de la normatividad de Derechos de Autor. Clasificación de la información: Información Pública de uso externo.&lt;/SPAN&gt;&lt;/P&gt;&lt;/DIV&gt;&lt;/DIV&gt;&lt;/DIV&gt;</useLimit>
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<statement>Para obtener el monitoreo de esta cadena productiva se ejecutaron los siguientes pasos:
1. Preparación de los datos: Se realiza un mosaico con las imágenes satelitales ópticas y de radar.
2. Obtención de muestras manuales (polígonos): a través de una revisión visual en las zonas con presencia de papa en estado productivo.
3. Entrenamiento: A partir de las muestras se realiza el entrenamiento de modelos, clasificación y empleando Bosques aleatorios (RF), dividiendo las muestras en un 70% en entrenamiento y un 30 % para validación.
4. Obtención de clasificaciones: Obtención las clasificaciones iniciales por zonas a las cuales se les realiza una máscara de cultivo.
5. Cálculos de las métricas de exactitud: Donde se realizan muestras de evaluación para la validación y exactitud (general, de productor y kappa) del modelo.
6. Aplicación de filtrados: Aplicación de filtrados de tipo modal con el fin de mejorar el efecto de sal y pimienta.
7. Exportación de los resultados: (de ráster a vector), para así finalmente cuantificar áreas en hectáreas del cultivo.
8. Entrega: Esta información precede a ser entregada al especialista temático que hace evaluaciones de calidad y exactitud de las capas temáticas, además de organizar la información en Geodatabase para su disposición final.
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<attwidth Sync="TRUE">5</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
<attrdef>Código Dane del municipio </attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl Sync="TRUE">cultivo</attrlabl>
<attalias Sync="TRUE">cultivo</attalias>
<attrtype Sync="TRUE">String</attrtype>
<attwidth Sync="TRUE">50</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
<attrdef>Nombre de la cadena productiva o cultivo que se está monitoreando.</attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl Sync="TRUE">tipo_cultivo</attrlabl>
<attalias Sync="TRUE">tipo_cultivo</attalias>
<attrtype Sync="TRUE">String</attrtype>
<attwidth Sync="TRUE">50</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
<attrdef>Tipo de cultivo según EVAs.</attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl Sync="TRUE">intervalo</attrlabl>
<attalias Sync="TRUE">intervalo</attalias>
<attrtype Sync="TRUE">String</attrtype>
<attwidth Sync="TRUE">50</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
<attrdef>Rango de periodo de tiempo en el que se realiza el monitoreo.</attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl Sync="TRUE">periodo</attrlabl>
<attalias Sync="TRUE">periodo</attalias>
<attrtype Sync="TRUE">String</attrtype>
<attwidth Sync="TRUE">10</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
<attrdef>Año en el que se realiza el monitoreo.</attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl Sync="TRUE">area_ha</attrlabl>
<attalias Sync="TRUE">area_ha</attalias>
<attrtype Sync="TRUE">Double</attrtype>
<attwidth Sync="TRUE">8</attwidth>
<atprecis Sync="TRUE">38</atprecis>
<attscale Sync="TRUE">8</attscale>
<attrdef>Área en hectáreas de los polígonos clasificados.</attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria - UPRA</attrdefs>
</attr>
<attr>
<attrlabl>consecutivo </attrlabl>
<attalias>consecutivo </attalias>
<attrdef>Identificador único de cada registro. </attrdef>
<attrdefs>Unidad de Planificación Rural Agropecuaria – UPRA </attrdefs>
<attrtype>Integer</attrtype>
<attwidth>8</attwidth>
<atprecis Sync="TRUE">10</atprecis>
<attscale Sync="TRUE">0</attscale>
</attr>
<attr>
<attrlabl Sync="TRUE">st_area(shape)</attrlabl>
<attalias Sync="TRUE">st_area(shape)</attalias>
<attrtype Sync="TRUE">Double</attrtype>
<attwidth Sync="TRUE">0</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
</attr>
<attr>
<attrlabl Sync="TRUE">st_length(shape)</attrlabl>
<attalias Sync="TRUE">st_length(shape)</attalias>
<attrtype Sync="TRUE">Double</attrtype>
<attwidth Sync="TRUE">0</attwidth>
<atprecis Sync="TRUE">0</atprecis>
<attscale Sync="TRUE">0</attscale>
</attr>
</detailed>
</eainfo>
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