{"id":8933,"date":"2024-02-27T09:35:20","date_gmt":"2024-02-27T09:35:20","guid":{"rendered":"https:\/\/www.soltel.es\/?p=6015"},"modified":"2025-08-08T09:09:12","modified_gmt":"2025-08-08T09:09:12","slug":"scout-tecnologia-hiperespectral-ia-3","status":"publish","type":"post","link":"https:\/\/www.soltel.es\/en\/scout-tecnologia-hiperespectral-ia-3\/","title":{"rendered":"The combination of hyperspectral technology and AI in the SCOUT project"},"content":{"rendered":"<p>The <strong><em>hyperspectral technology<\/em><\/strong> it is an optical technology that allows the analysis of light reflection across different regions of the electromagnetic spectrum, covering a large number of wavelengths, which can range from near infrared to visible depending on the application, although for most practical applications, it is the infrared bands (Near Infrared, NIR) -770 nm to 2500 nm- that offer the most relevant information in classification and pattern detection tasks.<\/p>\n<p>Thus, hyperspectral signatures allow the identification and characterization of the chemical composition of materials and, in the case of the project <a href=\"https:\/\/www.soltel.es\/en\/scout-proyecto-de-soltel-para-el-cultivo-de-aceituna-de-mesa\/\">SCOUT<\/a>They are used to analyze in the field the specific characteristics of table olives, such as their degree of maturity, in order to optimize the harvest time.<\/p>\n<h2><strong><em>Multispectral signatures in SCOUT<\/em><\/strong><\/h2>\n<p>Using a prototype handheld device designed and developed within the project, capable of being operated by a single person, and equipped with multispectral sensors covering the range of spectral bands relevant to the specific study of table olive characteristics, information is obtained through field sampling. The data obtained comprises spectral signatures in the 400-1000 nm range, which are processed to obtain organoleptic characteristics of the analyzed olives.<\/p>\n<figure id=\"attachment_6016\" aria-describedby=\"caption-attachment-6016\" style=\"width: 880px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6016 size-full\" title=\"Hyperspectral signatures of olives, SCOUT platform\" src=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/firmas-hiperespectrales-aceitunas-scout-e1709026650859.png\" alt=\"Firmas hiperespectrales de aceitunas dentro de un muestreo en campo, disponible en la plataforma SCOUT\" width=\"880\" height=\"447\" srcset=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/firmas-hiperespectrales-aceitunas-scout-e1709026650859.png 880w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/firmas-hiperespectrales-aceitunas-scout-e1709026650859-300x152.png 300w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\" \/><figcaption id=\"caption-attachment-6016\" class=\"wp-caption-text\">Hyperspectral signatures of olives within a field sampling, available on the SCOUT platform<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>The fact that the handheld device developed focuses, after a specific analysis, on those wavelengths that have the greatest correlation with the parameters to be measured of the olive, allows for a drastic reduction in both the size and cost of these devices, while maintaining high functionality.<\/p>\n<p>On the other hand, the SCOUT system has a mobile system that collects multispectral images from a camera mounted on a zip line to provide relevant information from the point of view of the context where the fruit grows, which complements the information about the fruit itself.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong><em>Artificial intelligence<\/em><\/strong><\/h2>\n<p>The information collected by the sensors, both in the handheld and mobile systems, is analyzed from an algorithmic point of view using Artificial Intelligence techniques, which in the case of SCOUT are based on neural networks with deep learning <em>(Deep Learning, DL<\/em>).<\/p>\n<p>In this way, after analyzing the information obtained from the multispectral devices, it will be possible to offer expert assistance to the farmer for optimal decision-making.<\/p>\n<p>The Artificial Intelligence model is responsible for analyzing and classifying the data to obtain variables of interest about the fruit, such as the maturity of the olive or the variety of the same by processing the images captured with a handheld device, or the greenness, density and health of the plantations from the NDVI (greenness index) images obtained with the mobile device.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong><em>Cyber-physical system<\/em><\/strong><\/h2>\n<p>These complex algorithms can be run from a digital platform that also allows both technicians and farmers to access the captured information and the results of the analyses through a web interface and an app.<\/p>\n<p>These interfaces are the visible part of the platform and the part with which the user interacts, thus constituting the link between the user and the SCOUT system.<\/p>\n<p>The web application serves as the primary user interface. Accessed through web browsers, its functions range from data presentation to configuring the business layer, which is crucial for farmers and technicians. This application dynamically interacts with the backend's REST API to retrieve and send information, providing an optimal user experience.<\/p>\n<figure id=\"attachment_6020\" aria-describedby=\"caption-attachment-6020\" style=\"width: 1086px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6020 size-full\" title=\"average maturity index of crops, SCOUT web application.\" src=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-indice-medio-madurez-cultivos-aceituna-1.png\" alt=\"Visualizaci\u00f3n del \u00edndice medio de madurez de los cultivos de aceituna de mesa de diferentes parcelas, en la aplicaci\u00f3n web SCOUT.\" width=\"1086\" height=\"607\" srcset=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-indice-medio-madurez-cultivos-aceituna-1.png 1086w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-indice-medio-madurez-cultivos-aceituna-1-1024x572.png 1024w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-indice-medio-madurez-cultivos-aceituna-1-300x168.png 300w\" sizes=\"auto, (max-width: 1086px) 100vw, 1086px\" \/><figcaption id=\"caption-attachment-6020\" class=\"wp-caption-text\">Visualization of the average maturity index of table olive crops from different plots, in the SCOUT web application.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>As for the mobile application (App), it serves as an auxiliary interface for data querying, but its main purpose is to allow data collection and to communicate the handheld device with the rest of the system through the use of the device's Bluetooth on which it is installed.<\/p>\n<figure id=\"attachment_6022\" aria-describedby=\"caption-attachment-6022\" style=\"width: 1170px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6022 size-full\" title=\"Maturity index referring to the latest scans performed for a crop, App SCOUT\" src=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-estadisticas-indice-madurez-1.png\" alt=\" Estad\u00edsticas sobre \u00edndice de madurez referentes a los \u00faltimos escaneos realizados para un cultivo determinado, disponibles en la App SCOUT\" width=\"1170\" height=\"678\" srcset=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-estadisticas-indice-madurez-1.png 1170w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-estadisticas-indice-madurez-1-1024x593.png 1024w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/scout-estadisticas-indice-madurez-1-300x174.png 300w\" sizes=\"auto, (max-width: 1170px) 100vw, 1170px\" \/><figcaption id=\"caption-attachment-6022\" class=\"wp-caption-text\">Maturity index statistics for the latest scans performed for a given crop are available in the SCOUT App.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><span style=\"color: #999999;\">This project has the financial support of the European Union through the funds <a style=\"color: #999999;\" href=\"https:\/\/next-generation-eu.europa.eu\/index_en\">Next Generation EU<\/a> within the framework of the 2021 call for aid intended for research and development projects in artificial intelligence and other digital technologies and their integration into value chains (C005\/21-ED)<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-6021 size-full\" src=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/fondos-next-generation-eu-redes-1.png\" alt=\"Fondos Next Generation\" width=\"875\" height=\"88\" srcset=\"https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/fondos-next-generation-eu-redes-1.png 875w, https:\/\/www.soltel.es\/wp-content\/uploads\/2024\/02\/fondos-next-generation-eu-redes-1-300x30.png 300w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>La tecnolog\u00eda hiperespectral es una tecnolog\u00eda \u00f3ptica que permite el an\u00e1lisis de la reflexi\u00f3n de la luz a lo largo de diferentes regiones del espectro electromagn\u00e9tico, abarcando un gran n\u00famero de longitudes de onda, que pueden ir desde el infrarrojo cercano hasta el visible en funci\u00f3n de la aplicaci\u00f3n, si bien para la mayor\u00eda de&#8230;<\/p>","protected":false},"author":8,"featured_media":6181,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[138,37,155],"tags":[386,256,197,387,385],"class_list":["post-8933","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-idi","category-ia","tag-firmas-multiespectrales","tag-inteligencia-artificial","tag-scout","tag-sistema-ciberfisico","tag-tecnologia-hiperespectral"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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