{"id":4501,"date":"2024-12-20T12:46:01","date_gmt":"2024-12-20T12:46:01","guid":{"rendered":"https:\/\/hygeos.com\/?p=4501"},"modified":"2025-01-07T16:50:12","modified_gmt":"2025-01-07T16:50:12","slug":"one-year-of-support-to-cnes-missions","status":"publish","type":"post","link":"https:\/\/hygeos.com\/en\/one-year-of-support-to-cnes-missions\/","title":{"rendered":"One year of support to CNES missions"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1224px;margin-left: calc(-2% \/ 2 );margin-right: calc(-2% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_6 1_6 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:16.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.88%;--awb-width-medium:16.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:5.88%;--awb-spacing-left-medium:5.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:102% !important;max-width:102% !important;margin-left: calc(-2% \/ 2 );margin-right: calc(-2% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:0.98%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0.98%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0.98%;--awb-spacing-left-medium:0.98%;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:1.96%;--awb-spacing-left-small:1.96%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-aspect-ratio:1 \/ 1;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none has-aspect-ratio\" style=\"border-radius:15px;\"><img decoding=\"async\" width=\"938\" height=\"492\" title=\"Key_project_milestone\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone.webp\" data-orig-src=\"https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone.webp\" class=\"lazyload img-responsive wp-image-3489 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27938%27%20height%3D%27492%27%20viewBox%3D%270%200%20938%20492%27%3E%3Crect%20width%3D%27938%27%20height%3D%27492%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone-200x105.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone-400x210.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone-600x315.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone-800x420.webp 800w, https:\/\/hygeos.com\/wp-content\/uploads\/Key_project_milestone.webp 938w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 938px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_5_6 5_6 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:83.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.176%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.176%;--awb-width-medium:83.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:1.176%;--awb-spacing-left-medium:1.176%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">One year of support to CNES missions<\/h1><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:102% !important;max-width:102% !important;margin-left: calc(-2% \/ 2 );margin-right: calc(-2% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-color:var(--awb-custom_color_1);--awb-bg-color-hover:var(--awb-custom_color_1);--awb-bg-size:cover;--awb-border-radius:15px 15px 15px 15px;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:0.98%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0.98%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0.98%;--awb-spacing-left-medium:0.98%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\" style=\"--awb-content-alignment:justify;\"><p><a href=\"https:\/\/hygeos.com\/en\/hygeos-supports-cnes-spatial-missions\/\">End of November 2023<\/a>, HYGEOS started number of studies to support CNES in the calibration, validation and data processors development for current and future spatial missions. One year later, many results have been obtained.<\/p>\n<p>In preparation of the <a href=\"https:\/\/trishna.cnes.fr\/en\/\" target=\"_blank\" rel=\"noopener\">TRISHNA mission<\/a> to be launched in 2026:<\/p>\n<ul>\n<li>Masks of cloud probabilities, using the thermal infrared spectral bands of the TRISHNA thermal sensor have been developed. The main cloud mask is a statistic Bayesian mask, similar to the one applied on Sentinel-3 SLSTR images. Others masks have also been developed based upon innovative methods like the artificial intelligence and the machine learning. The Bayesian mask is the prime candidate for further implementation into the Level 2A operational processing chain retrieving Land Surface Temperature, due to its best performances and it more advance maturity. Next steps are the fine-tuning of mask parameters and probability thresholds and the prototyping of the methodology.<\/li>\n<li>The performance of the algorithm <a href=\"https:\/\/www.mdpi.com\/2072-4292\/15\/2\/517\" target=\"_blank\" rel=\"noopener\">DirecTES<\/a>, retrieving the Land Surface Temperature (LST) assuming the state of the atmosphere is known, has been evaluated over land. An improvement of the algorithm (DirecTES V2) has been proposed allowing to retrieve systematically the LST over 100% of the pixels, which is not the case of the original version.<\/li>\n<li>Three approaches have been investigated to retrieve the surface temperature over water. Since they give similar results, the simple inversion of Top-Of-Atmosphere radiances is recommended because it is less processing time consuming than DirecTES.<\/li>\n<li>The software of DirecTES has been updated, especially regarding the update and improvement of the ancillary data (atmospheric coefficients corrected from surface pressure and water vapour content, cloud and water masks, \u2026).<\/li>\n<\/ul>\n<p>A significant upgrade, called SMAC-NEO, of the <a href=\"https:\/\/hygeos.com\/en\/smac\/\">SMAC code<\/a> has been developed. In addition to the algorithmic improvements, like a new calculation of the gaseous absorption, SMAC-NEO includes robust and powerful software enhancements leading to a more generic and automated tool.<\/p>\n<p>A CIMEL CE312 radiometer, installed on the <a href=\"https:\/\/calval.cr.usgs.gov\/apps\/la-crau\" target=\"_blank\" rel=\"noopener\">La Crau calibration site<\/a>, collects in-situ data. The data are processed with an existing prototype. HYGEOS has investigated many options to improve the aerosols characterisation, especially the refractive index, and the estimate of gas content (O<sub>2<\/sub>, H<sub>2<\/sub>O, CH<sub>4<\/sub>, CO<sub>2<\/sub>, O<sub>3<\/sub>). The most promising is the implementation of the <a href=\"https:\/\/www.grasp-open.com\/\" target=\"_blank\" rel=\"noopener\">GRASP-OPEN<\/a> code to exploit the data of a hyperspectral CIMEL instrument currently in development.<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:102% !important;max-width:102% !important;margin-left: calc(-2% \/ 2 );margin-right: calc(-2% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion_builder_column_inner_1_6 1_6 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:16.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.88%;--awb-width-medium:16.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:5.88%;--awb-spacing-left-medium:5.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div style=\"text-align:left;\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-1 fusion-button-span-no fusion-button-default-type\" target=\"_self\" href=\"https:\/\/hygeos.com\/en\/News\/\"><i class=\"fa-arrow-left fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Go back<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Discover the exciting results obtained by HYGEOS in 2024 support activities to CNES missions<\/p>\n","protected":false},"author":2,"featured_media":3489,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-4501","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>One year of support to CNES missions<\/title>\n<meta name=\"description\" content=\"HYGEOS obtained valuable results and proposed promising further development in the various studies performed to support the CNES missions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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