{"id":614,"date":"2023-02-22T07:38:58","date_gmt":"2023-02-22T07:38:58","guid":{"rendered":"https:\/\/hygeos.com\/?post_type=avada_portfolio&#038;p=614"},"modified":"2024-11-15T09:46:43","modified_gmt":"2024-11-15T09:46:43","slug":"4msds","status":"publish","type":"avada_portfolio","link":"https:\/\/hygeos.com\/en\/project\/4msds\/","title":{"rendered":"4MSDS"},"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\"><img decoding=\"async\" width=\"300\" height=\"300\" title=\"4MSDS\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS.webp\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS-300x300.webp\" class=\"lazyload img-responsive wp-image-1258 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%27831%27%20height%3D%27832%27%20viewBox%3D%270%200%20831%20832%27%3E%3Crect%20width%3D%27831%27%20height%3D%27832%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS-200x200.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS-400x400.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS-600x601.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS-800x801.webp 800w, https:\/\/hygeos.com\/wp-content\/uploads\/2023\/03\/4MSDS.webp 831w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 300px\" \/><\/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;\">EPS Second Generation \u2013 METimage and 3MI instruments Synthetic Dataset (4M-SDS)<\/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-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Context<\/h2><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-content-alignment:justify;\"><p>Among the <strong>EUMETSAT<\/strong> various activities related to <a href=\"https:\/\/www.eumetsat.int\/metop-sg\" target=\"_blank\" rel=\"noopener\">EPS-SG<\/a>, the timely and efficient processing of the data down-linked from the orbiting platforms is of outstanding importance to the primary users. To this end, it was necessary to simulate realistic data from the observation missions to be embarked upon for EPS-SG. The <a href=\"https:\/\/www.eumetsat.int\/EPSSG-test-data-study\" target=\"_blank\" rel=\"noopener\">4M-SDS project<\/a> concerned the optical missions <strong>METimage<\/strong> and <strong>3MI<\/strong> and the generation of appropriate test data to support the ground processor development. Given the EPS-SG orbit and instrument viewing geometries, top of the atmosphere (TOA) radiances for the full range of representative atmospheric and surface conditions were generated for each instrument.<\/p>\n<p>For this purpose, full orbit propagation was performed based on 3 test orbits derived from EPS orbital parameters. Observation geometries (sensor reference frame) for 3MI and METimage were simulated based on instrument sampling characteristics. Geolocation and sampling geometries were used as input to radiative transfer simulator in which surface and atmosphere (clouds, aerosols, gas) were realistically described based on ancillary information obtained for dates and time of required simulation (among which AVHRR products for clouds, MACC reanalysis for aerosols, ECMWF reanalysis for atmospheric state, MODIS BRDF parameters for land properties). The simulated TOA radiances were generated at level 1b, equivalent to the calibrated and geolocated measurements.<\/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_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-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">HYGEOS Activities<\/h2><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-content-alignment:justify;\"><p>The project was driven by the <a href=\"http:\/\/www-loa.univ-lille1.fr\/\" target=\"_blank\" rel=\"noopener\">Laboratoire d&#8217;Optique Atmosph\u00e9rique<\/a>. <strong>HYGEOS was in charge to develop and run the radiance simulator<\/strong>. The starting point was a set of ancillary data (e.g. cloud optical depth, effective radius and altitude, aerosol optical depth and type, surface BRDF parameters&#8230;) and a set of sun and view geometries. These were provided as geolocated 1b grid. The simulator then (i) read these inputs for each pixel, (ii) run the radiative transfer solving (using the <a href=\"https:\/\/www.icare.univ-lille.fr\/artdeco\/\" target=\"_blank\" rel=\"noopener\">ARTDECO<\/a> package) and (iii) writes the result into a corresponding level 1b grid. The parallelization of that computation was necessary due to the high CPU demand of radiative transfer solvers in absorbing and scattering atmosphere.<\/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-3 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div class=\"fusion-image-element \" style=\"text-align:right;--awb-aspect-ratio: 100 \/ 90;--awb-object-position:24% 48%;--awb-max-width:400px;--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);\"><div style=\"display:inline-block;width:400px;\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"300\" height=\"256\" alt=\"3MI synthetic 865 nm total intensity\" title=\"4MSDS-3MI-865nm\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm.webp\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-300x256.webp\" class=\"lazyload img-responsive wp-image-1387 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27752%27%20height%3D%27642%27%20viewBox%3D%270%200%20752%20642%27%3E%3Crect%20width%3D%27752%27%20height%3D%27642%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-200x171.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-400x341.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-600x512.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm.webp 752w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--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-center fusion-content-layout-row\"><div class=\"fusion-image-element \" style=\"text-align:left;--awb-aspect-ratio: 100 \/ 90;--awb-object-position:24% 50%;--awb-max-width:400px;--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);\"><div style=\"display:inline-block;width:400px;\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"300\" height=\"257\" alt=\"3MI synthetic 865 nm polarized intensity\" title=\"4MSDS-3MI-865nm-polarise\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise.webp\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise-300x257.webp\" class=\"lazyload img-responsive wp-image-1389 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27758%27%20height%3D%27649%27%20viewBox%3D%270%200%20758%20649%27%3E%3Crect%20width%3D%27758%27%20height%3D%27649%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise-200x171.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise-400x342.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise-600x514.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS-3MI-865nm-polarise.webp 758w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-3\"><p style=\"text-align: center;\"><i>3MI synthetic data. Left panel is 865 nm total intensity. The Right panel is 865 nm polarized intensity. G, CB and BS stand for Glitter, Cloud Bow and Back-Scattering, respectively. Contour lines show the scattering angle.<\/i><\/p>\n<\/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-5 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--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-image-element \" style=\"--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-4 hover-type-none\"><img decoding=\"async\" width=\"600\" height=\"600\" alt=\"Animated METimage synthetic data RGB: Red is 670 nm , green is 555 nm and blue is 443 nm.\" title=\"Animated METimage\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27600%27%20viewBox%3D%270%200%20600%20600%27%3E%3Crect%20width%3D%27600%27%20height%3D%27600%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/Animated-METimage.gif\" class=\"lazyload img-responsive wp-image-2839\"\/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-6 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0.98%;--awb-spacing-left-small:0.98%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-4\" style=\"--awb-content-alignment:left;--awb-font-size:14px;\"><p><i>METimage synthetic data RGB. Red is 670 nm , green is 555 nm and blue is 443 nm. One tile appearing corresponds roughtly to 5 minutes observation.<\/i><\/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-7 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--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-center fusion-content-layout-row fusion-flex-align-items-center fusion-content-nowrap\"><div class=\"fusion-image-element \" style=\"text-align:center;--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-5 hover-type-none\"><img decoding=\"async\" width=\"800\" height=\"1600\" alt=\"METimage synthetic data RGB: composite of 670 nm (red), 555 nm (green) and 443 nm (blue).\" title=\"4MSDS_METim_R670nm_G555nm_B443nm\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1.webp\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1.webp\" class=\"lazyload img-responsive wp-image-4090\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%271600%27%20viewBox%3D%270%200%20800%201600%27%3E%3Crect%20width%3D%27800%27%20height%3D%271600%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1-200x400.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1-400x800.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1-600x1200.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R670nm_G555nm_B443nm-1.webp 800w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-8 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.96%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.96%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:1.96%;--awb-spacing-left-medium:1.96%;--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-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element \" style=\"text-align:center;--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-6 hover-type-none\"><img decoding=\"async\" width=\"800\" height=\"1600\" alt=\"METimage synthetic data RGB: composite of 2250 nm (red), 1630 nm (green) and 865 nm (blue).\" title=\"4MSDS_METim_R2250nm_G1630nm_B865nm\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1.webp\" data-orig-src=\"http:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1.webp\" class=\"lazyload img-responsive wp-image-4092\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%271600%27%20viewBox%3D%270%200%20800%201600%27%3E%3Crect%20width%3D%27800%27%20height%3D%271600%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1-200x400.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1-400x800.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1-600x1200.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/4MSDS_METim_R2250nm_G1630nm_B865nm-1.webp 800w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-5\"><p style=\"text-align: center;\"><i>METimage synthetic data RGB. Left panel is a composite of 670 nm (red), 555 nm (green) and 443 nm (blue). The Right panel is a composite of 2250 nm (red), 1630 nm (green) and 865 nm (blue).<\/i><\/p>\n<\/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-9 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:30px;--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%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><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\/support-to-spatial-mission\/\"><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 class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_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: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-10 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-padding-top:28px;--awb-padding-bottom:26px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color5);--awb-bg-color-hover:var(--awb-color5);--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-6\" style=\"--awb-content-alignment:center;--awb-font-size:22px;--awb-line-height:0.8;--awb-text-color:var(--awb-color1);\"><p><strong>Funder :<\/strong> EUMETSAT<\/p>\n<p><strong>Duration :<\/strong> 2013 &#8211; 2017<\/p>\n<p><strong>Contact at HYGEOS : <\/strong><a href=\"https:\/\/hygeos.com\/en\/team\/mcompiegne\/\">Mathieu Compi\u00e8gne<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"portfolio_category":[],"portfolio_skills":[],"portfolio_tags":[],"class_list":["post-614","avada_portfolio","type-avada_portfolio","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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