{"id":5071,"date":"2026-10-28T10:27:13","date_gmt":"2026-10-28T10:27:13","guid":{"rendered":"https:\/\/hygeos.com\/?p=5071"},"modified":"2026-10-28T10:30:55","modified_gmt":"2026-10-28T10:30:55","slug":"new-cifre-phd-at-hygeos-ocean-color-retrieval-from-metop-sg","status":"publish","type":"post","link":"https:\/\/hygeos.com\/en\/new-cifre-phd-at-hygeos-ocean-color-retrieval-from-metop-sg\/","title":{"rendered":"New PhD: ocean color retrieval from MetOP-SG"},"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=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;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=\"499\" height=\"332\" title=\"Start-project\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/Start-project.webp\" data-orig-src=\"https:\/\/hygeos.com\/wp-content\/uploads\/Start-project.webp\" class=\"lazyload img-responsive wp-image-3568 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%27499%27%20height%3D%27332%27%20viewBox%3D%270%200%20499%20332%27%3E%3Crect%20width%3D%27499%27%20height%3D%27332%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/Start-project-200x133.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/Start-project-400x266.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/Start-project.webp 499w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 499px\" \/><\/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\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">New PhD: ocean color retrieval from MetOP-SG<\/h1><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;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>HYGEOS and the Laboratoire d\u2019Optique Atmosph\u00e9rique (<a href=\"https:\/\/www.loa.univ-lille.fr\/\" target=\"_blank\" rel=\"noopener\">LOA, University of Lille<\/a>) have launched a new CIFRE PhD, supported by the French <a href=\"https:\/\/www.anrt.asso.fr\/\">Association Nationale de la Recherche et de la Technologie<\/a> (ANRT), to improve the observation of ocean color with Europe\u2019s new MetOp-SG satellites.<\/p>\n<p>The thesis is carried out by Pierre Posson, an <a href=\"https:\/\/www.estaca.fr\/\" target=\"_blank\" rel=\"noopener\">ESTACA<\/a> engineer who completed his final-year internship at HYGEOS. It is supervised by <a href=\"https:\/\/www.loa.univ-lille.fr\/profil\/u\/Jerome_Riedi.html\" target=\"_blank\" rel=\"noopener\">J\u00e9r\u00f4me Riedi (LOA)<\/a> and <a href=\"https:\/\/hygeos.com\/en\/team\/fsteinmetz\/\" target=\"_blank\" rel=\"noopener\">Fran\u00e7ois Steinmetz<\/a> (HYGEOS), under the title: &#8220;<em>Synergistic Atmospheric Corrections for Ocean Color Observation Using Multi-Angular Polarimetry from 3MI and the Spatial Resolution of METimage on Board MetOp-SG&#8221;<\/em>.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Why ocean color matters<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-content-alignment:justify;\"><p>Seen from space, the color of the ocean reveals what the water contains: phytoplankton, sediments and dissolved organic matter. Phytoplankton feeds marine life and helps the ocean absorb CO\u2082. Monitoring it on a global scale is therefore essential to understand the carbon cycle and how the ocean responds to climate change.<\/p>\n<p>Near the coast, these observations also help monitor water quality: river discharge, eutrophication, and algal blooms that can be harmful or toxic.<\/p>\n<p>Satellites do not see the water directly. Between 80% and 95% of the light they measure comes from the atmosphere (molecules and aerosols) and from the sea surface, and the ocean signal is only a few percent of the total. Removing everything else is known as atmospheric correction. HYGEOS is a recognized expert in this field, with its <a href=\"https:\/\/hygeos.com\/en\/polymer\/\">Polymer<\/a> algorithm used to process data from many ocean color sensors.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>State of the art<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-content-alignment:justify;\"><p>The traditional approach estimates aerosols in the near-infrared, where the ocean is assumed to be black, and then extrapolates them to the visible. This assumption breaks down in turbid waters.<\/p>\n<p>More generally, current methods rely only on color, observed from a single viewing angle. Measuring polarization from multiple angles provides independent information: it characterizes aerosols far more precisely and better separates the atmosphere from the ocean. The <a href=\"https:\/\/regards.cnes.fr\/polder\/html\/Polder\/Home.html\" target=\"_blank\" rel=\"noopener\">POLDER and PARASOL missions<\/a>, followed by <a href=\"https:\/\/pace.gsfc.nasa.gov\/\" target=\"_blank\" rel=\"noopener\">NASA\u2019s PACE mission<\/a> in 2024, have demonstrated this.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>A unique opportunity with MetOp-SG<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-content-alignment:justify;\"><p>The European <a href=\"https:\/\/www.eumetsat.int\/metop-sg\" target=\"_blank\" rel=\"noopener\">MetOp-SG platform<\/a>, whose first satellite was launched in August 2025, brings together on a single satellite:<\/p>\n<ul>\n<li>the 3MI multi-angle polarimeter, rich in information but with kilometers-scale resolution;<\/li>\n<li>the METimage imager, with a resolution of 500 m;<\/li>\n<li>the Sentinel-5 spectrometer.<\/li>\n<\/ul>\n<p>These instruments observe the same scene at the same time. The thesis aims to take advantage of this unique synergy: characterize aerosols with the multi-angle polarimetry of 3MI, then retrieve water reflectance at the high resolution of METimage. Sentinel-5 can complement the system by improving the detection of absorbing aerosols and colored dissolved organic matter (CDOM).<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Expected results and first steps<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-content-alignment:justify;\"><p>The thesis will deliver a 3MI-METimage atmospheric correction algorithm, validated on real data and against in situ measurements. It will also quantify the actual benefit of polarization for ocean color.<\/p>\n<p>The first correction studied since the start of the thesis in May 2026 addresses adjacency effects. Light reflected by nearby land contaminates the signal of water pixels close to the coast, and the problem becomes critical at high resolution and in high-contrast scenes. A machine learning correction, applied to simulated METimage scenes in coastal areas, was presented as a poster at <a href=\"https:\/\/oceanopticsconference.org\/\" target=\"_blank\" rel=\"noopener\">Ocean Optics XXVII<\/a> in September (see figure below).<\/p>\n<\/div><\/div><\/div><\/div><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-2 hover-type-none\"><img decoding=\"async\" width=\"1940\" height=\"863\" alt=\"Full coastal scene corrected: 16 \u00d7 48 km - 753 nm. (a) TOA reflectance, (b) adjacency effect to be removed, (c) residual after correction with METimage inputs. (d) residual after correction with METimage+3MI inputs.\" title=\"20261028_Figure_News_These\" src=\"https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These.webp\" data-orig-src=\"https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These.webp\" class=\"lazyload img-responsive wp-image-5078\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271940%27%20height%3D%27863%27%20viewBox%3D%270%200%201940%20863%27%3E%3Crect%20width%3D%271940%27%20height%3D%27863%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These-200x89.webp 200w, https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These-400x178.webp 400w, https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These-600x267.webp 600w, https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These-800x356.webp 800w, https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These-1200x534.webp 1200w, https:\/\/hygeos.com\/wp-content\/uploads\/20261028_Figure_News_These.webp 1940w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1940px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-content-alignment:center;--awb-font-size:14px;\"><p><em>Full coastal scene corrected: 16 \u00d7 48 km &#8211; 753 nm. (a) TOA reflectance, (b) adjacency effect to be removed, (c) residual after correction with METimage inputs. (d) residual after correction with METimage+3MI inputs.<\/em><\/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=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;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>HYGEOS and the Laboratoire d\u2019Optique Atmosph\u00e9rique have launched a new CIFRE PhD, supported by ANRT, to improve the observation of ocean color with Europe\u2019s new MetOp-SG satellites.<\/p>\n","protected":false},"author":2,"featured_media":3568,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[43],"tags":[],"class_list":["post-5071","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hygeos-life"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>New PhD at HYGEOS: ocean color retrieval from MetOP-SG<\/title>\n<meta name=\"description\" content=\"HYGEOS and the LOA have launched a new CIFRE PhD to improve the observation of ocean color with 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