{"id":2499,"date":"2023-10-18T09:27:54","date_gmt":"2023-10-18T07:27:54","guid":{"rendered":"https:\/\/twinsolar.eu\/?p=2499"},"modified":"2023-10-20T05:48:43","modified_gmt":"2023-10-20T03:48:43","slug":"discover-our-new-publication-on-probabilistic-forecasts","status":"publish","type":"post","link":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/","title":{"rendered":"D\u00e9couvrez notre nouvelle publication sur les pr\u00e9visions probabilistes"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2499\" class=\"elementor elementor-2499\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7db63e74 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7db63e74\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a78e679\" data-id=\"5a78e679\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-48af2c28 elementor-widget elementor-widget-text-editor\" data-id=\"48af2c28\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<!-- wp:heading {\"level\":5} -->\n<h5 class=\"wp-block-heading\">Les partenaires de TwInSolar sont heureux de partager avec vous la derni\u00e8re publication li\u00e9e au projet\u00a0et intitul\u00e9e : \u00ab\u00a0Probabilistic Solar Forecasts as a Binary Event Using a Sky Camera\u00a0\u00bb, publi\u00e9e dans le journal <em>Open Access Energies<\/em>.<\/h5>\n<!-- \/wp:heading --><!-- wp:paragraph -->\n<p>Ecrite par Mathieu David, Josselin Le Gal La Salle, Philippe Lauret (PIMENT, University of La Reunion, France) and Joaqu\u00edn Alonso-Montesinos (Department of Chemistry and Physics, University of Almer\u00eda and CIESOL, Joint Center of the University of Almer\u00eda, Spain), cet article explore les questions suivantes :<\/p>\n<!-- \/wp:paragraph --><!-- wp:media-text {\"mediaId\":2503,\"mediaLink\":\"https:\/\/twinsolar.eu\/?attachment_id=2503\",\"mediaType\":\"image\",\"mediaWidth\":33,\"imageFill\":true} -->\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-image-fill\" style=\"grid-template-columns: 33% auto;\">\n<figure class=\"wp-block-media-text__media\" style=\"background-image: url('https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager.jpg'); background-position: 50% 50%;\"><img fetchpriority=\"high\" decoding=\"async\" width=\"550\" height=\"815\" class=\"wp-image-2503 size-full\" src=\"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager.jpg\" alt=\"\" srcset=\"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager.jpg 550w, https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager-202x300.jpg 202w, https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager-8x12.jpg 8w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/><\/figure>\n<div class=\"wp-block-media-text__content\">\n<p class=\"has-text-align-center\"><em><strong>R\u00e9sum\u00e9 :<\/strong><\/em><\/p>\n<p>Avec l\u2019augmentation rapide des \u00e9nergies solaires, une pr\u00e9vision \u00e0 court terme de haute qualit\u00e9 est n\u00e9cessaire pour int\u00e9grer en douceur leur production dans les r\u00e9seaux \u00e9lectriques. Habituellement, les syst\u00e8mes de pr\u00e9vision pr\u00e9disent l\u2019\u00e9nergie solaire future sous la forme d\u2019une variable continue. Mais pour des applications particuli\u00e8res, telles que les centrales \u00e0 concentration \u00e9quip\u00e9es de dispositifs de suivi de la course du soleil, l'exploitant doit anticiper l'atteinte d'un seuil de rayonnement solaire pour d\u00e9marrer ou arr\u00eater son syst\u00e8me. Dans ce cas, les pr\u00e9visions binaires sont plus pertinentes. De plus, m\u00eame si la plupart des syst\u00e8mes de pr\u00e9vision sont d\u00e9terministes, l\u2019approche probabiliste fournit des informations suppl\u00e9mentaires sur leur incertitude inh\u00e9rente, essentielles \u00e0 la prise de d\u00e9cision. L'objectif de ce travail est de proposer une m\u00e9thodologie pour g\u00e9n\u00e9rer des pr\u00e9visions solaires probabilistes sous forme d'\u00e9v\u00e9nement binaire pour des horizons \u00e0 tr\u00e8s court terme compris entre 1 et 30 min. Parmi les diff\u00e9rentes techniques d\u00e9velopp\u00e9es pour pr\u00e9dire le potentiel solaire dans les prochaines minutes, l\u2019imagerie du ciel est l\u2019une des plus prometteuses. Ainsi, nous proposons dans ce travail de combiner un mod\u00e8le bas\u00e9 sur une cam\u00e9ra du ciel et un mod\u00e8le de choix discret pour pr\u00e9dire la probabilit\u00e9 d'atteindre un seuil d'irradiation adapt\u00e9 aux exploitants de centrales solaires. Deux mod\u00e8les param\u00e9triques \u00e0 choix discrets bien connus, les mod\u00e8les logit et probit, ainsi qu'une technique d'apprentissage automatique, la for\u00eat al\u00e9atoire, ont \u00e9t\u00e9 test\u00e9s pour post-traiter la pr\u00e9vision d\u00e9terministe issues des images du ciel. Les trois mod\u00e8les am\u00e9liorent consid\u00e9rablement la qualit\u00e9 de la pr\u00e9vision d\u00e9terministe originale. Cependant, la for\u00eat al\u00e9atoire donne les meilleurs r\u00e9sultats et fournit surtout des pr\u00e9visions probabilistes fiables.<\/p>\n<\/div>\n<p>\u00a0<\/p>\n<\/div>\n<div class=\"wp-block-spacer\" style=\"height: 51px;\" aria-hidden=\"true\">\n<p><a style=\"background-color: #fec40d; color: #000000; border-radius: 47px 47px 47px 47px; padding: 15px 35px 15px 35px; text-transform: uppercase; font-weight: bold; text-decoration: none;\" href=\"https:\/\/www.mdpi.com\/1996-1073\/16\/20\/7125\">Lire l'article<\/a> \u00a0\u00a0 \u00a0\u00a0 <a style=\"background-color: #fec40d; color: #000000; border-radius: 47px 47px 47px 47px; padding: 15px 35px 15px 35px; text-transform: uppercase; font-weight: bold; text-decoration: none;\" href=\"https:\/\/twinsolar.eu\/fr\/publication-library\/\">Visitez notre biblioth\u00e8que de publications<\/a><\/p>\n<\/div>\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button\">\u00a0<\/div>\n<!-- \/wp:button --><\/div>\n<!-- \/wp:buttons --><!-- wp:spacer {\"height\":\"51px\"} -->\n<div class=\"wp-block-spacer\" style=\"height: 51px;\" aria-hidden=\"true\">\u00a0<\/div>\n<!-- \/wp:spacer -->\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>TwInSolar partners are happy to share with you the latest publication related to the project: &#8220;Probabilistic Solar Forecasts as a Binary Event Using a Sky Camera&#8221;, published in Open Access [&hellip;]<\/p>","protected":false},"author":4,"featured_media":2503,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_tec_requires_first_save":true,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_EventAllDay":false,"_EventTimezone":"","_EventStartDate":"","_EventEndDate":"","_EventStartDateUTC":"","_EventEndDateUTC":"","_EventShowMap":false,"_EventShowMapLink":false,"_EventURL":"","_EventCost":"","_EventCostDescription":"","_EventCurrencySymbol":"","_EventCurrencyCode":"","_EventCurrencyPosition":"","_EventDateTimeSeparator":"","_EventTimeRangeSeparator":"","_EventOrganizerID":[],"_EventVenueID":[],"_OrganizerEmail":"","_OrganizerPhone":"","_OrganizerWebsite":"","_VenueAddress":"","_VenueCity":"","_VenueCountry":"","_VenueProvince":"","_VenueState":"","_VenueZip":"","_VenuePhone":"","_VenueURL":"","_VenueStateProvince":"","_VenueLat":"","_VenueLng":"","_VenueShowMap":false,"_VenueShowMapLink":false,"_tribe_blocks_recurrence_rules":"","_tribe_blocks_recurrence_description":"","_tribe_blocks_recurrence_exclusions":""},"categories":[1],"tags":[],"aioseo_notices":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Discover our new publication on Probabilistic Forecasts - Twinsolar<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Discover our new publication on Probabilistic Forecasts - Twinsolar\" \/>\n<meta property=\"og:description\" content=\"TwInSolar partners are happy to share with you the latest publication related to the project: &#8220;Probabilistic Solar Forecasts as a Binary Event Using a Sky Camera&#8221;, published in Open Access [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\" \/>\n<meta property=\"og:site_name\" content=\"Twinsolar\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-18T07:27:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-20T03:48:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"550\" \/>\n\t<meta property=\"og:image:height\" content=\"815\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Claire HELLY\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@TwInSolar_HE\" \/>\n<meta name=\"twitter:site\" content=\"@TwInSolar_HE\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Claire HELLY\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\"},\"author\":{\"name\":\"Claire HELLY\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/c622c3d621993a144ed9921695b4fc09\"},\"headline\":\"Discover our new publication on Probabilistic Forecasts\",\"datePublished\":\"2023-10-18T07:27:54+00:00\",\"dateModified\":\"2023-10-20T03:48:43+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\"},\"wordCount\":323,\"publisher\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/#organization\"},\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\",\"url\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\",\"name\":\"Discover our new publication on Probabilistic Forecasts - Twinsolar\",\"isPartOf\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/#website\"},\"datePublished\":\"2023-10-18T07:27:54+00:00\",\"dateModified\":\"2023-10-20T03:48:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/twinsolar.eu\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Discover our new publication on Probabilistic Forecasts\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#website\",\"url\":\"https:\/\/twinsolar.eu\/fr\/\",\"name\":\"Twinsolar\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/twinsolar.eu\/fr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#organization\",\"name\":\"Twinsolar\",\"url\":\"https:\/\/twinsolar.eu\/fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/05\/cropped-Favicon-twinsolar.png\",\"contentUrl\":\"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/05\/cropped-Favicon-twinsolar.png\",\"width\":512,\"height\":512,\"caption\":\"Twinsolar\"},\"image\":{\"@id\":\"https:\/\/twinsolar.eu\/fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/twitter.com\/TwInSolar_HE\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/c622c3d621993a144ed9921695b4fc09\",\"name\":\"Claire HELLY\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/35455165139b7f88c26f7fb673a31121?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/35455165139b7f88c26f7fb673a31121?s=96&d=mm&r=g\",\"caption\":\"Claire HELLY\"},\"url\":\"https:\/\/twinsolar.eu\/fr\/author\/claire-hellycrpm-org\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Discover our new publication on Probabilistic Forecasts - Twinsolar","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/","og_locale":"fr_FR","og_type":"article","og_title":"Discover our new publication on Probabilistic Forecasts - Twinsolar","og_description":"TwInSolar partners are happy to share with you the latest publication related to the project: &#8220;Probabilistic Solar Forecasts as a Binary Event Using a Sky Camera&#8221;, published in Open Access [&hellip;]","og_url":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/","og_site_name":"Twinsolar","article_published_time":"2023-10-18T07:27:54+00:00","article_modified_time":"2023-10-20T03:48:43+00:00","og_image":[{"width":550,"height":815,"url":"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/10\/sky-imager.jpg","type":"image\/jpeg"}],"author":"Claire HELLY","twitter_card":"summary_large_image","twitter_creator":"@TwInSolar_HE","twitter_site":"@TwInSolar_HE","twitter_misc":{"\u00c9crit par":"Claire HELLY","Dur\u00e9e de lecture estim\u00e9e":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#article","isPartOf":{"@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/"},"author":{"name":"Claire HELLY","@id":"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/c622c3d621993a144ed9921695b4fc09"},"headline":"Discover our new publication on Probabilistic Forecasts","datePublished":"2023-10-18T07:27:54+00:00","dateModified":"2023-10-20T03:48:43+00:00","mainEntityOfPage":{"@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/"},"wordCount":323,"publisher":{"@id":"https:\/\/twinsolar.eu\/fr\/#organization"},"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/","url":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/","name":"Discover our new publication on Probabilistic Forecasts - Twinsolar","isPartOf":{"@id":"https:\/\/twinsolar.eu\/fr\/#website"},"datePublished":"2023-10-18T07:27:54+00:00","dateModified":"2023-10-20T03:48:43+00:00","breadcrumb":{"@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/twinsolar.eu\/fr\/2023\/10\/18\/discover-our-new-publication-on-probabilistic-forecasts\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/twinsolar.eu\/en\/"},{"@type":"ListItem","position":2,"name":"Discover our new publication on Probabilistic Forecasts"}]},{"@type":"WebSite","@id":"https:\/\/twinsolar.eu\/fr\/#website","url":"https:\/\/twinsolar.eu\/fr\/","name":"Twinsolar","description":"","publisher":{"@id":"https:\/\/twinsolar.eu\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/twinsolar.eu\/fr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/twinsolar.eu\/fr\/#organization","name":"Twinsolar","url":"https:\/\/twinsolar.eu\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/twinsolar.eu\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/05\/cropped-Favicon-twinsolar.png","contentUrl":"https:\/\/twinsolar.eu\/wp-content\/uploads\/2023\/05\/cropped-Favicon-twinsolar.png","width":512,"height":512,"caption":"Twinsolar"},"image":{"@id":"https:\/\/twinsolar.eu\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/twitter.com\/TwInSolar_HE"]},{"@type":"Person","@id":"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/c622c3d621993a144ed9921695b4fc09","name":"Claire HELLY","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/twinsolar.eu\/fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/35455165139b7f88c26f7fb673a31121?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/35455165139b7f88c26f7fb673a31121?s=96&d=mm&r=g","caption":"Claire HELLY"},"url":"https:\/\/twinsolar.eu\/fr\/author\/claire-hellycrpm-org\/"}]}},"_links":{"self":[{"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/posts\/2499"}],"collection":[{"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/comments?post=2499"}],"version-history":[{"count":21,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/posts\/2499\/revisions"}],"predecessor-version":[{"id":2524,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/posts\/2499\/revisions\/2524"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/media\/2503"}],"wp:attachment":[{"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/media?parent=2499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/categories?post=2499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/twinsolar.eu\/fr\/wp-json\/wp\/v2\/tags?post=2499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}