{"id":6245,"date":"2025-12-11T10:44:33","date_gmt":"2025-12-11T10:44:33","guid":{"rendered":"https:\/\/sahelib.atatec-design.com\/index.php\/2025\/12\/11\/systemes-denergie-renouvelable-connectes-controle-et-supervision\/"},"modified":"2025-12-11T11:40:19","modified_gmt":"2025-12-11T11:40:19","slug":"systemes-denergie-renouvelable-connectes-controle-et-supervision","status":"publish","type":"post","link":"https:\/\/sahelib.atatec-design.com\/index.php\/2025\/12\/11\/systemes-denergie-renouvelable-connectes-controle-et-supervision\/","title":{"rendered":"Syst\u00e8mes d&#8217;\u00e9nergie renouvelable connect\u00e9s: contr\u00f4le et supervision"},"content":{"rendered":"<h2>Syst\u00e8mes d&#8217;\u00e9nergie renouvelable connect\u00e9s: contr\u00f4le et supervision<\/h2>\n<p><strong>Auteur(s) :<\/strong> Dr. Imane Ndiaye \u2014 <strong>Date :<\/strong> 2022-05-21 \u2014 <strong>Source :<\/strong> IEEE Xplore<\/p>\n<h2 data-start=\"424\" data-end=\"451\"><strong data-start=\"427\" data-end=\"451\">R\u00e9sum\u00e9 (en fran\u00e7ais)<\/strong><\/h2>\n<p data-start=\"453\" data-end=\"1411\">La transition \u00e9nerg\u00e9tique mondiale vers des sources renouvelables repose sur l\u2019int\u00e9gration efficace de syst\u00e8mes photovolta\u00efques, \u00e9oliens, hydro\u00e9lectriques et autres sources d\u2019\u00e9nergie distribu\u00e9e. La supervision et le contr\u00f4le en temps r\u00e9el de ces syst\u00e8mes connect\u00e9s deviennent essentiels pour garantir la stabilit\u00e9 du r\u00e9seau, optimiser la production et r\u00e9duire les pertes \u00e9nerg\u00e9tiques. Cet article propose une analyse d\u00e9taill\u00e9e des technologies actuelles de contr\u00f4le et de supervision des syst\u00e8mes d\u2019\u00e9nergie renouvelable, en mettant l\u2019accent sur les architectures intelligentes, les r\u00e9seaux de communication, les syst\u00e8mes SCADA et l\u2019int\u00e9gration de l\u2019intelligence artificielle. Une comparaison critique des approches centralis\u00e9es, d\u00e9centralis\u00e9es et hybrides est pr\u00e9sent\u00e9e, ainsi qu\u2019un \u00e9tat de l\u2019art des algorithmes de gestion de l\u2019\u00e9nergie. Enfin, les d\u00e9fis li\u00e9s \u00e0 la cybers\u00e9curit\u00e9, \u00e0 la fiabilit\u00e9 et \u00e0 la standardisation des syst\u00e8mes connect\u00e9s sont discut\u00e9s.<\/p>\n<p data-start=\"1413\" data-end=\"1558\"><strong data-start=\"1413\" data-end=\"1428\">Mots-cl\u00e9s :<\/strong> \u00c9nergie renouvelable, supervision, contr\u00f4le, syst\u00e8mes connect\u00e9s, SCADA, intelligence artificielle, r\u00e9seau \u00e9lectrique intelligent.<\/p>\n<hr data-start=\"1560\" data-end=\"1563\" \/>\n<h2 data-start=\"1565\" data-end=\"1593\"><strong data-start=\"1568\" data-end=\"1593\">Abstract (en anglais)<\/strong><\/h2>\n<p data-start=\"1595\" data-end=\"2433\">The global shift towards renewable energy sources relies heavily on the efficient integration of photovoltaic, wind, hydroelectric, and other distributed energy systems. Real-time supervision and control of these connected systems are essential to ensure grid stability, optimize production, and minimize energy losses. This paper presents a detailed analysis of current technologies for controlling and supervising renewable energy systems, focusing on intelligent architectures, communication networks, SCADA systems, and the integration of artificial intelligence. A critical comparison of centralized, decentralized, and hybrid approaches is provided, along with a state-of-the-art review of energy management algorithms. Challenges related to cybersecurity, reliability, and standardization of connected systems are also discussed.<\/p>\n<p data-start=\"2435\" data-end=\"2551\"><strong data-start=\"2435\" data-end=\"2448\">Keywords:<\/strong> Renewable energy, supervision, control, connected systems, SCADA, artificial intelligence, smart grid.<\/p>\n<hr data-start=\"2553\" data-end=\"2556\" \/>\n<h2 data-start=\"2558\" data-end=\"2577\"><strong data-start=\"2561\" data-end=\"2577\">Introduction<\/strong><\/h2>\n<p data-start=\"2579\" data-end=\"2960\">La croissance rapide de la demande \u00e9nerg\u00e9tique, combin\u00e9e \u00e0 la n\u00e9cessit\u00e9 de r\u00e9duire les \u00e9missions de gaz \u00e0 effet de serre, a conduit \u00e0 une adoption massive des \u00e9nergies renouvelables. L\u2019int\u00e9gration de sources d\u2019\u00e9nergie distribu\u00e9es dans les r\u00e9seaux \u00e9lectriques impose des d\u00e9fis majeurs, notamment en mati\u00e8re de stabilit\u00e9, de pr\u00e9vision de la production, et de maintenance proactive.<\/p>\n<p data-start=\"2962\" data-end=\"3122\">Les syst\u00e8mes d\u2019\u00e9nergie renouvelable connect\u00e9s offrent des solutions avanc\u00e9es pour le contr\u00f4le et la supervision des installations. Ces syst\u00e8mes reposent sur :<\/p>\n<ul data-start=\"3124\" data-end=\"3547\">\n<li data-start=\"3124\" data-end=\"3212\">\n<p data-start=\"3126\" data-end=\"3212\">La collecte et l\u2019analyse en temps r\u00e9el des donn\u00e9es de production et de consommation.<\/p>\n<\/li>\n<li data-start=\"3213\" data-end=\"3303\">\n<p data-start=\"3215\" data-end=\"3303\">L\u2019utilisation de r\u00e9seaux de communication fiables pour la transmission d\u2019informations.<\/p>\n<\/li>\n<li data-start=\"3304\" data-end=\"3427\">\n<p data-start=\"3306\" data-end=\"3427\">L\u2019int\u00e9gration de plateformes SCADA et de logiciels de gestion de l\u2019\u00e9nergie pour optimiser la performance des centrales.<\/p>\n<\/li>\n<li data-start=\"3428\" data-end=\"3547\">\n<p data-start=\"3430\" data-end=\"3547\">L\u2019adoption d\u2019algorithmes intelligents et de m\u00e9thodes d\u2019apprentissage automatique pour la pr\u00e9diction et la r\u00e9gulation.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3549\" data-end=\"3819\">L\u2019objectif de cet article est de pr\u00e9senter un <strong data-start=\"3595\" data-end=\"3659\">\u00e9tat de l\u2019art des technologies de contr\u00f4le et de supervision<\/strong>, d\u2019\u00e9valuer les approches existantes, et de proposer des perspectives pour am\u00e9liorer l\u2019efficacit\u00e9 et la fiabilit\u00e9 des syst\u00e8mes d\u2019\u00e9nergie renouvelable connect\u00e9s.<\/p>\n<hr data-start=\"3821\" data-end=\"3824\" \/>\n<h2 data-start=\"3826\" data-end=\"3846\"><strong data-start=\"3829\" data-end=\"3846\">\u00c9tat de l\u2019art<\/strong><\/h2>\n<h3 data-start=\"3848\" data-end=\"3902\"><strong data-start=\"3852\" data-end=\"3902\">1. Architectures de contr\u00f4le et de supervision<\/strong><\/h3>\n<ul data-start=\"3904\" data-end=\"4452\">\n<li data-start=\"3904\" data-end=\"4134\">\n<p data-start=\"3906\" data-end=\"4134\"><strong data-start=\"3906\" data-end=\"3923\">Centralis\u00e9e :<\/strong> Les donn\u00e9es de tous les g\u00e9n\u00e9rateurs sont transmises \u00e0 un centre de contr\u00f4le unique. Avantages : coordination maximale et contr\u00f4le global. Inconv\u00e9nients : risque de point de d\u00e9faillance unique et co\u00fbts \u00e9lev\u00e9s.<\/p>\n<\/li>\n<li data-start=\"4135\" data-end=\"4333\">\n<p data-start=\"4137\" data-end=\"4333\"><strong data-start=\"4137\" data-end=\"4156\">D\u00e9centralis\u00e9e :<\/strong> Chaque source d\u2019\u00e9nergie poss\u00e8de un contr\u00f4leur local qui communique avec ses voisins. Avantages : r\u00e9silience et modularit\u00e9. Inconv\u00e9nients : complexit\u00e9 de coordination globale.<\/p>\n<\/li>\n<li data-start=\"4334\" data-end=\"4452\">\n<p data-start=\"4336\" data-end=\"4452\"><strong data-start=\"4336\" data-end=\"4349\">Hybride :<\/strong> Combinaison des deux approches, permettant un \u00e9quilibre entre contr\u00f4le centralis\u00e9 et autonomie locale.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"4454\" data-end=\"4489\"><strong data-start=\"4458\" data-end=\"4489\">2. R\u00e9seaux de communication<\/strong><\/h3>\n<p data-start=\"4491\" data-end=\"4550\">Les syst\u00e8mes d\u2019\u00e9nergie renouvelable connect\u00e9s utilisent :<\/p>\n<ul data-start=\"4552\" data-end=\"4781\">\n<li data-start=\"4552\" data-end=\"4611\">\n<p data-start=\"4554\" data-end=\"4611\">R\u00e9seaux c\u00e2bl\u00e9s : Modbus, Profibus, Ethernet industriel.<\/p>\n<\/li>\n<li data-start=\"4612\" data-end=\"4684\">\n<p data-start=\"4614\" data-end=\"4684\">R\u00e9seaux sans fil : Zigbee, LoRaWAN, 5G pour les syst\u00e8mes distribu\u00e9s.<\/p>\n<\/li>\n<li data-start=\"4685\" data-end=\"4781\">\n<p data-start=\"4687\" data-end=\"4781\">Protocoles IoT pour l\u2019interconnexion des microgrids et la collecte de donn\u00e9es en temps r\u00e9el.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"4783\" data-end=\"4832\"><strong data-start=\"4787\" data-end=\"4832\">3. SCADA et syst\u00e8mes de gestion d\u2019\u00e9nergie<\/strong><\/h3>\n<ul data-start=\"4834\" data-end=\"5110\">\n<li data-start=\"4834\" data-end=\"4962\">\n<p data-start=\"4836\" data-end=\"4962\">SCADA (Supervisory Control and Data Acquisition) permet la surveillance et le contr\u00f4le \u00e0 distance des centrales \u00e9lectriques.<\/p>\n<\/li>\n<li data-start=\"4963\" data-end=\"5110\">\n<p data-start=\"4965\" data-end=\"5110\">Les EMS (Energy Management Systems) int\u00e8grent l\u2019optimisation de la production, la pr\u00e9vision des charges et la r\u00e9gulation des flux \u00e9nerg\u00e9tiques.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5112\" data-end=\"5175\"><strong data-start=\"5116\" data-end=\"5175\">4. Intelligence artificielle et algorithmes de contr\u00f4le<\/strong><\/h3>\n<ul data-start=\"5177\" data-end=\"5490\">\n<li data-start=\"5177\" data-end=\"5273\">\n<p data-start=\"5179\" data-end=\"5273\">Utilisation de <strong data-start=\"5194\" data-end=\"5215\">r\u00e9seaux neuronaux<\/strong> pour la pr\u00e9vision de la production solaire et \u00e9olienne.<\/p>\n<\/li>\n<li data-start=\"5274\" data-end=\"5378\">\n<p data-start=\"5276\" data-end=\"5378\">Algorithmes d\u2019<strong data-start=\"5290\" data-end=\"5322\">optimisation multi-objectifs<\/strong> pour maximiser la production et minimiser les pertes.<\/p>\n<\/li>\n<li data-start=\"5379\" data-end=\"5490\">\n<p data-start=\"5381\" data-end=\"5490\"><strong data-start=\"5381\" data-end=\"5426\">Contr\u00f4le pr\u00e9dictif bas\u00e9 sur mod\u00e8les (MPC)<\/strong> pour g\u00e9rer les variations rapides de charge et de production.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"5492\" data-end=\"5495\" \/>\n<h2 data-start=\"5497\" data-end=\"5523\"><strong data-start=\"5500\" data-end=\"5523\">Analyse comparative<\/strong><\/h2>\n<div class=\"TyagGW_tableContainer\">\n<div class=\"group TyagGW_tableWrapper flex w-fit flex-col-reverse\" tabindex=\"-1\">\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"5525\" data-end=\"6063\">\n<thead data-start=\"5525\" data-end=\"5589\">\n<tr data-start=\"5525\" data-end=\"5589\">\n<th data-start=\"5525\" data-end=\"5536\" data-col-size=\"sm\">Approche<\/th>\n<th data-start=\"5536\" data-end=\"5548\" data-col-size=\"md\">Avantages<\/th>\n<th data-start=\"5548\" data-end=\"5564\" data-col-size=\"sm\">Inconv\u00e9nients<\/th>\n<th data-start=\"5564\" data-end=\"5589\" data-col-size=\"md\">Applications typiques<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"5653\" data-end=\"6063\">\n<tr data-start=\"5653\" data-end=\"5794\">\n<td data-start=\"5653\" data-end=\"5667\" data-col-size=\"sm\">Centralis\u00e9e<\/td>\n<td data-start=\"5667\" data-end=\"5709\" data-col-size=\"md\">Contr\u00f4le global, meilleure coordination<\/td>\n<td data-start=\"5709\" data-end=\"5751\" data-col-size=\"sm\">Co\u00fbt \u00e9lev\u00e9, point unique de d\u00e9faillance<\/td>\n<td data-start=\"5751\" data-end=\"5794\" data-col-size=\"md\">Grandes centrales solaires ou \u00e9oliennes<\/td>\n<\/tr>\n<tr data-start=\"5795\" data-end=\"5928\">\n<td data-start=\"5795\" data-end=\"5811\" data-col-size=\"sm\">D\u00e9centralis\u00e9e<\/td>\n<td data-start=\"5811\" data-end=\"5854\" data-col-size=\"md\">R\u00e9silience, modularit\u00e9, autonomie locale<\/td>\n<td data-start=\"5854\" data-end=\"5887\" data-col-size=\"sm\">Coordination globale difficile<\/td>\n<td data-start=\"5887\" data-end=\"5928\" data-col-size=\"md\">Microgrids, installations distribu\u00e9es<\/td>\n<\/tr>\n<tr data-start=\"5929\" data-end=\"6063\">\n<td data-start=\"5929\" data-end=\"5939\" data-col-size=\"sm\">Hybride<\/td>\n<td data-start=\"5939\" data-end=\"5986\" data-col-size=\"md\">\u00c9quilibre entre contr\u00f4le global et autonomie<\/td>\n<td data-start=\"5986\" data-end=\"6016\" data-col-size=\"sm\">Complexit\u00e9 d\u2019impl\u00e9mentation<\/td>\n<td data-start=\"6016\" data-end=\"6063\" data-col-size=\"md\">R\u00e9seaux intelligents int\u00e9gr\u00e9s (smart grids)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<hr data-start=\"6065\" data-end=\"6068\" \/>\n<h2 data-start=\"6070\" data-end=\"6098\"><strong data-start=\"6073\" data-end=\"6098\">D\u00e9fis et perspectives<\/strong><\/h2>\n<ul data-start=\"6100\" data-end=\"6743\">\n<li data-start=\"6100\" data-end=\"6256\">\n<p data-start=\"6102\" data-end=\"6256\"><strong data-start=\"6102\" data-end=\"6121\">Cybers\u00e9curit\u00e9 :<\/strong> Les syst\u00e8mes connect\u00e9s sont vuln\u00e9rables aux cyberattaques ; une s\u00e9curisation des communications et des protocoles est indispensable.<\/p>\n<\/li>\n<li data-start=\"6257\" data-end=\"6394\">\n<p data-start=\"6259\" data-end=\"6394\"><strong data-start=\"6259\" data-end=\"6288\">Fiabilit\u00e9 et redondance :<\/strong> L\u2019impl\u00e9mentation de contr\u00f4les redondants pour les microgrids et les centrales distribu\u00e9es est cruciale.<\/p>\n<\/li>\n<li data-start=\"6395\" data-end=\"6563\">\n<p data-start=\"6397\" data-end=\"6563\"><strong data-start=\"6397\" data-end=\"6438\">Standardisation et interop\u00e9rabilit\u00e9 :<\/strong> Le manque de normes communes pour les protocoles de communication et les interfaces logicielle peut freiner l\u2019int\u00e9gration.<\/p>\n<\/li>\n<li data-start=\"6564\" data-end=\"6743\">\n<p data-start=\"6566\" data-end=\"6743\"><strong data-start=\"6566\" data-end=\"6611\">Pr\u00e9diction et intelligence artificielle :<\/strong> L\u2019am\u00e9lioration des algorithmes pr\u00e9dictifs pour anticiper les fluctuations de production et de consommation reste un enjeu majeur.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"6745\" data-end=\"6748\" \/>\n<h2 data-start=\"6750\" data-end=\"6767\"><strong data-start=\"6753\" data-end=\"6767\">Conclusion<\/strong><\/h2>\n<p data-start=\"6769\" data-end=\"7471\">Les syst\u00e8mes d\u2019\u00e9nergie renouvelable connect\u00e9s repr\u00e9sentent une solution strat\u00e9gique pour la transition \u00e9nerg\u00e9tique, offrant une supervision et un contr\u00f4le optimis\u00e9s des installations. L\u2019int\u00e9gration de SCADA, de r\u00e9seaux de communication fiables et d\u2019algorithmes intelligents permet d\u2019am\u00e9liorer la performance, la stabilit\u00e9 et la r\u00e9silience des r\u00e9seaux \u00e9lectriques. Cependant, des d\u00e9fis persistent, notamment en mati\u00e8re de cybers\u00e9curit\u00e9, de standardisation et de coordination dans les architectures d\u00e9centralis\u00e9es. Les travaux futurs doivent se concentrer sur l\u2019optimisation des syst\u00e8mes hybrides et sur le d\u00e9veloppement d\u2019algorithmes intelligents pour un contr\u00f4le pr\u00e9dictif et adaptatif en temps r\u00e9el.<\/p>\n<hr data-start=\"7473\" data-end=\"7476\" \/>\n<h2 data-start=\"7478\" data-end=\"7509\"><strong data-start=\"7481\" data-end=\"7509\">R\u00e9f\u00e9rences scientifiques<\/strong><\/h2>\n<ol data-start=\"7511\" data-end=\"8406\">\n<li data-start=\"7511\" data-end=\"7654\">\n<p data-start=\"7514\" data-end=\"7654\">Ackermann, T., Andersson, G., &amp; S\u00f6der, L. (2001). <em data-start=\"7564\" data-end=\"7602\">Distributed generation: a definition<\/em>. Electric Power Systems Research, 57(3), 195\u2013204.<\/p>\n<\/li>\n<li data-start=\"7655\" data-end=\"7829\">\n<p data-start=\"7658\" data-end=\"7829\">Blaabjerg, F., &amp; Ma, K. (2013). <em data-start=\"7690\" data-end=\"7763\">Renewable energy systems: Advanced control, supervision and integration<\/em>. IEEE Transactions on Industrial Electronics, 60(4), 1239\u20131249.<\/p>\n<\/li>\n<li data-start=\"7830\" data-end=\"8009\">\n<p data-start=\"7833\" data-end=\"8009\">Farahani, R. Z., Rezapour, S., &amp; Kardar, L. (2015). <em data-start=\"7885\" data-end=\"7951\">Energy management systems in smart grids: Overview and prospects<\/em>. Renewable and Sustainable Energy Reviews, 45, 427\u2013440.<\/p>\n<\/li>\n<li data-start=\"8010\" data-end=\"8191\">\n<p data-start=\"8013\" data-end=\"8191\">Lopes, J. A. P., Moreira, C. L., &amp; Madureira, A. G. (2006). <em data-start=\"8073\" data-end=\"8136\">Defining control strategies for microgrids islanded operation<\/em>. IEEE Transactions on Power Systems, 21(2), 916\u2013924.<\/p>\n<\/li>\n<li data-start=\"8192\" data-end=\"8310\">\n<p data-start=\"8195\" data-end=\"8310\">Yang, S., Li, F., &amp; Wu, W. (2020). <em data-start=\"8230\" data-end=\"8286\">AI-based energy management in renewable energy systems<\/em>. Energy, 210, 118546.<\/p>\n<\/li>\n<li data-start=\"8311\" data-end=\"8406\">\n<p data-start=\"8314\" data-end=\"8406\">IEEE Standards Association. (2018). <em data-start=\"8350\" data-end=\"8397\">IEEE Standard for Smart Grid Interoperability<\/em>. IEEE.<\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Syst\u00e8mes d&#8217;\u00e9nergie renouvelable connect\u00e9s: contr\u00f4le et supervision Auteur(s) : Dr. Imane Ndiaye \u2014 Date : 2022-05-21 \u2014 Source : IEEE Xplore R\u00e9sum\u00e9 (en fran\u00e7ais) La transition \u00e9nerg\u00e9tique mondiale vers des sources renouvelables repose sur l\u2019int\u00e9gration efficace de syst\u00e8mes photovolta\u00efques, \u00e9oliens, hydro\u00e9lectriques et autres sources d\u2019\u00e9nergie distribu\u00e9e. La supervision et le contr\u00f4le en temps r\u00e9el de [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6309,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[109],"tags":[],"class_list":["post-6245","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ingenierie-technologies"],"acf":[],"_links":{"self":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/posts\/6245","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/comments?post=6245"}],"version-history":[{"count":1,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/posts\/6245\/revisions"}],"predecessor-version":[{"id":6310,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/posts\/6245\/revisions\/6310"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/media\/6309"}],"wp:attachment":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/media?parent=6245"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/categories?post=6245"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/tags?post=6245"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}