{"id":20182,"date":"2019-04-01T11:37:14","date_gmt":"2019-04-01T09:37:14","guid":{"rendered":"https:\/\/www.redanalysis.org\/?p=20182"},"modified":"2021-10-08T12:12:40","modified_gmt":"2021-10-08T10:12:40","slug":"intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-1","status":"publish","type":"post","link":"https:\/\/redanalysis.org\/fr\/2019\/04\/01\/artificial-intelligence-the-internet-of-things-and-the-future-of-agriculture-smart-agriculture-security-1\/","title":{"rendered":"\u2605 Capteur et actionneur pour l'IA (2) - Intelligence artificielle, l'Internet des choses et l'avenir de l'agriculture : S\u00e9curit\u00e9 de l'agriculture intelligente ? (1)"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Cet article explore la mani\u00e8re dont l'intelligence artificielle (IA) est ins\u00e9r\u00e9e dans son environnement par l'interm\u00e9diaire de l'Internet des objets dans un domaine particulier, l'agriculture. C'est ainsi qu'est n\u00e9e l'\"agriculture intelligente\", une toute nouvelle fa\u00e7on de produire des aliments. Nous examinons la fa\u00e7on dont les diff\u00e9rents acteurs incluent l'IA dans l'agriculture et, par cons\u00e9quent, envisagent et d\u00e9veloppent l'avenir de l'agriculture. Nous \u00e9valuons ensuite les cons\u00e9quences sur la meilleure fa\u00e7on de d\u00e9velopper et d'int\u00e9grer l'IA dans les activit\u00e9s de la vie r\u00e9elle. Parall\u00e8lement, nous \u00e9valuons l'impact de l'agriculture intelligente non seulement sur la s\u00e9curit\u00e9 agricole, mais aussi sur la gouvernance et la g\u00e9opolitique. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Voici le deuxi\u00e8me article de la s\u00e9rie explorant la\nl'interface entre l'intelligence artificielle et son\nl'environnement, ainsi que les impacts connexes sur la soci\u00e9t\u00e9, la politique et la g\u00e9opolitique. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette double interface est compos\u00e9e d'un capteur et d'un actionneur. Un capteur est ce qui d\u00e9tecte le monde autour de l'IA, qu'il soit num\u00e9rique ou r\u00e9el, pour l'entrer dans l'agent IA. L'actionneur est la fin du processus de l'IA. Il permet de produire les r\u00e9sultats trouv\u00e9s par l'agent IA dans le monde, qu'il soit num\u00e9rique ou mat\u00e9riel, d'une mani\u00e8re compr\u00e9hensible pour les \u00eatres humains.  <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette double interface est un facteur perturbateur pour l'IA. En effet, le succ\u00e8s de la manipulation et du d\u00e9veloppement des capteurs et des\nou, au contraire, l'absence d'actionneur pourrait favoriser la pouss\u00e9e ou l'\u00e9clatement\nde la phase actuelle de d\u00e9veloppement de l'IA pour les acteurs. En outre, l'importance cl\u00e9\nde cette interface implique qu'il s'agit d'un enjeu\nla course actuelle \u00e0 la puissance de l'IA, en plus des autres pilotes de l'IA. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nous avons commenc\u00e9 \u00e0 explorer en d\u00e9tail cette double interface dans le premier article de la s\u00e9rie, \"<a rel=\"noreferrer noopener\" aria-label=\"Ins\u00e9rer l&#039;intelligence artificielle dans la r\u00e9alit\u00e9 (s&#039;ouvre dans un nouvel onglet)\" href=\"https:\/\/redanalysis.org\/fr\/2019\/01\/14\/ins%c3%a9rer-intelligence-artificielle-dans-la-r%c3%a9alit%c3%a9-pilotes-de-ai\/\" target=\"_blank\">Ins\u00e9rer l'intelligence artificielle dans la r\u00e9alit\u00e9<\/a>\u201c. En utilisant ces exemples, nous avons d\u00e9couvert que nous pourrions mieux comprendre et g\u00e9rer l'IA si nous conceptualisions l'interface comme une s\u00e9quence entre deux mondes : le monde intelligible pour les humains et le monde intelligible pour les agents de l'IA. Enfin, nous avons commenc\u00e9 \u00e0 \u00e9tudier la mani\u00e8re dont les agents IA pouvaient \u00eatre int\u00e9gr\u00e9s en fonction de diff\u00e9rentes r\u00e9alit\u00e9s : num\u00e9rique-num\u00e9rique et num\u00e9rique-mat\u00e9riel. <\/p>\n\n\n\n<blockquote class=\"pull alignright\" style=\"font-size: 0.8em;\">\n<strong>Contenu<\/strong> - Publi\u00e9 en deux parties (voir ici pour la <a rel=\"noreferrer noopener\" aria-label=\"premi\u00e8re partie (s&#039;ouvre dans un nouvel onglet)\" href=\"https:\/\/redanalysis.org\/fr\/2019\/04\/08\/intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-2\/\" target=\"_blank\">deuxi\u00e8me partie<\/a>). <i>La table des mati\u00e8res ne devient interactive que pour <a rel=\"noreferrer noopener\" href=\"https:\/\/redanalysis.org\/fr\/produit\/adh%c3%a9sion-2\/\" target=\"_blank\">membres<\/a>.<\/i>\n<ol class=\"toc\"><li><a href=\"#IoT\">L'IdO, un \u00e9cosyst\u00e8me id\u00e9al pour les agents AI<\/a><ol><li><a href=\"#IoThistory\">Un bref historique de l'IdO, ou le d\u00e9veloppement d'un \u00e9cosyst\u00e8me id\u00e9al pour l'IA<\/a> <\/li><li><a href=\"#IoTdomains\">L'IdO et ses domaines d'application<\/a><\/li><\/ol><\/li><li><a href=\"#smartagri\">L'IA et l'IdO en action - L'agriculture intelligente<\/a><ol><li><a href=\"#foodsec\">Relever les d\u00e9fis de la s\u00e9curit\u00e9 alimentaire<\/a><\/li><li><a href=\"#foodsecanswer\">L'agriculture intelligente comme r\u00e9ponse \u00e0 la s\u00e9curit\u00e9 alimentaire<\/a><\/li><li>Acteurs du monde de l'entreprise - La route au-del\u00e0 des capteurs et de la seule sortie num\u00e9rique<\/li><\/ol><\/li><li>Impacts et cons\u00e9quences<ol><li>Surprise, surprise ! Les acteurs cl\u00e9s de la propagation de l'IA ...<\/li><li>La connaissance, c'est le pouvoir<\/li><li>S\u00e9curit\u00e9 de l'agriculture intelligente ?<\/li><\/ol><\/li><\/ol>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Cet article, publi\u00e9 en 2 parties, plonge plus profond\u00e9ment dans l'interface jumelle qui permet d'int\u00e9grer l'IA dans la r\u00e9alit\u00e9 humaine. Il recherche notamment des actionneurs. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dans la premi\u00e8re partie, nous examinons l'Internet des objets (IoT).\nEn effet, il s'agit d'un premier type d'\u00e9cosyst\u00e8me au sein duquel les agents d'IA peuvent trouver et utiliser\ndes capteurs et des actionneurs, et donc \u00eatre pleinement op\u00e9rationnels\net s'\u00e9panouir. Ainsi, nous expliquons ce qu'est l'IdO et pourquoi il s'agit d'un\n\u00e9cosyst\u00e8me pour les agents de l'IA. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ensuite, nous nous concentrons, en tant qu'\u00e9tude de cas, sur les\nl'agriculture\" alias l'Internet de l'alimentation. Nous expliquons d'abord ce qui est intelligent\nl'agriculture. En attendant, nous soulignons qu'il s'agit d'une\nr\u00e9pondre aux d\u00e9fis de la s\u00e9curit\u00e9 alimentaire actuelle et future. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dans la <a href=\"https:\/\/redanalysis.org\/fr\/2019\/04\/08\/intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-2\/?preview=true&amp;_thumbnail_id=21488\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"deuxi\u00e8me partie (s&#039;ouvre dans un nouvel onglet)\">deuxi\u00e8me partie<\/a>Dans le cadre de ce projet, nous examinons comment les entreprises, qu'il s'agisse de g\u00e9ants, de start-up ou de projets, ins\u00e8rent les agents de l'IA dans le monde r\u00e9el. Nous pr\u00e9sentons notamment \"John Deere FarmForward 2.0 - R\u00e9volutionner l'agriculture, une plante \u00e0 la fois\", qui va bien au-del\u00e0 de ce que les acteurs g\u00e9ants habituels du monde num\u00e9rique, tels que le GAFAM am\u00e9ricain, promeuvent.<\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube aligncenter wp-block-embed is-type-video is-provider-youtube\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/1nfqZGebr0g?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=fr-FR&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">La vid\u00e9o de John Deere et d'autres\nLes efforts d\u00e9ploy\u00e9s nous aident \u00e0 imaginer \u00e0 quoi ressemblera l'agriculture intelligente. Leurs efforts pour\nIl est crucial de cr\u00e9er non seulement des capteurs, mais aussi des actionneurs. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Enfin, nous abordons les impacts et les cons\u00e9quences de l'agriculture intelligente. Nous constatons tout d'abord que, compte tenu du stade de d\u00e9veloppement de l'IA, les acteurs qui sont actuellement cruciaux pour voir une mise en \u0153uvre plus pouss\u00e9e de l'IA ne sont pas les g\u00e9ants du num\u00e9rique, mais ceux qui proposent une v\u00e9ritable op\u00e9rationnalisation de l'IA dans le monde physique. Nous soulignons ensuite comment les nouveaux d\u00e9tenteurs de donn\u00e9es et donc de connaissances connexes pourraient avoir un impact sur le pouvoir des acteurs traditionnels. Troisi\u00e8mement, nous examinons les nouveaux besoins de s\u00e9curit\u00e9 de l'agriculture et leur impact potentiel sur les relations internationales et la g\u00e9opolitique. <\/p>\n\n\n<\/p>\n\n\n\n<p class=\"has-background has-primary-background-color message-nonmember wp-block-paragraph\">Il s'agit d'un article de qualit\u00e9. Pour acc\u00e9der \u00e0 cet article, vous devez devenir l'un de nos <a rel=\"noreferrer noopener\" href=\"https:\/\/redanalysis.org\/fr\/produit\/adh%c3%a9sion-2\/\" target=\"_blank\">membres<\/a>. <a href=\"https:\/\/redanalysis.org\/fr\/mon-compte\/?wcm_redirect_to=post&amp;wcm_redirect_id=3671\">Se connecter<\/a> si vous \u00eates membre. Une version pdf de l'article est disponible pour les membres avec le <a rel=\"noreferrer noopener\" aria-label=\"deuxi\u00e8me partie (s&#039;ouvre dans un nouvel onglet)\" href=\"https:\/\/redanalysis.org\/fr\/2019\/04\/08\/intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-2\/\" target=\"_blank\">deuxi\u00e8me partie<\/a> du texte. <br><br>PLEIN ARTICLE 6353 MOTS - pdf 23 pages - plus bibliographie<\/p>\n\n\n<p>\n\n\n\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">Image : <a href=\"https:\/\/pixabay.com\/users\/Herney-3516803\/\">Herney<\/a> via Pixabay, domaine public.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">*Notez que, comme pour les estimations pr\u00e9c\u00e9dentes, cette tendance n'inclut pas les effets d\u00e9vastateurs du changement climatique. De m\u00eame, les autres catastrophes qu'une population importante pourrait favoriser ne sont pas prises en compte.. Entre autres, nous avions d\u00e9j\u00e0 signal\u00e9 cette possibilit\u00e9 en 2008, voir aussi, par exemple David Talbot, \"<a rel=\"noreferrer noopener\" aria-label=\"L&#039;ONU pr\u00e9dit un nouveau boom d\u00e9mographique mondial (s&#039;ouvre dans un nouvel onglet)\" href=\"https:\/\/www.technologyreview.com\/s\/530866\/un-predicts-new-global-population-boom\/\" target=\"_blank\">L'ONU pr\u00e9voit un nouveau boom d\u00e9mographique mondial<\/a>\u201c, <em>Revue technologique du MIT<\/em>, 2014.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Bibliographie et r\u00e9f\u00e9rences<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ackerman, Jennifer, \"<a rel=\"noreferrer noopener\" href=\"https:\/\/www.nationalgeographic.com\/environment\/global-warming\/food-how-altered\/\" target=\"_blank\">Alimentation : comment est-elle modifi\u00e9e ?<\/a>\u201c, <em>National Geographic<\/em>, nd.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">American Institute of Physics, \"<a rel=\"noreferrer noopener\" aria-label=\"Contr\u00f4le autonome des mauvaises herbes par des robots intelligents (ouvre un nouvel onglet)\" href=\"https:\/\/www.sciencecodex.com\/autonomous-weed-control-smart-robots-625537\" target=\"_blank\">Contr\u00f4le autonome des mauvaises herbes par des robots intelligents<\/a>\u201c, <em>Codex de la science<\/em>Le 27 mars 2019. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ashton, K. (22 juin 2009).&nbsp;<a href=\"http:\/\/www.rfidjournal.com\/articles\/view?4986\">\"L'Internet des choses\".<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a rel=\"noreferrer noopener\" href=\"https:\/\/iotplatformselection.com\/iot-platform-selection-service---about-us.html\" target=\"_blank\">Beecham Research<\/a>Machine to Machine (M2M) - IoT\".<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CESE Comit\u00e9 \u00e9conomique et social europ\u00e9en, <a href=\"http:\/\/ec.europa.eu\/information_society\/policy\/rfid\/documents\/commiot2009.pdf\">\u201c<\/a><a rel=\"noreferrer noopener\" aria-label=\"Internet des objets - Un plan d&#039;action pour l&#039;Europe (ouvre un nouvel onglet)\" href=\"https:\/\/www.eesc.europa.eu\/en\/our-work\/opinions-information-reports\/opinions\/internet-things-action-plan-europe\" target=\"_blank\">Internet des objets - Un plan d'action pour l'Europe<\/a><a href=\"http:\/\/ec.europa.eu\/information_society\/policy\/rfid\/documents\/commiot2009.pdf\">\u201c,<\/a> COM(2009) 278 final ; <a rel=\"noreferrer noopener\" href=\"http:\/\/eur-lex.europa.eu\/Result.do?aaaa=2010&amp;mm=&amp;jj=&amp;type=c&amp;nnn=255&amp;pppp=116&amp;RechType=RECH_reference_pub&amp;Submit=Search\" target=\"_blank\">JO C 255 du 22.09.2010, p. 116-120.<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le programme de recherche et d'innovation Horizon 2020 de l'Union europ\u00e9enne, <a href=\"https:\/\/www.iof2020.eu\/about\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Internet of Food &amp; Farm 2020 (IoF2020) (s&#039;ouvre dans un nouvel onglet)\">Internet de l'alimentation et de l'agriculture 2020 (IoF2020)<\/a>, <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fourtan\u00e9, Susan, \"<a rel=\"noreferrer noopener\" href=\"https:\/\/interestingengineering.com\/iot-and-smart-agriculture-are-building-our-future-cities-today\" target=\"_blank\">L'IdO et l'agriculture intelligente construisent aujourd'hui nos villes de demain<\/a>\u201c, <em>Ing\u00e9nierie int\u00e9ressante<\/em>Le 7 octobre 2018.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gagliordi, Natalie, \"<a rel=\"noreferrer noopener\" aria-label=\"Comment les tracteurs autopilot\u00e9s, l&#039;IA et l&#039;agriculture de pr\u00e9cision nous sauveront de la crise alimentaire imminente (s&#039;ouvre dans un nouvel onglet).\" href=\"https:\/\/www.techrepublic.com\/article\/how-self-driving-tractors-ai-and-precision-agriculture-will-save-us-from-the-impending-food-crisis\/\" target=\"_blank\">Comment les tracteurs automoteurs, l'agriculture biologique et l'agriculture de pr\u00e9cision nous sauveront de la crise alimentaire imminente<\/a>\u201c, <em>TechRepublic<\/em>Le 12 d\u00e9cembre 2018.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graham, Luke, \"<a rel=\"noreferrer noopener\" href=\"https:\/\/www.cnbc.com\/2017\/06\/22\/un-raises-world-population-forecast-to-9-point-8-billion-people-by-2050.html\" target=\"_blank\">L'ONU porte la population mondiale \u00e0 9,8 milliards de personnes d'ici 2050 en raison de la croissance rapide de l'Afrique<\/a>\u201c, <em>CNBC<\/em>le 22 juin 2017<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IEEE - Institut des ing\u00e9nieurs en \u00e9lectricit\u00e9 et en \u00e9lectronique - Projet <a rel=\"noreferrer noopener\" href=\"http:\/\/grouper.ieee.org\/groups\/2413\/\" target=\"_blank\">Norme pour un cadre architectural pour l'Internet des objets (IoT)<\/a>Shenzhen, Chine, janvier 2019<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rec. de l'UIT-T Y.2060 (06\/2012) Aper\u00e7u de l'Internet des choses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Magrassi, P. et Berg, T (12 ao\u00fbt 2002). <a href=\"http:\/\/www.gartner.com\/DisplayDocument?id=366151\">\"Un monde d'objets intelligents<\/a>.&nbsp;<em>Rapport de recherche Gartner R-17-2243<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mattern, Friedemann ; Floerkemeier, Christian (2010).&nbsp;<a href=\"http:\/\/www.vs.inf.ethz.ch\/publ\/papers\/Internet-of-things.pdf\">\"De l'Internet des ordinateurs \u00e0 l'Internet des choses\"<\/a>&nbsp;(PDF).&nbsp;<em>Informatik-Spektrum<\/em>.&nbsp;<strong>33<\/strong> (2) : 107\u2013121. &nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Digital_object_identifier\">doi<\/a>:<a href=\"https:\/\/doi.org\/10.1007%2Fs00287-010-0417-7\">10.1007\/s00287-010-0417-7<\/a>.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">McLellan, Charles, \"<a rel=\"noreferrer noopener\" aria-label=\"Agriculture intelligente : comment l&#039;IdO, la robotique et l&#039;IA s&#039;attaquent \u00e0 l&#039;un des plus grands probl\u00e8mes du si\u00e8cle (s&#039;ouvre dans un nouvel onglet).\" href=\"https:\/\/www.techrepublic.com\/article\/smart-farming-how-iot-robotics-and-ai-are-tackling-one-of-the-biggest-problems-of-the-century\/\" target=\"_blank\">L'agriculture intelligente : comment l'IdO, la robotique et l'IA s'attaquent \u00e0 l'un des plus grands probl\u00e8mes du si\u00e8cle<\/a>\u201c, <em>TechRepublic<\/em>Le 12 d\u00e9cembre 2018.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nafeez, Ahmed, \"<a rel=\"noreferrer noopener\" href=\"https:\/\/www.theguardian.com\/environment\/earth-insight\/2013\/dec\/19\/industrial-agriculture-limits-peak-food\" target=\"_blank\">Le d\u00e9clin dramatique de l'agriculture industrielle pourrait annoncer le \"pic alimentaire\".<\/a>\u201c, <em>The Guardian<\/em>le 19 d\u00e9cembre 2013<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Newell, Heather, Hendrik Viljoen, \"<a rel=\"noreferrer noopener\" aria-label=\"Analyse de la stabilit\u00e9 d&#039;un film mince sur un cylindre rotatif avec un faible d\u00e9bit d&#039;air (ouvre un nouvel onglet)\" href=\"https:\/\/aip.scitation.org\/doi\/10.1063\/1.5080443\" target=\"_blank\">Analyse de la stabilit\u00e9 d'un film mince sur un cylindre rotatif \u00e0 faible d\u00e9bit d'air<\/a>\u201c, <em>Physique des fluides<\/em>, 2019 ; 31 (3) : 034106 DOI :&nbsp;<a rel=\"noreferrer noopener\" href=\"http:\/\/dx.doi.org\/10.1063\/1.5080443\" target=\"_blank\">10.1063\/1.5080443<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Raiwani, Y.P., \"<a rel=\"noreferrer noopener\" aria-label=\"L&#039;internet des objets : Un nouveau paradigme (s&#039;ouvre dans un nouvel onglet)\" href=\"http:\/\/www.ijsrp.org\/research-paper-0413\/ijsrp-p1656.pdf\" target=\"_blank\">Internet des choses : Un nouveau paradigme<\/a>\u201c,  <em>Revue internationale des publications scientifiques et de recherche<\/em>Volume 3, num\u00e9ro 4, avril 2013.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"> Shubo Liu, Liqing Guo, Heather Webb, Xiao Yao, Xiao Chang \"<a rel=\"noreferrer noopener\" aria-label=\"Syst\u00e8me de surveillance par l&#039;internet des objets de l&#039;\u00e9co-agriculture moderne bas\u00e9 sur l&#039;informatique en nuage (ouvre un nouvel onglet)\" href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&amp;arnumber=8662571\" target=\"_blank\">Internet des objets Syst\u00e8me de surveillance de l'\u00e9co-agriculture moderne bas\u00e9 sur l'informatique en nuage<\/a>\", 2169-3536 (c) 2018 IEEE, DOI 10.1109\/ACCESS.2019.2903720, IEEE Access.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Talbot, David, \"<a rel=\"noreferrer noopener\" href=\"https:\/\/www.technologyreview.com\/s\/530866\/un-predicts-new-global-population-boom\/\" target=\"_blank\">L'ONU pr\u00e9voit un nouveau boom d\u00e9mographique mondial<\/a>\u201c, <em>Revue technologique du MIT<\/em>, 2014.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Valantin, Jean-Michel Valantin, \"<a href=\"https:\/\/redanalysis.org\/fr\/2018\/12\/10\/comprendre-ou-la-nature-le-changement-climatique-en-menace-plan%c3%a9taire\/\">Comprendre (ou non) la nature du changement climatique en tant que menace plan\u00e9taire<\/a>\u201c, <em>The Red Team Analysis Society<\/em>le 10 d\u00e9cembre 2018<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Walter, Achim, Robert Finger, Robert Huber et Nina Buchmann, \"<a href=\"https:\/\/www.pnas.org\/content\/114\/24\/6148\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Opinion : L&#039;agriculture intelligente est la cl\u00e9 du d\u00e9veloppement d&#039;une agriculture durable (s&#039;ouvre dans un nouvel onglet)\">Opinion : L'agriculture intelligente est la cl\u00e9 du d\u00e9veloppement d'une agriculture durable<\/a>\", PNAS, 13 juin 2017 114 (24) 6148 6150 ; <a href=\"https:\/\/doi.org\/10.1073\/pnas.1707462114\">https:\/\/doi.org\/10.1073\/pnas.1707462114<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Weiser, Mark (1991).&nbsp;<a href=\"https:\/\/web.archive.org\/web\/20150311220327\/http:\/\/web.media.mit.edu\/~anjchang\/ti01\/weiser-sciam91-ubicomp.pdf\">\u201c<\/a><a rel=\"noreferrer noopener\" aria-label=\"L&#039;ordinateur du 21e si\u00e8cle (ouvre un nouvel onglet)\" href=\"https:\/\/www.lri.fr\/~mbl\/Stanford\/CS477\/papers\/Weiser-SciAm.pdf\" target=\"_blank\">L'ordinateur pour le 21\u00e8me si\u00e8cle<\/a><a href=\"https:\/\/web.archive.org\/web\/20150311220327\/http:\/\/web.media.mit.edu\/~anjchang\/ti01\/weiser-sciam91-ubicomp.pdf\">\u201c<\/a>&nbsp;(PDF).&nbsp;<em>Scientifique am\u00e9ricain<\/em>.&nbsp;<strong>265<\/strong> (3) : 94\u2013104. &nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Digital_object_identifier\">doi<\/a>:<a href=\"https:\/\/doi.org\/10.1038%2Fscientificamerican0991-94\">10.1038\/scientificamerican0991-94<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Cet article explore la mani\u00e8re dont l'intelligence artificielle (IA) s'ins\u00e8re dans son environnement gr\u00e2ce \u00e0 l'Internet des objets dans un domaine particulier, l'agriculture. Il en r\u00e9sulte la naissance de la \"smart agriculture\", une toute nouvelle fa\u00e7on de produire de la nourriture. Nous examinons la mani\u00e8re dont divers acteurs int\u00e8grent l'IA dans l'agriculture et envisagent et d\u00e9veloppent ainsi l'avenir.... <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/redanalysis.org\/fr\/2019\/04\/01\/artificial-intelligence-the-internet-of-things-and-the-future-of-agriculture-smart-agriculture-security-1\/\" class=\"more-link\">Continuer la lecture <span class=\"screen-reader-text\"> \" \u2605 Capteur et actionneur pour l'IA (2) - L'intelligence artificielle, l'Internet des objets et l'avenir de l'agriculture : La s\u00e9curit\u00e9 de l'agriculture intelligente ? (1) \"<\/span><\/a><\/p>","protected":false},"author":1,"featured_media":21375,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[2503,2568,1335,1722,2502],"tags":[2720,1543,2177,2718,29,1789,85,156,2723,1379,2719,2725,2708,2722,2724,2721],"class_list":["post-20182","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-americas","category-artificial-intelligence","category-energy-security","category-environmental-geostrategy","category-europe","tag-actuator","tag-agriculture","tag-ai","tag-bees","tag-communication","tag-featured","tag-food-security","tag-future","tag-internet-of-food","tag-internet-of-things","tag-iot","tag-precision-agriculture","tag-sensor","tag-smart-agriculture","tag-smart-car","tag-smart-farming","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>&#x2605; Sensor and Actuator for AI (2) - Artificial Intelligence, the Internet of Things and the Future of Agriculture: Smart Agriculture Security? (1)<\/title>\n<meta name=\"description\" content=\"This article explores how the Internet of Things inserts AI in reality in the case of smart agriculture, and highlights security and geopolitical impacts.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/redanalysis.org\/fr\/2019\/04\/01\/intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-1\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"&#x2605; Sensor and Actuator for AI (2) - Artificial Intelligence, the Internet of Things and the Future of Agriculture: Smart Agriculture Security? (1)\" \/>\n<meta property=\"og:description\" content=\"This article explores how the Internet of Things inserts AI in reality in the case of smart agriculture, and highlights security and geopolitical impacts.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/redanalysis.org\/fr\/2019\/04\/01\/intelligence-artificielle-internet-des-objets-et-du-futur-de-lagriculture-smart-agriculture-security-1\/\" \/>\n<meta property=\"og:site_name\" content=\"The Red Team Analysis Society\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/pages\/Red-Team-Analysis\/341280995886057\" \/>\n<meta property=\"article:published_time\" content=\"2019-04-01T09:37:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-10-08T10:12:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/redanalysis.org\/wp-content\/uploads\/2019\/03\/spraying-sugar-cane-1568.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1568\" \/>\n\t<meta property=\"og:image:height\" content=\"942\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dr Helene Lavoix (MSc PhD Lond)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@HLavoix\" \/>\n<meta name=\"twitter:site\" content=\"@HLavoix\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr Helene Lavoix (MSc PhD Lond)\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"15 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2019\\\/04\\\/01\\\/artificial-intelligence-the-internet-of-things-and-the-future-of-agriculture-smart-agriculture-security-1\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/redanalysis.org\\\/2019\\\/04\\\/01\\\/artificial-intelligence-the-internet-of-things-and-the-future-of-agriculture-smart-agriculture-security-1\\\/\"},\"author\":{\"name\":\"Dr Helene Lavoix (MSc PhD Lond)\",\"@id\":\"https:\\\/\\\/redanalysis.org\\\/#\\\/schema\\\/person\\\/6886ef37ab2b2804bc70995f4ba653d4\"},\"headline\":\"&#x02605; Sensor and Actuator for AI (2) &#8211; Artificial Intelligence, the Internet of Things and the Future of Agriculture: Smart Agriculture Security? 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