{"id":4282,"date":"2025-09-18T22:30:09","date_gmt":"2025-09-18T14:30:09","guid":{"rendered":"https:\/\/beyondinfosys.com\/?p=4282"},"modified":"2026-03-20T08:01:00","modified_gmt":"2026-03-20T00:01:00","slug":"smart-city-edge-computing-solutions-pc-box-industrielles-pour-le-controle-en-temps-reel-de-lai-iot","status":"publish","type":"post","link":"https:\/\/beyondinfosys.com\/fr\/smart-city-edge-computing-industrial-box-pc-solutions-for-ai-iot-real-time-control\/","title":{"rendered":"Edge Computing pour la ville intelligente : Solutions de PC industriels pour l'IA, l'IoT et le contr\u00f4le en temps r\u00e9el"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"4282\" class=\"elementor elementor-4282\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b58f7d6 e-flex e-con-boxed e-con e-parent\" data-id=\"b58f7d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd99ac2 elementor-widget elementor-widget-text-editor\" data-id=\"cd99ac2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 data-start=\"406\" data-end=\"467\"><strong data-start=\"409\" data-end=\"467\">Les tendances de la ville intelligente et l'essor de l'informatique de pointe<\/strong><\/h2><h3 data-start=\"474\" data-end=\"525\"><strong data-start=\"478\" data-end=\"525\">Pourquoi les villes intelligentes ont besoin de l'informatique de pointe<\/strong><\/h3><p data-start=\"527\" data-end=\"989\">Les environnements urbains \u00e9tant de plus en plus ax\u00e9s sur les donn\u00e9es, les rues, les centres de transit, les services publics et les espaces publics g\u00e9n\u00e8rent d'\u00e9normes volumes de donn\u00e9es \u00e0 chaque instant : flux vid\u00e9o des cam\u00e9ras de surveillance, relev\u00e9s des capteurs de la circulation et de l'environnement, t\u00e9l\u00e9m\u00e9trie des r\u00e9seaux intelligents, et bien d'autres encore. L'acheminement de toutes ces donn\u00e9es exclusivement vers des serveurs centralis\u00e9s dans le nuage pose des probl\u00e8mes in\u00e9vitables : latence \u00e9lev\u00e9e, goulets d'\u00e9tranglement au niveau de la bande passante et vuln\u00e9rabilit\u00e9 accrue aux pannes de r\u00e9seau.<\/p><p data-start=\"991\" data-end=\"1329\">Entrer <strong data-start=\"997\" data-end=\"1015\">informatique de pointe<\/strong>La ville intelligente est un changement de paradigme qui consiste \u00e0 traiter les donn\u00e9es \u00e0 la source ou \u00e0 proximit\u00e9 de celle-ci plut\u00f4t que de tout transmettre \u00e0 des centres de donn\u00e9es distants. En d\u00e9ployant des dispositifs intelligents tels que les Box PC au plus pr\u00e8s des capteurs et des points d'extr\u00e9mit\u00e9, les villes intelligentes acqui\u00e8rent la capacit\u00e9 d'analyser les donn\u00e9es instantan\u00e9ment, de r\u00e9agir en temps r\u00e9el et de r\u00e9duire les besoins de transmission.<\/p><p data-start=\"1331\" data-end=\"1361\"><strong data-start=\"1331\" data-end=\"1361\">R\u00e9sum\u00e9 des principaux avantages :<\/strong><\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"1363\" data-end=\"1785\"><thead data-start=\"1363\" data-end=\"1405\"><tr data-start=\"1363\" data-end=\"1405\"><th data-start=\"1363\" data-end=\"1390\" data-col-size=\"sm\">L'avantage de l'informatique en p\u00e9riph\u00e9rie<\/th><th data-start=\"1390\" data-end=\"1405\" data-col-size=\"md\">Description<\/th><\/tr><\/thead><tbody data-start=\"1449\" data-end=\"1785\"><tr data-start=\"1449\" data-end=\"1533\"><td data-start=\"1449\" data-end=\"1476\" data-col-size=\"sm\">Faible latence<\/td><td data-start=\"1476\" data-end=\"1533\" data-col-size=\"md\">Le traitement sur place r\u00e9duit consid\u00e9rablement les d\u00e9lais de r\u00e9ponse<\/td><\/tr><tr data-start=\"1534\" data-end=\"1612\"><td data-start=\"1534\" data-end=\"1561\" data-col-size=\"sm\">Optimisation de la bande passante<\/td><td data-col-size=\"md\" data-start=\"1561\" data-end=\"1612\">Seules les donn\u00e9es essentielles sont transmises au nuage<\/td><\/tr><tr data-start=\"1613\" data-end=\"1696\"><td data-start=\"1613\" data-end=\"1640\" data-col-size=\"sm\">Protection renforc\u00e9e de la vie priv\u00e9e<\/td><td data-start=\"1640\" data-end=\"1696\" data-col-size=\"md\">Le traitement local s\u00e9curise les donn\u00e9es en minimisant l'exposition<\/td><\/tr><tr data-start=\"1697\" data-end=\"1785\"><td data-start=\"1697\" data-end=\"1724\" data-col-size=\"sm\">Haute fiabilit\u00e9<\/td><td data-start=\"1724\" data-end=\"1785\" data-col-size=\"md\">Les t\u00e2ches se poursuivent localement m\u00eame en cas de d\u00e9faillance de la connectivit\u00e9 r\u00e9seau.<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"1787\" data-end=\"2036\">Cette intelligence locale est transformatrice pour des applications allant du contr\u00f4le autonome du trafic \u00e0 l'intervention d'urgence, d\u00e9montrant ainsi pourquoi l'informatique p\u00e9riph\u00e9rique est indispensable \u00e0 l'\u00e9volution des villes intelligentes.<\/p><h3 data-start=\"2043\" data-end=\"2100\"><strong data-start=\"2047\" data-end=\"2100\">Cloud ou Edge : pourquoi une architecture hybride ?<\/strong><\/h3><p data-start=\"2102\" data-end=\"2350\">Alors que l'informatique en p\u00e9riph\u00e9rie offre une r\u00e9activit\u00e9 en temps r\u00e9el et un traitement efficace des donn\u00e9es, l'informatique en nuage centralis\u00e9e reste in\u00e9gal\u00e9e dans sa capacit\u00e9 \u00e0 effectuer des analyses \u00e0 grande \u00e9chelle, \u00e0 assurer le stockage \u00e0 long terme, l'int\u00e9gration inter-syst\u00e8mes et \u00e0 fournir des informations au niveau des politiques.<\/p><p data-start=\"2352\" data-end=\"2420\">Les d\u00e9ploiements de villes intelligentes b\u00e9n\u00e9ficient d'une <strong data-start=\"2390\" data-end=\"2413\">architecture hybride<\/strong> o\u00f9 :<\/p><ul><li data-start=\"2424\" data-end=\"2534\"><strong data-start=\"2424\" data-end=\"2448\">N\u0153uds de p\u00e9riph\u00e9rie (Box PC)<\/strong> servent de processeurs de premi\u00e8re ligne, acc\u00e9l\u00e9rant les t\u00e2ches critiques et filtrant les donn\u00e9es.<\/li><li data-start=\"2537\" data-end=\"2665\"><strong data-start=\"2537\" data-end=\"2550\">Le nuage<\/strong> fournit une orchestration centrale, des analyses historiques, une formation aux mod\u00e8les d'apprentissage automatique et une intelligence \u00e0 l'\u00e9chelle de la ville.<\/li><\/ul><p data-start=\"2667\" data-end=\"2680\">Par exemple :<\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"2682\" data-end=\"3243\"><thead data-start=\"2682\" data-end=\"2788\"><tr data-start=\"2682\" data-end=\"2788\"><th data-start=\"2682\" data-end=\"2703\" data-col-size=\"sm\">Architecture<\/th><th data-start=\"2703\" data-end=\"2741\" data-col-size=\"sm\">Points forts<\/th><th data-start=\"2741\" data-end=\"2788\" data-col-size=\"md\">Cas d'utilisation id\u00e9aux<\/th><\/tr><\/thead><tbody data-start=\"2896\" data-end=\"3243\"><tr data-start=\"2896\" data-end=\"3003\"><td data-start=\"2896\" data-end=\"2917\" data-col-size=\"sm\">Informatique en nuage<\/td><td data-col-size=\"sm\" data-start=\"2917\" data-end=\"2956\">Stockage et analyse approfondie des donn\u00e9es (big data)<\/td><td data-col-size=\"md\" data-start=\"2956\" data-end=\"3003\">Planification, pr\u00e9vision des tendances, \u00e9laboration des politiques<\/td><\/tr><tr data-start=\"3004\" data-end=\"3118\"><td data-start=\"3004\" data-end=\"3025\" data-col-size=\"sm\">Informatique de pointe<\/td><td data-start=\"3025\" data-end=\"3064\" data-col-size=\"sm\">Contr\u00f4le en temps r\u00e9el et autonomie locale<\/td><td data-start=\"3064\" data-end=\"3118\" data-col-size=\"md\">Contr\u00f4le des intersections, alertes de s\u00e9curit\u00e9, actionnement de l'IdO<\/td><\/tr><tr data-start=\"3119\" data-end=\"3243\"><td data-start=\"3119\" data-end=\"3140\" data-col-size=\"sm\">Mod\u00e8le hybride<\/td><td data-start=\"3140\" data-end=\"3179\" data-col-size=\"sm\">\u00c9quilibre entre agilit\u00e9 et intelligence<\/td><td data-start=\"3179\" data-end=\"3243\" data-col-size=\"md\">Syst\u00e8mes int\u00e9gr\u00e9s tels que le trafic, le r\u00e9seau \u00e9lectrique et la s\u00e9curit\u00e9 publique<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"3245\" data-end=\"3451\">En tirant parti de cette approche hybride, les villes intelligentes garantissent la r\u00e9activit\u00e9 des \u00e9quipements p\u00e9riph\u00e9riques tout en conservant l'\u00e9volutivit\u00e9 et le contr\u00f4le strat\u00e9gique des plates-formes en nuage.<\/p><h3 data-start=\"3458\" data-end=\"3513\"><strong data-start=\"3462\" data-end=\"3513\">Le r\u00f4le de l'Edge dans l'infrastructure urbaine<\/strong><\/h3><p data-start=\"3515\" data-end=\"3632\">L'int\u00e9gration de l'informatique de pointe dans les syst\u00e8mes fondamentaux de l'infrastructure urbaine permet de nombreuses applications urbaines :<\/p><ul><li data-start=\"3636\" data-end=\"3757\"><strong data-start=\"3636\" data-end=\"3663\">Syst\u00e8mes de contr\u00f4le du trafic<\/strong>: Les carrefours \u00e9quip\u00e9s d'une bordure ajustent la synchronisation des signaux de mani\u00e8re dynamique en fonction du flux de v\u00e9hicules en temps r\u00e9el.<\/li><li data-start=\"3760\" data-end=\"3894\"><strong data-start=\"3760\" data-end=\"3794\">R\u00e9seau intelligent et gestion de l'\u00e9nergie<\/strong>: Les dispositifs de p\u00e9riph\u00e9rie interpr\u00e8tent les donn\u00e9es de charge sur place afin d'optimiser la distribution et d'int\u00e9grer les sources d'\u00e9nergie renouvelables.<\/li><li data-start=\"3897\" data-end=\"4078\"><strong data-start=\"3897\" data-end=\"3928\">Surveillance et s\u00e9curit\u00e9 urbaine<\/strong>: La d\u00e9tection d'\u00e9v\u00e9nements pilot\u00e9e par l'IA (par exemple, affluence, intrus, accidents) s'effectue localement et d\u00e9clenche une r\u00e9ponse rapide sans que tout soit transmis au nuage.<\/li><li data-start=\"4081\" data-end=\"4213\"><strong data-start=\"4081\" data-end=\"4109\">\u00c9clairage public adapt\u00e9<\/strong>: Les n\u0153uds de p\u00e9riph\u00e9rie diminuent ou augmentent l'\u00e9clairage en fonction de la pr\u00e9sence r\u00e9elle de pi\u00e9tons ou de v\u00e9hicules, ce qui permet d'\u00e9conomiser de l'\u00e9nergie.<\/li><\/ul><p data-start=\"4215\" data-end=\"4398\">Ces syst\u00e8mes transforment le paysage urbain d'une infrastructure passive en syst\u00e8mes r\u00e9actifs et intelligents, avec <strong>Bo\u00eetes PC<\/strong> comme c\u0153ur de calcul.\u00a0<\/p><h2 data-start=\"4405\" data-end=\"4459\"><strong data-start=\"4408\" data-end=\"4459\">La bo\u00eete PC, noyau strat\u00e9gique de l'informatique de pointe<\/strong><\/h2><h3 data-start=\"4466\" data-end=\"4526\"><strong data-start=\"4470\" data-end=\"4526\">Conception sans ventilateur et fiabilit\u00e9 de niveau industriel<\/strong><\/h3><p data-start=\"4528\" data-end=\"4925\">Les PC en bo\u00eete - ordinateurs industriels int\u00e9gr\u00e9s dans des bo\u00eetiers robustes, souvent m\u00e9talliques - sont con\u00e7us pour durer. Ils sont con\u00e7us pour durer. <strong data-start=\"4638\" data-end=\"4673\">conception de refroidissement passif sans ventilateur<\/strong> minimise les pi\u00e8ces mobiles et les probl\u00e8mes de maintenance, tandis que les mat\u00e9riaux robustes du ch\u00e2ssis font double emploi en tant que dissipateurs thermiques. Ils r\u00e9sistent \u00e0 des conditions environnementales extr\u00eames, telles que les armoires ext\u00e9rieures charg\u00e9es de poussi\u00e8re, les fortes vibrations et les plages de temp\u00e9ratures extr\u00eames.<\/p><p data-start=\"4927\" data-end=\"4953\">Les caract\u00e9ristiques de s\u00e9rie comprennent<\/p><ul><li data-start=\"4957\" data-end=\"5016\">Temp\u00e9ratures de fonctionnement de <strong data-start=\"4985\" data-end=\"5016\">-25 \u00b0C \u00e0 +60 \u00b0C (ou plus)<\/strong><\/li><li data-start=\"5019\" data-end=\"5072\"><strong data-start=\"5019\" data-end=\"5035\">IP65 \u00e0 IP67<\/strong> r\u00e9sistance \u00e0 la poussi\u00e8re et \u00e0 l'eau<\/li><li data-start=\"5075\" data-end=\"5142\">Conformit\u00e9 avec <strong data-start=\"5091\" data-end=\"5107\">MIL-STD-810G<\/strong> pour la protection contre les chocs et les vibrations<\/li><\/ul><p data-start=\"5144\" data-end=\"5291\">Gr\u00e2ce \u00e0 cette conception, les Box PC sont parfaitement adapt\u00e9s aux d\u00e9ploiements difficiles des villes intelligentes o\u00f9 la fiabilit\u00e9 n'est pas n\u00e9gociable.<\/p><h3 data-start=\"5298\" data-end=\"5355\"><strong data-start=\"5302\" data-end=\"5355\">Interfaces d'E\/S riches pour l'int\u00e9gration des syst\u00e8mes<\/strong><\/h3><p data-start=\"5357\" data-end=\"5535\">Les cas d'utilisation des villes intelligentes exigent que les appareils p\u00e9riph\u00e9riques s'interfacent avec une grande vari\u00e9t\u00e9 de capteurs, de r\u00e9seaux et de syst\u00e8mes de contr\u00f4le. Les Box PC offrent une grande flexibilit\u00e9 gr\u00e2ce \u00e0 un grand nombre d'E\/S, notamment :<\/p><ul><li data-start=\"5539\" data-end=\"5581\">Ports Ethernet multiples (dont certains sont compatibles avec le PoE)<\/li><li data-start=\"5584\" data-end=\"5621\">Ports s\u00e9rie (RS-232, RS-422, RS-485)<\/li><li data-start=\"5624\" data-end=\"5642\">E\/S num\u00e9riques (GPIO)<\/li><li data-start=\"5645\" data-end=\"5691\">Compatibilit\u00e9 avec les bus de terrain (CAN Bus, Modbus, etc.)<\/li><li data-start=\"5694\" data-end=\"5770\">Emplacements d'extension tels que M.2 ou Mini PCIe pour l'ajout de modules 4G\/5G, Wi-Fi ou AI<\/li><\/ul><p data-start=\"5772\" data-end=\"5943\">Cette connectivit\u00e9 diversifi\u00e9e garantit une int\u00e9gration transparente dans des installations allant des armoires de signalisation routi\u00e8re aux syst\u00e8mes d'automatisation des b\u00e2timents.<\/p><h3 data-start=\"5950\" data-end=\"6017\"><strong data-start=\"5954\" data-end=\"6017\">Pr\u00eat pour l'IA : Prise en charge de l'expansion des modules GPU, TPU et AI<\/strong><\/h3><p data-start=\"6019\" data-end=\"6153\">Les Box PC modernes vont au-del\u00e0 de la simple collecte de donn\u00e9es : ils sont con\u00e7us pour l'inf\u00e9rence de l'IA sur l'appareil. Ils int\u00e8grent des acc\u00e9l\u00e9rateurs d'IA tels que<\/p><ul><li data-start=\"6157\" data-end=\"6182\"><strong data-start=\"6157\" data-end=\"6174\">NVIDIA Jetson<\/strong> modules<\/li><li data-start=\"6185\" data-end=\"6214\"><strong data-start=\"6185\" data-end=\"6214\">Intel Movidius (OpenVINO)<\/strong><\/li><li data-start=\"6217\" data-end=\"6244\"><strong data-start=\"6217\" data-end=\"6244\">Google Coral (Edge TPU)<\/strong><\/li><li data-start=\"6247\" data-end=\"6297\">Cartes GPU d\u00e9di\u00e9es ou TPU AI via des slots d'extension<\/li><\/ul><p data-start=\"6299\" data-end=\"6453\">Ces ajouts permettent l'analyse d'images en temps r\u00e9el, la reconnaissance de comportements, la d\u00e9tection d'anomalies et bien d'autres choses encore, \u00e9vitant ainsi d'avoir \u00e0 envoyer des flux vid\u00e9o bruts vers le cloud.<\/p><p data-start=\"6455\" data-end=\"6611\">Les d\u00e9ploiements d'Edge AI sont largement \u00e9prouv\u00e9s dans des sc\u00e9narios tels que la surveillance, l'analyse du trafic et la d\u00e9tection des anomalies \u00e9nerg\u00e9tiques.<\/p><h2 data-start=\"6618\" data-end=\"6685\"><strong data-start=\"6621\" data-end=\"6685\">D\u00e9ploiements dans le monde r\u00e9el : Box PC dans les sc\u00e9narios de ville intelligente<\/strong><\/h2><h3 data-start=\"6692\" data-end=\"6763\"><strong data-start=\"6696\" data-end=\"6763\">Trafic intelligent : D\u00e9tection des v\u00e9hicules et optimisation des signaux<\/strong><\/h3><p data-start=\"6765\" data-end=\"6813\">Les PC \u00e0 bo\u00eete jouent un r\u00f4le essentiel dans les syst\u00e8mes de circulation :<\/p><ul><li data-start=\"6817\" data-end=\"6873\">D\u00e9ploy\u00e9 dans les armoires de signalisation ou les n\u0153uds de contr\u00f4le du transport en commun<\/li><li data-start=\"6876\" data-end=\"6931\">Analyse de la vid\u00e9o en direct et des entr\u00e9es des capteurs pour d\u00e9tecter les v\u00e9hicules<\/li><li data-start=\"6934\" data-end=\"7006\">Ajuster la s\u00e9quence des signaux de mani\u00e8re dynamique en fonction de la structure du trafic en temps r\u00e9el<\/li><li data-start=\"7009\" data-end=\"7067\">Continuer \u00e0 fonctionner de mani\u00e8re autonome en cas de d\u00e9faillance du r\u00e9seau<\/li><\/ul><p data-start=\"7069\" data-end=\"7309\"><strong data-start=\"7069\" data-end=\"7091\">Les valeurs cl\u00e9s sont les suivantes<\/strong> des embouteillages moins importants, une s\u00e9curit\u00e9 accrue et une prise de d\u00e9cision rapide au niveau local. Dans le monde entier, les carrefours intelligents agissent d\u00e9sormais comme des n\u0153uds intelligents, s'adaptant imm\u00e9diatement \u00e0 l'\u00e9volution du flux de v\u00e9hicules.<\/p><h3 data-start=\"7316\" data-end=\"7386\"><strong data-start=\"7320\" data-end=\"7386\">\u00c9nergie intelligente : Analyse des sous-stations et des compteurs intelligents<\/strong><\/h3><p data-start=\"7388\" data-end=\"7420\">Dans le cadre d'un r\u00e9seau intelligent, Box PC :<\/p><ul><li data-start=\"7424\" data-end=\"7482\">Collecte de donn\u00e9es \u00e0 partir de capteurs et de compteurs via Modbus ou CAN Bus<\/li><li data-start=\"7485\" data-end=\"7546\">Effectuer localement le traitement initial des donn\u00e9es et la d\u00e9tection des anomalies<\/li><li data-start=\"7549\" data-end=\"7596\">Aider \u00e0 redistribuer la charge en fonction des conditions de vie<\/li><li data-start=\"7599\" data-end=\"7646\">R\u00e9duire la d\u00e9pendance \u00e0 l'\u00e9gard de l'informatique en nuage et la consommation de bande passante<\/li><\/ul><p data-start=\"7648\" data-end=\"7796\">Cette lentille informatique locale garantit \u00e0 la fois l'efficacit\u00e9 et la rapidit\u00e9 de la d\u00e9tection des d\u00e9faillances dans les infrastructures critiques en mati\u00e8re d'\u00e9nergie.\u00a0<\/p><h3 data-start=\"7803\" data-end=\"7863\"><strong data-start=\"7807\" data-end=\"7863\">S\u00e9curit\u00e9 des villes : Surveillance par l'IA et alertes d'\u00e9v\u00e9nements<\/strong><\/h3><p data-start=\"7865\" data-end=\"7975\">Les Box PC sont de plus en plus souvent d\u00e9ploy\u00e9s dans les gares, les centres commerciaux et les zones urbaines tr\u00e8s fr\u00e9quent\u00e9es, o\u00f9 ils sont charg\u00e9s de t\u00e2ches de surveillance de l'intelligence artificielle :<\/p><ul><li data-start=\"7979\" data-end=\"8067\">Effectuer la reconnaissance faciale, la d\u00e9tection d'intrusion ou l'analyse du comportement des foules en temps r\u00e9el<\/li><li data-start=\"8070\" data-end=\"8133\">D\u00e9clencher instantan\u00e9ment des alertes (par exemple en cas de fl\u00e2nerie, d'intrusion ou de chute)<\/li><li data-start=\"8136\" data-end=\"8190\">Am\u00e9liorer la confidentialit\u00e9 des donn\u00e9es et r\u00e9duire les donn\u00e9es vid\u00e9o transmises<\/li><\/ul><p data-start=\"8192\" data-end=\"8396\">Les dispositifs d'IA p\u00e9riph\u00e9rique ont d\u00e9montr\u00e9 plus de <strong data-start=\"8231\" data-end=\"8293\">95% pr\u00e9cision de d\u00e9tection dans les syst\u00e8mes de stationnement intelligents du monde r\u00e9el<\/strong>ce qui souligne leur fiabilit\u00e9 dans les applications critiques pour la s\u00e9curit\u00e9.\u00a0<\/p><h2 data-start=\"8403\" data-end=\"8450\"><strong data-start=\"8406\" data-end=\"8450\">Crit\u00e8res de s\u00e9lection cl\u00e9s pour les ordinateurs de bureau<\/strong><\/h2><h3 data-start=\"8457\" data-end=\"8518\"><strong data-start=\"8461\" data-end=\"8518\">Aligner les E\/S et l'expansion sur les besoins de d\u00e9ploiement<\/strong><\/h3><p data-start=\"8520\" data-end=\"8612\">Le choix de la bonne bo\u00eete PC commence par la mise en correspondance des exigences en mati\u00e8re d'interface avec les objectifs de d\u00e9ploiement :<\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"8614\" data-end=\"8963\"><thead data-start=\"8614\" data-end=\"8682\"><tr data-start=\"8614\" data-end=\"8682\"><th data-start=\"8614\" data-end=\"8644\" data-col-size=\"sm\">Sc\u00e9nario de d\u00e9ploiement<\/th><th data-start=\"8644\" data-end=\"8682\" data-col-size=\"sm\">Interfaces requises<\/th><\/tr><\/thead><tbody data-start=\"8752\" data-end=\"8963\"><tr data-start=\"8752\" data-end=\"8825\"><td data-start=\"8752\" data-end=\"8782\" data-col-size=\"sm\">Contr\u00f4le des carrefours routiers<\/td><td data-start=\"8782\" data-end=\"8825\" data-col-size=\"sm\">Ethernet PoE, ports s\u00e9rie, E\/S num\u00e9riques<\/td><\/tr><tr data-start=\"8826\" data-end=\"8894\"><td data-start=\"8826\" data-end=\"8856\" data-col-size=\"sm\">Automatisation des b\u00e2timents<\/td><td data-col-size=\"sm\" data-start=\"8856\" data-end=\"8894\">Bus CAN, Modbus, GPIO<\/td><\/tr><tr data-start=\"8895\" data-end=\"8963\"><td data-start=\"8895\" data-end=\"8925\" data-col-size=\"sm\">Gestion de l'\u00e9nergie<\/td><td data-start=\"8925\" data-end=\"8963\" data-col-size=\"sm\">USB, s\u00e9rie, extension M.2<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"8965\" data-end=\"9093\">Les facteurs de d\u00e9cision cl\u00e9s comprennent la disponibilit\u00e9 d'emplacements d'extension pour les modules de connectivit\u00e9, les acc\u00e9l\u00e9rateurs d'IA ou les am\u00e9liorations du stockage.<\/p><h3 data-start=\"9100\" data-end=\"9163\"><strong data-start=\"9104\" data-end=\"9163\">\u00c9valuation des caract\u00e9ristiques environnementales et de robustesse<\/strong><\/h3><p data-start=\"9165\" data-end=\"9248\">Les environnements ext\u00e9rieurs ou int\u00e9rieurs difficiles exigent une conformit\u00e9 stricte aux sp\u00e9cifications environnementales :<\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"9250\" data-end=\"9682\"><thead data-start=\"9250\" data-end=\"9321\"><tr data-start=\"9250\" data-end=\"9321\"><th data-start=\"9250\" data-end=\"9279\" data-col-size=\"sm\">Fonctionnalit\u00e9<\/th><th data-start=\"9279\" data-end=\"9321\" data-col-size=\"sm\">Sp\u00e9cifications recommand\u00e9es<\/th><\/tr><\/thead><tbody data-start=\"9394\" data-end=\"9682\"><tr data-start=\"9394\" data-end=\"9465\"><td data-start=\"9394\" data-end=\"9423\" data-col-size=\"sm\">Temp\u00e9rature de fonctionnement<\/td><td data-start=\"9423\" data-end=\"9465\" data-col-size=\"sm\">De -20 \u00b0C \u00e0 +70 \u00b0C ou plus<\/td><\/tr><tr data-start=\"9466\" data-end=\"9537\"><td data-start=\"9466\" data-end=\"9495\" data-col-size=\"sm\">Protection contre les infiltrations<\/td><td data-start=\"9495\" data-end=\"9537\" data-col-size=\"sm\">IP65 ou sup\u00e9rieur<\/td><\/tr><tr data-start=\"9538\" data-end=\"9610\"><td data-start=\"9538\" data-end=\"9567\" data-col-size=\"sm\">Robustesse m\u00e9canique<\/td><td data-start=\"9567\" data-end=\"9610\" data-col-size=\"sm\">Conformit\u00e9 aux normes MIL-STD-810G en mati\u00e8re de chocs et de vibrations<\/td><\/tr><tr data-start=\"9611\" data-end=\"9682\"><td data-start=\"9611\" data-end=\"9640\" data-col-size=\"sm\">Immunit\u00e9 \u00e9lectromagn\u00e9tique<\/td><td data-col-size=\"sm\" data-start=\"9640\" data-end=\"9682\">CE \/ FCC Classe A\/B, CEM<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"9684\" data-end=\"9804\">Ils garantissent un fonctionnement irr\u00e9prochable du Box PC, malgr\u00e9 la poussi\u00e8re, les vibrations, les temp\u00e9ratures extr\u00eames ou les interf\u00e9rences \u00e9lectriques.<\/p><h3 data-start=\"9811\" data-end=\"9869\"><strong data-start=\"9815\" data-end=\"9869\">Certifications et assurance de l'approvisionnement \u00e0 long terme<\/strong><\/h3><p data-start=\"9871\" data-end=\"9949\">Les projets d'infrastructure des villes intelligentes exigent une durabilit\u00e9 et une disponibilit\u00e9 permanente :<\/p><ul><li data-start=\"9953\" data-end=\"9995\"><strong data-start=\"9953\" data-end=\"9995\">5 \u00e0 7 ans d'engagement en mati\u00e8re d'approvisionnement en produits<\/strong><\/li><li data-start=\"9998\" data-end=\"10048\">Certifications de s\u00e9curit\u00e9 au niveau mondial : <strong data-start=\"10028\" data-end=\"10048\">UL, CE, FCC, CCC<\/strong><\/li><li data-start=\"10051\" data-end=\"10132\">Soutien du fabricant : <strong data-start=\"10073\" data-end=\"10132\">diagnostics \u00e0 distance, mises \u00e0 jour OTA du firmware, personnalisation<\/strong><\/li><\/ul><p data-start=\"10134\" data-end=\"10229\">Ces consid\u00e9rations permettent d'att\u00e9nuer les risques et de soutenir la continuit\u00e9 de l'approvisionnement lors de d\u00e9ploiements de longue dur\u00e9e.<\/p><h2 data-start=\"10236\" data-end=\"10281\"><strong data-start=\"10239\" data-end=\"10281\">Foire aux questions (FAQ)<\/strong><\/h2><h3 data-start=\"10288\" data-end=\"10344\"><strong data-start=\"10292\" data-end=\"10344\">Les ordinateurs de bureau peuvent-ils prendre en charge l'inf\u00e9rence de l'IA en p\u00e9riph\u00e9rie ?<\/strong><\/h3><p data-start=\"10346\" data-end=\"10407\">Absolument. Les box PC modernes sont con\u00e7ues pour prendre en charge les charges de travail li\u00e9es \u00e0 l'IA :<\/p><ul><li data-start=\"10411\" data-end=\"10474\">Capacit\u00e9s d'extension via M.2 ou Mini PCIe pour les acc\u00e9l\u00e9rateurs d'IA<\/li><li data-start=\"10477\" data-end=\"10530\">Compatibilit\u00e9 avec les modules Jetson, Movidius, Edge TPU<\/li><li data-start=\"10533\" data-end=\"10588\">Int\u00e9grations avec des frameworks tels que TensorRT et OpenVINO<\/li><\/ul><p data-start=\"10590\" data-end=\"10719\">Ils permettent un fonctionnement localis\u00e9 de l'IA pour des t\u00e2ches telles que la reconnaissance faciale, l'identification des plaques d'immatriculation et l'analyse comportementale.<\/p><h3 data-start=\"10726\" data-end=\"10781\"><strong data-start=\"10730\" data-end=\"10781\">Comment d\u00e9ployer correctement des PC en bo\u00eete \u00e0 l'ext\u00e9rieur ?<\/strong><\/h3><p data-start=\"10783\" data-end=\"10822\">Pour un d\u00e9ploiement dans des environnements ext\u00e9rieurs :<\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"10824\" data-end=\"11254\"><thead data-start=\"10824\" data-end=\"10891\"><tr data-start=\"10824\" data-end=\"10891\"><th data-start=\"10824\" data-end=\"10843\" data-col-size=\"sm\">Consid\u00e9ration<\/th><th data-start=\"10843\" data-end=\"10891\" data-col-size=\"md\">Approche recommand\u00e9e<\/th><\/tr><\/thead><tbody data-start=\"10961\" data-end=\"11254\"><tr data-start=\"10961\" data-end=\"11037\"><td data-start=\"10961\" data-end=\"10981\" data-col-size=\"sm\">Logement<\/td><td data-start=\"10981\" data-end=\"11037\" data-col-size=\"md\">Bo\u00eetiers IP65\/IP67 pour la r\u00e9sistance \u00e0 l'eau et \u00e0 la poussi\u00e8re<\/td><\/tr><tr data-start=\"11038\" data-end=\"11110\"><td data-start=\"11038\" data-end=\"11058\" data-col-size=\"sm\">Refroidissement<\/td><td data-start=\"11058\" data-end=\"11110\" data-col-size=\"md\">Conception sans ventilateur avec dissipateur thermique efficace en aluminium<\/td><\/tr><tr data-start=\"11111\" data-end=\"11184\"><td data-start=\"11111\" data-end=\"11131\" data-col-size=\"sm\">Alimentation \u00e9lectrique<\/td><td data-start=\"11131\" data-end=\"11184\" data-col-size=\"md\">Entr\u00e9e CC \u00e0 large plage (par exemple 9-36 V) avec protection<\/td><\/tr><tr data-start=\"11185\" data-end=\"11254\"><td data-start=\"11185\" data-end=\"11205\" data-col-size=\"sm\">Options de montage<\/td><td data-start=\"11205\" data-end=\"11254\" data-col-size=\"md\">Montage mural flexible, sur rail DIN ou VESA<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"11256\" data-end=\"11359\">Des accessoires optionnels tels que des modules UPS ou des syst\u00e8mes de charge solaire am\u00e9liorent la r\u00e9silience dans les endroits \u00e9loign\u00e9s.<\/p><h3 data-start=\"11366\" data-end=\"11433\"><strong data-start=\"11370\" data-end=\"11433\">En quoi les PC en bo\u00eete diff\u00e8rent-ils des PC embarqu\u00e9s traditionnels ?<\/strong><\/h3><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"11435\" data-end=\"12156\"><thead data-start=\"11435\" data-end=\"11553\"><tr data-start=\"11435\" data-end=\"11553\"><th data-start=\"11435\" data-end=\"11459\" data-col-size=\"sm\">Fonctionnalit\u00e9<\/th><th data-start=\"11459\" data-end=\"11507\" data-col-size=\"md\">Bo\u00eete PC<\/th><th data-start=\"11507\" data-end=\"11553\" data-col-size=\"md\">PC embarqu\u00e9 traditionnel<\/th><\/tr><\/thead><tbody data-start=\"11672\" data-end=\"12156\"><tr data-start=\"11672\" data-end=\"11791\"><td data-start=\"11672\" data-end=\"11696\" data-col-size=\"sm\">Flexibilit\u00e9 d'expansion<\/td><td data-col-size=\"md\" data-start=\"11696\" data-end=\"11744\">E\/S modulaires \u00e9lev\u00e9es, extensions AI\/comm<\/td><td data-col-size=\"md\" data-start=\"11744\" data-end=\"11791\">G\u00e9n\u00e9ralement fixe, modularit\u00e9 limit\u00e9e<\/td><\/tr><tr data-start=\"11792\" data-end=\"11911\"><td data-start=\"11792\" data-end=\"11816\" data-col-size=\"sm\">Capacit\u00e9 d'IA<\/td><td data-start=\"11816\" data-end=\"11864\" data-col-size=\"md\">Prise en charge des GPU, TPU, Jetson, modules VPU<\/td><td data-col-size=\"md\" data-start=\"11864\" data-end=\"11911\">La prise en charge du traitement de l'IA de pointe est rare<\/td><\/tr><tr data-start=\"11912\" data-end=\"12033\"><td data-start=\"11912\" data-end=\"11938\" data-col-size=\"sm\">Polyvalence de l'int\u00e9gration<\/td><td data-start=\"11938\" data-end=\"11986\" data-col-size=\"md\">Interface riche en protocoles multiples<\/td><td data-start=\"11986\" data-end=\"12033\" data-col-size=\"md\">Souvent adapt\u00e9s \u00e0 des t\u00e2ches industrielles sp\u00e9cifiques<\/td><\/tr><tr data-start=\"12034\" data-end=\"12156\"><td data-start=\"12034\" data-end=\"12058\" data-col-size=\"sm\">D\u00e9ploiement de la cible<\/td><td data-col-size=\"md\" data-start=\"12058\" data-end=\"12105\">Con\u00e7u pour l'IA de pointe, l'automatisation intelligente<\/td><td data-col-size=\"md\" data-start=\"12105\" data-end=\"12156\">Orient\u00e9 vers les syst\u00e8mes d'automatisation\/contr\u00f4le existants<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"12158\" data-end=\"12280\">Les Box PC sont con\u00e7us pour les cas d'utilisation modernes et intelligents, et offrent une adaptabilit\u00e9 que les syst\u00e8mes int\u00e9gr\u00e9s traditionnels n'ont pas.<\/p><h2 data-start=\"208\" data-end=\"278\"><strong data-start=\"213\" data-end=\"278\">Produits Box PC recommand\u00e9s pour les applications Smart City<\/strong><\/h2><p data-start=\"280\" data-end=\"564\">Les Box PC servent de n\u0153uds informatiques critiques dans les environnements de villes intelligentes. Notre gamme de produits r\u00e9pond aux d\u00e9fis uniques de l'informatique de pointe dans les domaines du transport, de l'\u00e9nergie, de la surveillance et de l'infrastructure publique. Chaque mod\u00e8le est con\u00e7u pour \u00eatre performant, durable et flexible.<\/p><h3 data-start=\"571\" data-end=\"633\"><strong data-start=\"575\" data-end=\"633\">Box PC IA haute performance (prise en charge GPU\/TPU)<\/strong><\/h3><p data-start=\"635\" data-end=\"672\">Id\u00e9al pour les t\u00e2ches \u00e0 forte intensit\u00e9 d'intelligence artificielle telles que :<\/p><ul><li data-start=\"676\" data-end=\"702\">Centres de surveillance intelligents<\/li><li data-start=\"705\" data-end=\"728\">Analyse de la s\u00e9curit\u00e9 publique<\/li><li data-start=\"731\" data-end=\"754\">Centres de gestion du trafic<\/li><\/ul><p data-start=\"756\" data-end=\"773\"><strong data-start=\"756\" data-end=\"773\">Caract\u00e9ristiques principales :<\/strong><\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"775\" data-end=\"1266\"><thead data-start=\"775\" data-end=\"844\"><tr data-start=\"775\" data-end=\"844\"><th data-start=\"775\" data-end=\"796\" data-col-size=\"sm\">Sp\u00e9cifications<\/th><th data-start=\"796\" data-end=\"844\" data-col-size=\"md\">D\u00e9tails<\/th><\/tr><\/thead><tbody data-start=\"915\" data-end=\"1266\"><tr data-start=\"915\" data-end=\"985\"><td data-start=\"915\" data-end=\"936\" data-col-size=\"sm\">Processeur<\/td><td data-start=\"936\" data-end=\"985\" data-col-size=\"md\">Plateformes Intel\u00ae Core\u2122 ou NVIDIA\u00ae Jetson\u2122<\/td><\/tr><tr data-start=\"986\" data-end=\"1055\"><td data-start=\"986\" data-end=\"1007\" data-col-size=\"sm\">Soutien \u00e0 l'IA<\/td><td data-start=\"1007\" data-end=\"1055\" data-col-size=\"md\">Compatible avec NVIDIA RTX \/ Jetson, VPU\/TPU<\/td><\/tr><tr data-start=\"1056\" data-end=\"1125\"><td data-start=\"1056\" data-end=\"1077\" data-col-size=\"sm\">Options d'expansion<\/td><td data-start=\"1077\" data-end=\"1125\" data-col-size=\"md\">M.2 \/ Mini PCIe pour l'IA et les modules de connectivit\u00e9<\/td><\/tr><tr data-start=\"1126\" data-end=\"1196\"><td data-start=\"1126\" data-end=\"1147\" data-col-size=\"sm\">Interfaces E\/S<\/td><td data-start=\"1147\" data-end=\"1196\" data-col-size=\"md\">Multiples ports USB, ports PoE LAN, ports s\u00e9rie<\/td><\/tr><tr data-start=\"1197\" data-end=\"1266\"><td data-start=\"1197\" data-end=\"1218\" data-col-size=\"sm\">Avantage unique<\/td><td data-start=\"1218\" data-end=\"1266\" data-col-size=\"md\">Inf\u00e9rence IA en temps r\u00e9el, architecture modulaire<\/td><\/tr><\/tbody><\/table><\/div><\/div><h3 data-start=\"1273\" data-end=\"1330\"><strong data-start=\"1277\" data-end=\"1330\">Box PC industriels sans ventilateur (conception robuste)<\/strong><\/h3><p data-start=\"1332\" data-end=\"1371\">Con\u00e7u pour les environnements difficiles tels que :<\/p><ul><li data-start=\"1375\" data-end=\"1401\">Enceintes de circulation pour l'ext\u00e9rieur<\/li><li data-start=\"1404\" data-end=\"1420\">Sites industriels<\/li><li data-start=\"1423\" data-end=\"1442\">Sous-stations de services publics<\/li><\/ul><p data-start=\"1444\" data-end=\"1461\"><strong data-start=\"1444\" data-end=\"1461\">Caract\u00e9ristiques principales :<\/strong><\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"1463\" data-end=\"1923\"><thead data-start=\"1463\" data-end=\"1528\"><tr data-start=\"1463\" data-end=\"1528\"><th data-start=\"1463\" data-end=\"1484\" data-col-size=\"sm\">Sp\u00e9cifications<\/th><th data-start=\"1484\" data-end=\"1528\" data-col-size=\"sm\">D\u00e9tails<\/th><\/tr><\/thead><tbody data-start=\"1595\" data-end=\"1923\"><tr data-start=\"1595\" data-end=\"1660\"><td data-start=\"1595\" data-end=\"1616\" data-col-size=\"sm\">Refroidissement<\/td><td data-start=\"1616\" data-end=\"1660\" data-col-size=\"sm\">Sans ventilateur, avec bo\u00eetier de dissipation thermique enti\u00e8rement m\u00e9tallique<\/td><\/tr><tr data-start=\"1661\" data-end=\"1726\"><td data-start=\"1661\" data-end=\"1682\" data-col-size=\"sm\">Plage de temp\u00e9rature<\/td><td data-start=\"1682\" data-end=\"1726\" data-col-size=\"sm\">-40 \u00b0C \u00e0 +70 \u00b0C<\/td><\/tr><tr data-start=\"1727\" data-end=\"1792\"><td data-start=\"1727\" data-end=\"1748\" data-col-size=\"sm\">Entr\u00e9e d'alimentation<\/td><td data-start=\"1748\" data-end=\"1792\" data-col-size=\"sm\">Entr\u00e9e CC \u00e0 large plage (9-36 V)<\/td><\/tr><tr data-start=\"1793\" data-end=\"1857\"><td data-start=\"1793\" data-end=\"1814\" data-col-size=\"sm\">Options de montage<\/td><td data-start=\"1814\" data-end=\"1857\" data-col-size=\"sm\">Possibilit\u00e9 de montage sur rail DIN, au mur ou sur support VESA<\/td><\/tr><tr data-start=\"1858\" data-end=\"1923\"><td data-start=\"1858\" data-end=\"1879\" data-col-size=\"sm\">Certifications<\/td><td data-start=\"1879\" data-end=\"1923\" data-col-size=\"sm\">CE, FCC, EMC, MIL-STD-810G<\/td><\/tr><\/tbody><\/table><\/div><\/div><h3 data-start=\"1930\" data-end=\"1986\"><strong data-start=\"1934\" data-end=\"1986\">Passerelle IoT Box PC avec prise en charge des protocoles<\/strong><\/h3><p data-start=\"1988\" data-end=\"2070\">Parfait pour l'automatisation des b\u00e2timents, la surveillance de l'alimentation et la communication entre plusieurs appareils.<\/p><p data-start=\"2072\" data-end=\"2089\"><strong data-start=\"2072\" data-end=\"2089\">Caract\u00e9ristiques principales :<\/strong><\/p><div class=\"_tableContainer_1rjym_1\"><div class=\"_tableWrapper_1rjym_13 group flex w-fit flex-col-reverse\" tabindex=\"-1\"><table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"2091\" data-end=\"2608\"><thead data-start=\"2091\" data-end=\"2164\"><tr data-start=\"2091\" data-end=\"2164\"><th data-start=\"2091\" data-end=\"2112\" data-col-size=\"sm\">Sp\u00e9cifications<\/th><th data-start=\"2112\" data-end=\"2164\" data-col-size=\"md\">D\u00e9tails<\/th><\/tr><\/thead><tbody data-start=\"2239\" data-end=\"2608\"><tr data-start=\"2239\" data-end=\"2312\"><td data-start=\"2239\" data-end=\"2260\" data-col-size=\"sm\">Communication<\/td><td data-start=\"2260\" data-end=\"2312\" data-col-size=\"md\">RS-232\/422\/485, Modbus, CAN Bus, DI\/DO<\/td><\/tr><tr data-start=\"2313\" data-end=\"2386\"><td data-start=\"2313\" data-end=\"2334\" data-col-size=\"sm\">Extension sans fil<\/td><td data-start=\"2334\" data-end=\"2386\" data-col-size=\"md\">Prise en charge des modules Wi-Fi, 4G\/5G et LoRa<\/td><\/tr><tr data-start=\"2387\" data-end=\"2460\"><td data-start=\"2387\" data-end=\"2408\" data-col-size=\"sm\">Stockage<\/td><td data-start=\"2408\" data-end=\"2460\" data-col-size=\"md\">Support eMMC + SSD haute capacit\u00e9<\/td><\/tr><tr data-start=\"2461\" data-end=\"2534\"><td data-start=\"2461\" data-end=\"2482\" data-col-size=\"sm\">Compatibilit\u00e9 avec les syst\u00e8mes d'exploitation<\/td><td data-start=\"2482\" data-end=\"2534\" data-col-size=\"md\">Linux, Ubuntu, Windows ; pr\u00eat pour Docker<\/td><\/tr><tr data-start=\"2535\" data-end=\"2608\"><td data-start=\"2535\" data-end=\"2556\" data-col-size=\"sm\">Avantage unique<\/td><td data-start=\"2556\" data-end=\"2608\" data-col-size=\"md\">Faible consommation, connectivit\u00e9 \u00e9lev\u00e9e, id\u00e9al pour la p\u00e9riph\u00e9rie de l'IoT.<\/td><\/tr><\/tbody><\/table><\/div><\/div><p data-start=\"2615\" data-end=\"2812\">\ud83d\udcde <strong data-start=\"2618\" data-end=\"2659\">Besoin d'aide pour choisir la bonne bo\u00eete PC ?<\/strong><br data-start=\"2659\" data-end=\"2662\" \/>Notre \u00e9quipe technique est pr\u00eate \u00e0 fournir des recommandations personnalis\u00e9es, une planification de l'int\u00e9gration et une assistance avant-vente adapt\u00e9es aux d\u00e9ploiements de villes intelligentes.<a href=\"https:\/\/beyondinfosys.com\/fr\/contact\/\"> Contactez nous.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Smart City Trends and the Rise of Edge Computing Why Smart Cities Need Edge Computing As urban environments become increasingly data-driven, streets, transit hubs, utilities, and public spaces generate massive volumes of data each moment\u2014video feeds from surveillance cameras, sensor readings from traffic and environmental monitors, smart grid telemetry, and more. Routing all of this [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4311,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[33,35],"tags":[],"class_list":["post-4282","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-news","category-technique"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.0 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Smart City Edge Computing Industrial Box PC Solutions - Beyond Info Sys<\/title>\n<meta name=\"description\" content=\"Explore how industrial-grade Box PCs enable real-time edge computing for smart cities. 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