{"id":94402,"date":"2024-04-09T06:38:37","date_gmt":"2024-04-09T06:38:37","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=94402"},"modified":"2024-04-10T00:42:50","modified_gmt":"2024-04-10T00:42:50","slug":"smart-parking-for-smarter-cities-building-an-end-to-end-data-pipeline-with-raspberry-pi-hmis-aws-tensorflow-and-n3uron","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2024\/04\/09\/smart-parking-for-smarter-cities-building-an-end-to-end-data-pipeline-with-raspberry-pi-hmis-aws-tensorflow-and-n3uron\/","title":{"rendered":"Smart Parking for Smarter Cities: Building an End-to-End Data Pipeline with Raspberry Pi HMIs, AWS, TensorFlow, and N3uron"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"94402\" class=\"elementor elementor-94402\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-978c11d e-flex e-con-boxed e-con e-parent\" data-id=\"978c11d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8467f46 elementor-widget elementor-widget-heading\" data-id=\"8467f46\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62336cd\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Introduction <\/h2>\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<div class=\"elementor-element elementor-element-6fb3dba e-flex e-con-boxed e-con e-parent\" data-id=\"6fb3dba\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ea6017 elementor-widget elementor-widget-text-editor\" data-id=\"1ea6017\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6235165\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-family: Georgia, Palatino;\">Urban environments are constantly evolving, and managing traffic flow and parking remains a major challenge. Smart car parking solutions powered by edge computing and AI are emerging as a critical component of successful smart cities. Let&#8217;s explore how these solutions contribute to a more efficient and sustainable urban landscape.<\/span><\/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<div class=\"elementor-element elementor-element-d361744 e-flex e-con-boxed e-con e-parent\" data-id=\"d361744\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe4eed9 elementor-widget elementor-widget-video\" data-id=\"fe4eed9\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;play_on_mobile&quot;:&quot;yes&quot;,&quot;mute&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f623733b\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/aws-n3ron-tf-blog.mp4\" autoplay=\"\" loop=\"\" controls=\"\" muted=\"muted\" playsinline=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-623fe31 e-flex e-con-boxed e-con e-parent\" data-id=\"623fe31\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed677be elementor-widget elementor-widget-text-editor\" data-id=\"ed677be\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6238a64\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul>\n<li><span style=\"font-family: Georgia, Palatino;\"><strong><span style=\"background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; color: #8dc200;\">Reduced Traffic Congestion<\/span><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\">:<\/span><\/strong><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"white-space-collapse: preserve;\"> Drivers spend a significant amount of time searching for parking, leading to unnecessary congestion.<\/span><\/span><\/span><\/li>\n<li><span style=\"font-family: Georgia, Palatino;\"><strong><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"color: #8dc200;\">Enhanced Efficiency and Revenue<\/span>:<\/span><\/strong><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"white-space-collapse: preserve;\"> Smart parking systems automate the parking process, eliminating the need for manual enforcement.<\/span><\/span><\/span><\/li>\n<li><span style=\"font-family: Georgia, Palatino;\"><b style=\"text-align: var(--text-align);\"><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"color: #8dc200;\">Environmental Sustainability<\/span>:<\/span><\/b><span style=\"text-align: var(--text-align); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; color: #1f1f1f;\"> Reduced search times translate to lower fuel consumption and emissions. Smart parking systems can also optimize lighting in parking lots based on occupancy data, further minimizing energy usage.<\/span><\/span><\/li>\n<li><span style=\"font-family: Georgia, Palatino;\"><b style=\"text-align: var(--text-align);\"><span style=\"color: #1f1f1f; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"color: #8dc200;\">Data-Driven Decision Making<\/span>:<\/span><\/b><span style=\"text-align: var(--text-align); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; color: #1f1f1f;\"> The data collected by smart parking systems provides valuable insights into parking patterns and demand. Cities can leverage this information to optimize parking infrastructure and develop data-driven policies to address congestion and parking availability challenges.<\/span><\/span><\/li>\n<\/ul>\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<div class=\"elementor-element elementor-element-ffd1da5 e-flex e-con-boxed e-con e-parent\" data-id=\"ffd1da5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38e63f1 elementor-widget elementor-widget-heading\" data-id=\"38e63f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6239ca1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Tech Stack Breakdown<\/h2>\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<div class=\"elementor-element elementor-element-7eed531 e-flex e-con-boxed e-con e-parent\" data-id=\"7eed531\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-996bc1c elementor-widget elementor-widget-text-editor\" data-id=\"996bc1c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f623b312\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-family: Georgia, Palatino;\">Smart parking systems using\u00a0<strong><span style=\"color: #90c200;\">TensorFlow Lite for on-device object<\/span> <span style=\"color: #90c200;\">detection<\/span><\/strong>\u00a0can identify available spots in real-time. This data, published to the\u00a0<span style=\"color: #90c200;\"><strong>AWS<\/strong><\/span>\u00a0cloud and accessed by\u00a0<span style=\"color: #90c200;\"><strong>N3uron on reTerminal devices<\/strong>\u00a0<\/span>(located even in remote areas), helps drivers locate open spots quickly, minimizing time spent circling and contributing to smoother traffic flow. Let\u2019s talk bit more about Tech Stack which is related to the Demonstration.<\/span><\/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<div class=\"elementor-element elementor-element-28226d8 e-flex e-con-boxed e-con e-parent\" data-id=\"28226d8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8cc916 elementor-widget elementor-widget-heading\" data-id=\"d8cc916\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f623c95a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.tensorflow.org\/lite\/guide\/python\">TensorFlow Lite<\/a><\/h3>\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<div class=\"elementor-element elementor-element-3cd43e6 e-flex e-con-boxed e-con e-parent\" data-id=\"3cd43e6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e1c1644 elementor-widget elementor-widget-image\" data-id=\"e1c1644\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f623ef26\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"115\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/tflite-removebg-preview-300x115.png\" class=\"attachment-medium size-medium wp-image-94406\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/tflite-removebg-preview-300x115.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/tflite-removebg-preview-768x294.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/tflite-removebg-preview.png 781w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-0076d8d e-flex e-con-boxed e-con e-parent\" data-id=\"0076d8d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aea2285 elementor-widget elementor-widget-text-editor\" data-id=\"aea2285\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f623fdb1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p style=\"background: white;\"><span style=\"font-family: Georgia, Palatino; color: #1f1f1f;\">A lightweight version of <span style=\"color: #f7941d;\"><a href=\"https:\/\/www.tensorflow.org\/lite\/guide\/python\"><span style=\"color: #f7941d;\"><b>TensorFlow<\/b><\/span><\/a> <\/span>for on-device inference. A custom object detection model, like <span style=\"color: #8dc21f;\">EfficientDet or YOLOv5<\/span>, trained on a car park dataset is deployed on the reTerminal device to identify available parking spots in real-time from the video feed.<\/span><\/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<div class=\"elementor-element elementor-element-49d515e e-flex e-con-boxed e-con e-parent\" data-id=\"49d515e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e379a7 elementor-widget elementor-widget-heading\" data-id=\"1e379a7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6240b53\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aws.amazon.com\/\">AWS IoT Core<\/a><\/h3>\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<div class=\"elementor-element elementor-element-4205ddf e-flex e-con-boxed e-con e-parent\" data-id=\"4205ddf\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-425b57d elementor-widget elementor-widget-image\" data-id=\"425b57d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6242578\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"275\" height=\"183\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/awslogo.png\" class=\"attachment-medium size-medium wp-image-94407\" alt=\"\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-5ef3a8e e-flex e-con-boxed e-con e-parent\" data-id=\"5ef3a8e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-480ffc2 elementor-widget elementor-widget-text-editor\" data-id=\"480ffc2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6243bdb\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p style=\"background: white;\"><span style=\"font-family: Georgia, Palatino;\"><span style=\"color: #1f1f1f;\">The <\/span><strong><a href=\"https:\/\/aws.amazon.com\/\"><span style=\"color: #f7941d;\">AWS<\/span><\/a><\/strong><span style=\"color: #1f1f1f;\"> cloud platform acts as a message broker using the<span style=\"color: #8dc21f;\"> MQTT<\/span> protocol. The reTerminal device publishes the number of available parking spots detected by the TensorFlow Lite model to the AWS cloud.<\/span><\/span><\/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<div class=\"elementor-element elementor-element-31b8fe3 e-flex e-con-boxed e-con e-parent\" data-id=\"31b8fe3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb969f6 elementor-widget elementor-widget-heading\" data-id=\"bb969f6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62451c3\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/n3uron.com\/\">N3uron<\/a><\/h3>\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<div class=\"elementor-element elementor-element-3d5b482 e-flex e-con-boxed e-con e-parent\" data-id=\"3d5b482\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5e1874 elementor-widget elementor-widget-image\" data-id=\"c5e1874\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62472f8\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"88\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/n3uron-company-logotype-orange.svg\" class=\"attachment-medium size-medium wp-image-94408\" alt=\"\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-d3d9b0f e-flex e-con-boxed e-con e-parent\" data-id=\"d3d9b0f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b18d55 elementor-widget elementor-widget-text-editor\" data-id=\"4b18d55\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62484d1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p style=\"background: white;\"><span style=\"font-family: Georgia, Palatino; color: #1f1f1f;\">This Industrial <span style=\"color: #8dc21f;\">Edge Platform for IIoT &amp; DataOps<\/span> subscribes to the published data from AWS IoT Core using an MQTT <span style=\"color: #000000;\">connection<\/span>. <a href=\"https:\/\/n3uron.com\/\"><span style=\"color: #f7941d;\"><b>N3uron<\/b> <\/span><\/a>allows for data visualization through user-friendly dashboards, enabling users to monitor parking slot availability in real-time and analyze trends over time.<\/span><\/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<div class=\"elementor-element elementor-element-1d7f016 e-flex e-con-boxed e-con e-parent\" data-id=\"1d7f016\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18b0231 elementor-widget elementor-widget-heading\" data-id=\"18b0231\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62498fb\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Hardware Components<\/h2>\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<div class=\"elementor-element elementor-element-50b43e0 e-flex e-con-boxed e-con e-parent\" data-id=\"50b43e0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d45727 elementor-widget elementor-widget-heading\" data-id=\"3d45727\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f624a8e9\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\">reTerminal<\/h3>\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<div class=\"elementor-element elementor-element-c3b0952 e-flex e-con-boxed e-con e-parent\" data-id=\"c3b0952\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57bb4fa elementor-widget elementor-widget-image\" data-id=\"57bb4fa\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f624bfb1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"207\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-300x207.png\" class=\"attachment-medium size-medium wp-image-94410\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-300x207.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-1030x711.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-768x530.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-1536x1060.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front-1024x707.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminal-front.png 1742w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-2697199 e-flex e-con-boxed e-con e-parent\" data-id=\"2697199\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af97ddd elementor-align-center elementor-widget elementor-widget-button\" data-id=\"af97ddd\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f624dd4e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.seeedstudio.com\/ReTerminal-with-CM4-p-4904.html\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">More On reTerminal<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-4c774b4 e-flex e-con-boxed e-con e-parent\" data-id=\"4c774b4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64c57a5 elementor-widget elementor-widget-text-editor\" data-id=\"64c57a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f624f36a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-family: Georgia, Palatino;\">This compact Raspberry Pi-based HMI (Human-Machine Interface) device serves as the core for real-time object detection. It features a touch screen, various connectivity options (WiFi, Bluetooth, USB, etc.), and built-in sensors. In this setup, the reTerminal analyzes the video feed from the Pi camera to count available parking spots.<\/span><\/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<div class=\"elementor-element elementor-element-377ef84 e-flex e-con-boxed e-con e-parent\" data-id=\"377ef84\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-95de570 elementor-widget elementor-widget-heading\" data-id=\"95de570\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62508ce\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\">reTerminal DM<\/h3>\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<div class=\"elementor-element elementor-element-fdf5a3a e-flex e-con-boxed e-con e-parent\" data-id=\"fdf5a3a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb79c1f elementor-widget elementor-widget-image\" data-id=\"bb79c1f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6252c97\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"225\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminaldm-300x225.png\" class=\"attachment-medium size-medium wp-image-94411\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminaldm-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/reterminaldm.png 577w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-2f96159 e-flex e-con-boxed e-con e-parent\" data-id=\"2f96159\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b350f0 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"9b350f0\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6253ba3\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-p-5616.html\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">More reTerminal DM<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-eb0cc59 e-flex e-con-boxed e-con e-parent\" data-id=\"eb0cc59\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-281943d elementor-widget elementor-widget-text-editor\" data-id=\"281943d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f62549bd\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p style=\"background: white;\"><span style=\"font-family: Georgia, Palatino; color: #1f1f1f;\">This secondary HMI acts as the data visualization hub. It boasts a larger screen, industrial-grade durability, and diverse communication options (LoraWAN, 4G LTE, etc.) for remote deployments. Here, it displays parking slot availability data received from the reTerminal, potentially even showcasing trends based on the time of day. Imagine this device situated in a building near the car park for convenient monitoring.<\/span><\/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<div class=\"elementor-element elementor-element-f349ba2 e-flex e-con-boxed e-con e-parent\" data-id=\"f349ba2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c99c002 elementor-widget elementor-widget-heading\" data-id=\"c99c002\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625573e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">The Big Picture<\/h2>\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<div class=\"elementor-element elementor-element-146fdfe e-flex e-con-boxed e-con e-parent\" data-id=\"146fdfe\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb4f802 elementor-widget elementor-widget-image\" data-id=\"eb4f802\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6256eb9\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo-1030x579.png\" class=\"attachment-large size-large wp-image-94413\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/pi-day-demo.png 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-d7b4b30 e-flex e-con-boxed e-con e-parent\" data-id=\"d7b4b30\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ef4e9a elementor-widget elementor-widget-text-editor\" data-id=\"6ef4e9a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6257cac\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p style=\"background: white;\"><span style=\"font-family: Georgia, Palatino; color: #1f1f1f; background: white;\">This solution leverages the strengths of various hardware and software components. A reTerminal device equipped with a Pi camera captures video footage of the car park. TensorFlow Lite, deployed on the reTerminal for efficient on-device processing, analyzes the video stream to identify available parking spots. The reTerminal then publishes this data to the AWS cloud using appropriate credentials. In a separate location, another reTerminal DM device subscribes to the published data stream using N3uron, a comprehensive Industrial Edge Platform. N3uron facilitates the creation of a user-friendly interface for visualizing real-time parking slot availability, potentially incorporating historical data to reveal trends in parking occupancy throughout the day.<\/span><\/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<div class=\"elementor-element elementor-element-eb90c7d e-flex e-con-boxed e-con e-parent\" data-id=\"eb90c7d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e304b0 elementor-widget elementor-widget-video\" data-id=\"4e304b0\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;play_on_mobile&quot;:&quot;yes&quot;,&quot;mute&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6258b12\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/piday_0301.mp4\" autoplay=\"\" loop=\"\" controls=\"\" muted=\"muted\" playsinline=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-1f0422a e-flex e-con-boxed e-con e-parent\" data-id=\"1f0422a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6bbf460 elementor-widget elementor-widget-heading\" data-id=\"6bbf460\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f6259886\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Seeed Studio\u2019s Raspberry Pi Ecosystem<\/h2>\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<div class=\"elementor-element elementor-element-9f7b1f0 e-flex e-con-boxed e-con e-parent\" data-id=\"9f7b1f0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe0d7e1 elementor-widget elementor-widget-image\" data-id=\"fe0d7e1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625af22\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"110\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1.png\" class=\"attachment-large size-large wp-image-94416\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1-300x52.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-49abb63 e-flex e-con-boxed e-con e-parent\" data-id=\"49abb63\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b24ef0 elementor-widget elementor-widget-text-editor\" data-id=\"0b24ef0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625bd1f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-family: Georgia, Palatino;\">Seeed Studio has been serving the Raspberry Pi user community since 2013 and took the lead to join the approved\u00a0reseller and\u00a0design partner. Since the first version of\u00a0<a href=\"https:\/\/www.seeedstudio.com\/reTerminal-CM4108032-p-5712.html\">reTerminal<\/a>\u00a0in 2021, we have a series of products including\u00a0<a href=\"https:\/\/www.seeedstudio.com\/Dual-GbE-Carrier-Board-with-4GB-RAM-32GB-eMMC-RPi-CM4-Case-p-5029.html\">reRouter<\/a>,\u00a0<a target=\"_blank\" href=\"https:\/\/www.seeedstudio.com\/EdgeBox-RPi-200-CM4104016-p-5486.html\" rel=\"noopener\">edge controller series<\/a>, and last year<a href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-With-Camera-p-5648.html\">\u00a0reTerminal DM<\/a>, serving creators, makers, enthusiasts, students, engineers, enterprises as well as industries, and every scenario needing Raspberry Pi.\u00a0<\/span><\/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<div class=\"elementor-element elementor-element-5dc9cd0 e-flex e-con-boxed e-con e-parent\" data-id=\"5dc9cd0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd5465 elementor-widget elementor-widget-image\" data-id=\"dbd5465\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625d66e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"309\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/1111-768x371-1.png\" class=\"attachment-large size-large wp-image-94417\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/1111-768x371-1.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/04\/1111-768x371-1-300x145.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-62b260d e-flex e-con-boxed e-con e-parent\" data-id=\"62b260d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce245d4 elementor-widget elementor-widget-heading\" data-id=\"ce245d4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625ea34\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">More Resources <\/h2>\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<div class=\"elementor-element elementor-element-26b5359 e-flex e-con-boxed e-con e-parent\" data-id=\"26b5359\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c274f86 elementor-widget elementor-widget-text-editor\" data-id=\"c274f86\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d09f625fe92\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><\/p>\n<ul class=\"wp-block-list\">\n<li><span style=\"font-family: Georgia, Palatino;\">Explore more products, full system devices, customization services, and use cases on the\u00a0<strong><a href=\"https:\/\/www.seeedstudio.com\/raspberry-pi\">Seeed Raspberry Pi page<\/a><\/strong>.<\/span><\/li>\n\n<li><span style=\"font-family: Georgia, Palatino;\">Download our\u00a0<strong><a href=\"https:\/\/files.seeedstudio.com\/wiki\/Raspberry_Pi\/raspberry-pi-success-cases.pdf\">latest Raspberry Pi success case booklet<\/a><\/strong>\u00a0to know how Seeed and Seeed\u2019s Raspberry Pi-powered products and solutions assist in tackling real-world challenges. Share your idea and story with our team at\u00a0<strong>edge@seeed.cc<\/strong>.<\/span><\/li>\n\n<li><span style=\"font-family: Georgia, Palatino;\">Dive deep into our\u00a0<a href=\"https:\/\/wiki.seeedstudio.com\/raspberry-pi-devices\/\"><strong>Raspberry Pi wiki page<\/strong><\/a>\u00a0to get yours started.<\/span><\/li>\n\n<li><span style=\"font-family: Georgia, Palatino;\">Download our\u00a0<strong><a href=\"https:\/\/files.seeedstudio.com\/wiki\/raspberry-pi\/seeed-studio-raspberry-pi-series-catalog-v1.1.pdf\">latest product catalog<\/a><\/strong>\u00a0to find the ones that suit your needs.<\/span><\/li>\n\n<li><span style=\"font-family: Georgia, Palatino;\">Wants to discuss more customization possibilities, please check out our\u00a0<a href=\"https:\/\/www.seeedstudio.com\/odm\"><strong>customization services<\/strong><\/a>,\u00a0and submit your inquiry to\u00a0\u00a0<strong>edge@seeed.cc<\/strong>\u00a0to have a deeper discussion and evaluation for you.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: Arial, Helvetica, sans-serif;\"><\/span><\/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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Introduction Urban environments are constantly evolving, and managing traffic flow and parking remains a 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