{"id":90240,"date":"2023-12-29T10:09:19","date_gmt":"2023-12-29T10:09:19","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=90240"},"modified":"2024-04-22T08:21:47","modified_gmt":"2024-04-22T08:21:47","slug":"surface-crack-detection-and-localization-with-seeeds-raspberry-pi-powered-reterminal","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/12\/29\/surface-crack-detection-and-localization-with-seeeds-raspberry-pi-powered-reterminal\/","title":{"rendered":"Surface Crack Detection and Localization with Seeed&#8217;s Raspberry Pi-powered reTerminal"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"90240\" class=\"elementor elementor-90240\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-945ce5f e-flex e-con-boxed e-con e-parent\" data-id=\"945ce5f\" 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-45ec45b elementor-widget elementor-widget-heading\" data-id=\"45ec45b\" 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=\"scroll69d0dc663b2b3\"  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\">Summary<\/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-47a8f1c e-flex e-con-boxed e-con e-parent\" data-id=\"47a8f1c\" 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-a6171cd elementor-widget elementor-widget-text-editor\" data-id=\"a6171cd\" 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=\"scroll69d0dc663c736\"  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>Concrete structures typically show signs of deterioration after 40 to 50 years, emphasizing the importance of regular inspection and repairs to prevent accidents and safeguard infrastructure. Detection of cracks is a key diagnostic criterion for concrete structure degradation. While visual inspection is commonly used, it has drawbacks such as being time-consuming and prone to missing small cracks in large structures. Furthermore, the correlation between crack growth and temperature variations suggests that visual inspections may overlook cracks during contraction periods. This underscores the need for more efficient and comprehensive inspection methods to ensure the longevity and safety of concrete structures.<\/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-3bf131c e-flex e-con-boxed e-con e-parent\" data-id=\"3bf131c\" 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-3d54efb elementor-widget elementor-widget-text-editor\" data-id=\"3d54efb\" 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=\"scroll69d0dc663d5d0\"  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=\"text-decoration: underline;\"><a href=\"https:\/\/www.linkedin.com\/in\/naveen-kumar-827603213\/\">Naveen Kumar<\/a><\/span>, an innovative engineer from Japan, deployed <a href=\"https:\/\/edgeimpulse.com\/\">Edge Impulse<\/a> on our <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Raspberry Pi-powered<\/a><\/span> HMI <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/ReTerminal-with-CM4-p-4904.html\">reTerminal<\/a><\/span> and trained a model. Using a machine vision system, the model detects and locates surface cracks in concrete structures, enabling predictive maintenance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4968722 elementor-widget elementor-widget-image\" data-id=\"4968722\" 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=\"scroll69d0dc663e631\"  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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"426\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_24f34c0c-d61d-4f5a-b605-e075ff1a9aca.png\" class=\"attachment-large size-large wp-image-90265\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_24f34c0c-d61d-4f5a-b605-e075ff1a9aca.png 740w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_24f34c0c-d61d-4f5a-b605-e075ff1a9aca-300x200.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_24f34c0c-d61d-4f5a-b605-e075ff1a9aca-675x450.png 675w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Image credit: AP News<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-2c36b36 e-flex e-con-boxed e-con e-parent\" data-id=\"2c36b36\" 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-17ab112 elementor-widget elementor-widget-heading\" data-id=\"17ab112\" 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=\"scroll69d0dc663f49c\"  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\">Key Info<\/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-1f683f9 e-flex e-con-boxed e-con e-parent\" data-id=\"1f683f9\" 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-27ff7bc elementor-widget elementor-widget-text-editor\" data-id=\"27ff7bc\" 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=\"scroll69d0dc664027e\"  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>Seeed&#8217;s solution: <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Raspberry Pi-powered<\/a><\/span> HMI <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/ReTerminal-with-CM4-p-4904.html\">reTerminal<\/a><\/span><\/p><p>Industry: Surface Crack Detection and Localization<\/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-7af762f e-flex e-con-boxed e-con e-parent\" data-id=\"7af762f\" 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-2aa1abb elementor-widget elementor-widget-heading\" data-id=\"2aa1abb\" 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=\"scroll69d0dc664104b\"  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\">Challenge<\/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-b706e4e e-flex e-con-boxed e-con e-parent\" data-id=\"b706e4e\" 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-4dee4f7 elementor-widget elementor-widget-text-editor\" data-id=\"4dee4f7\" 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=\"scroll69d0dc6641eb8\"  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>Traditionally, specialists inspect structures by visually identifying cracks, documenting their observations through sketches, and subsequently compiling inspection data. However, this method is not only time-consuming and expensive but also lacks precision in crack detection. The implementation of a compact and portable hardware device, featuring a suitable display, offers a transformative solution. Such a device facilitates the real-time presentation of crack data analysis results. Furthermore, the content generated on this computing module can be effortlessly duplicated or transferred to other edge devices, enhancing efficiency and enabling seamless data sharing across various inspection points. This highlights the crucial role of edge devices in streamlining and improving the crack detection process in structural inspections.<\/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-280066a e-flex e-con-boxed e-con e-parent\" data-id=\"280066a\" 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-0b73038 elementor-widget elementor-widget-heading\" data-id=\"0b73038\" 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=\"scroll69d0dc6642c64\"  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\">Solution<\/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-a1a70a4 e-flex e-con-boxed e-con e-parent\" data-id=\"a1a70a4\" 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-f3de826 elementor-widget elementor-widget-text-editor\" data-id=\"f3de826\" 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=\"scroll69d0dc6643a31\"  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>Choosing an open-source and open platform is crucial for the ease of algorithm deployment, subsequent batch deployment, and portability. Therefore, the Raspberry Pi platform became Naveen&#8217;s top choice. Seeed has been deeply involved in the Raspberry Pi field for many years and offers highly mature and reliable Raspberry Pi hardware products and solutions. As a long-term user of Seeed, Naveen did not hesitate to select Seeed&#8217;s reTerminal. It perfectly meets his requirements with its compact and portable size, high-quality screen display, and expandability. The Raspberry Pi CM4 solution ensures its reliability and performance.<br \/>Naveen built a surface crack detection application using machine learning. A pre-trained image classification model is fine-tuned using the Transfer Learning with the Edge Impulse Studio and deployed to the Seeed reTerminal (based on Raspberry Pi Compute Module 4) which detects surface cracks in real-time and also localizes them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7024fd3 elementor-widget elementor-widget-video\" data-id=\"7024fd3\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"scroll69d0dc66447f3\"  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\/2023\/12\/cover_BzUYopHOFw.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\" poster=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/cover_BzUYopHOFw-1.mp4\"><\/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-9322800 e-flex e-con-boxed e-con e-parent\" data-id=\"9322800\" 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-903f2d8 elementor-widget elementor-widget-text-editor\" data-id=\"903f2d8\" 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=\"scroll69d0dc6645685\"  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-weight: 400;\">Know more details about this project, please click <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.hackster.io\/naveenbskumar\/surface-crack-detection-and-localization-w-seeed-reterminal-774da0\">here<\/a><\/span> to get more.<\/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-82b6420 e-flex e-con-boxed e-con e-parent\" data-id=\"82b6420\" 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-bb2e9e8 elementor-widget elementor-widget-heading\" data-id=\"bb2e9e8\" 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=\"scroll69d0dc6646455\"  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's Raspberry Pi Ecosystem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c666eff elementor-widget elementor-widget-image\" data-id=\"c666eff\" 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=\"scroll69d0dc6647489\"  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=\"640\" height=\"110\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398.png\" class=\"attachment-large size-large wp-image-83118\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-300x52.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-1024x176.png 1024w\" 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<div class=\"elementor-element elementor-element-ef54912 elementor-widget elementor-widget-text-editor\" data-id=\"ef54912\" 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=\"scroll69d0dc6647b88\"  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>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 <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/reTerminal-CM4108032-p-5712.html\">reTerminal<\/a><\/span> in 2021, we have a series of products including\u00a0<span style=\"text-decoration: underline;\">reRouter<\/span>,\u00a0<span style=\"text-decoration: underline;\"><a target=\"_blank\" href=\"https:\/\/www.seeedstudio.com\/EdgeBox-RPi-200-CM4104016-p-5486.html\" rel=\"noopener\">edge controller series<\/a><\/span>, and this year <span style=\"text-decoration: underline;\">reTerminal DM<\/span>, serving creators, makers, enthusiasts, students, engineers, enterprises as well as industries, and every scenario needing Raspberry Pi.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8900974 elementor-widget elementor-widget-image\" data-id=\"8900974\" 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=\"scroll69d0dc6648b10\"  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=\"640\" height=\"309\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-1030x498.png\" class=\"attachment-large size-large wp-image-88893\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-1030x498.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-300x145.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-768x371.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-1024x495.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111.png 1440w\" 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-1c222ec e-flex e-con-boxed e-con e-parent\" data-id=\"1c222ec\" 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-79c3c26 elementor-widget elementor-widget-heading\" data-id=\"79c3c26\" 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=\"scroll69d0dc6649b57\"  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<div class=\"elementor-element elementor-element-cce9a95 elementor-widget elementor-widget-text-editor\" data-id=\"cce9a95\" 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=\"scroll69d0dc664a2b7\"  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><li>Explore more products, full system devices, customization services, and use cases on the\u00a0<strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Seeed Raspberry Pi page<\/a><\/span><\/strong>.<\/li><li>Download our\u00a0<strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/files.seeedstudio.com\/wiki\/Raspberry_Pi\/raspberry-pi-success-cases.pdf\">latest Raspberry Pi success case booklet<\/a><\/span><\/strong> to know how Seeed and Seeed&#8217;s Raspberry Pi-powered products and solutions assist in tackling real-world challenges. Share your idea and story with our team at <strong><span style=\"text-decoration-line: underline;\">edge@seeed.cc<\/span><\/strong><span style=\"text-decoration-line: underline;\">.<\/span><\/li><li>Dive deep into our <span style=\"text-decoration: underline;\"><a href=\"https:\/\/wiki.seeedstudio.com\/raspberry-pi-devices\/\"><strong>Raspberry Pi wiki page<\/strong><\/a><\/span> to get yours started.<\/li><li>Download our <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/files.seeedstudio.com\/wiki\/raspberry-pi\/seeed-studio-raspberry-pi-series-catalog-v1.1.pdf\">latest product catalog<\/a><\/span><\/strong> to find the ones that suit your needs.<\/li><li>Wants to discuss more customization possibilities, please check out our <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.seeedstudio.com\/odm\"><strong>customization services<\/strong><\/a>,<\/span> and submit your inquiry to\u00a0 <strong><span style=\"text-decoration: underline;\">edge@seeed.cc<\/span><\/strong> to have a deeper discussion and evaluation for you.<\/li><\/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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Summary Concrete structures typically show signs of deterioration after 40 to 50 years, emphasizing the<\/p>\n","protected":false},"author":3608,"featured_media":90265,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[4394,1,4393],"tags":[3172,2112,304,142,247,3820,4025],"class_list":["post-90240","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deploy","category-news","category-tech","tag-edge-impulse","tag-hmi","tag-iot","tag-open-hardware","tag-raspberry-pi","tag-reterminal","tag-success-cases"],"yoast_head":"<!-- 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