{"id":90130,"date":"2023-12-28T09:25:03","date_gmt":"2023-12-28T09:25:03","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=90130"},"modified":"2024-07-31T08:40:52","modified_gmt":"2024-07-31T08:40:52","slug":"enhancing-the-safety-of-the-workplace-using-raspberry-pi-powered-reterminal-dm","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/12\/28\/enhancing-the-safety-of-the-workplace-using-raspberry-pi-powered-reterminal-dm\/","title":{"rendered":"Enhancing the Safety of the Workplace Using Raspberry Pi Powered reTerminal DM"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>Project Summary:<\/strong><\/h2>\n\n\n\n<p>The PPE detection system is a vital component in enhancing workplace safety, particularly in the construction sector where ensuring the well-being of the workforce is critical for both <strong><font color=\"#90C21F\">employee health and production efficiency<\/font><\/strong>. In the civil engineering industry, safety is a non-negotiable constraint. Given the challenging task of individually inspecting workers in construction, our solution involves a real-time detection system to ascertain whether essential <strong><font color=\"#90C21F\">Personal Protective Equipment (PPE)<\/font><\/strong> is being worn. This not only streamlines safety procedures but also provides timely instructions to workers, ensuring compliance and fostering a safer and more efficient work environment.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1030\" height=\"687\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-1030x687.jpg\" alt=\"\" class=\"wp-image-90144\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-1030x687.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-300x200.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-768x512.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-1536x1024.jpg 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-2048x1365.jpg 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-1024x683.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/asian-man-worker-had-accident-broken-his-leg-lying-2023-11-27-04-58-35-utc-1-675x450.jpg 675w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">Key Info<\/h2>\n\n\n\n<p><strong>Seeed\u2019s solution<\/strong>:\u00a0<a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Raspberry Pi-powered<\/a>\u00a0HMI\u00a0\u00a0<a href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-LTE-Cat-4-EC25-Bundle.html\">reTerminal DM<\/a><br><strong>Industry<\/strong>: Civil Engineering Construction Fields<br><strong>Software<\/strong>: Raspbian OS (Bullseye Version), <a href=\"https:\/\/www.tensorflow.org\/lite\" target=\"_blank\" rel=\"noreferrer noopener\">TensorFlow Lite Library<\/a>, <a href=\"https:\/\/opencv.org\/\">Open CV<\/a> Library ) <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Challenge<\/strong><\/h2>\n\n\n\n<p>The challenge is to improve the accuracy of real-time entrance monitoring in construction areas, where relying solely on human observation may lead to oversight of individuals not wearing essential safety gear. <strong><font color=\"#90C21F\">This oversight can result in significant direct costs like medical bills, equipment damage, litigation, and regulatory fines, as well as indirect costs such as expenses for hiring replacement workers, missed deadlines penalties, and corrective measure implementation.<\/font><\/strong><font color=\"#90C21F\"> <\/font>To address this, there is a need for a cost-effective and versatile system that can concurrently handle networking tasks while performing real-time PPE detection. The deployment of such a multifunctional device has the potential to enhance accuracy and efficiency, reducing the overall impact of safety lapses in construction environments.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Solution <\/h2>\n\n\n\n<p>The solution involves the implementation of a highly effective Raspberry Pi-powered <strong><a href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-With-Camera-p-5648.html\" target=\"_blank\" rel=\"noreferrer noopener\">reTerminal DM with a built-in camera<\/a><\/strong> at the entrance of the construction site. This setup provides an ideal solution for real-time monitoring, as it enables the system to capture and analyze individuals entering the site. To ensure the correct usage of Personal Protective Equipment (PPE), a civil construction guard is stationed at the entrance, leveraging the power of the<strong> <font color=\"#90C21F\">YOLOv5n <\/font><\/strong>deep neural network architecture in <strong><font color=\"#90C21F\">TFLite<\/font><\/strong> version. This configuration, optimized for Raspberry Pi-powered reTerminal DM, achieves an impressive performance of <strong><font color=\"#90C21F\">10 frames per second (FPS)<\/font><\/strong>. Furthermore, by incorporating a <strong><font color=\"#90C21F\">Coral TPU<\/font><\/strong>, the system can achieve an enhanced speed of<strong><font color=\"#90C21F\"> 20 FPS<\/font><\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-video aligncenter\"><video autoplay controls loop muted src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ppeyolo-1.mp4\"><\/video><\/figure>\n\n\n\n<p>This innovative solution proves essential during morning and lunch hours, precisely when enforcing safety protocols is critical. Beyond its primary function, the reTerminal DM is repurposed for inventory management in the construction field after these crucial safety monitoring periods. This dual-functionality showcases the versatility and efficiency of the system, providing a comprehensive approach to both safety enforcement and logistical management in construction operations.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"680\" height=\"504\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/reterminaldm1.png\" alt=\"\" class=\"wp-image-90192\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/reterminaldm1.png 680w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/reterminaldm1-300x222.png 300w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><\/figure><\/div>\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-vivid-green-cyan-background-color has-background wp-element-button\" href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-With-Camera-p-5648.html\" target=\"_blank\" rel=\"noreferrer noopener\">Buy reTerminal DM \ud83d\uded2<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Seeed Studio&#8217;s Raspberry Pi Ecosystem<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"768\" height=\"132\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1.png\" alt=\"\" class=\"wp-image-90185\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_2845f738-9e6c-4d52-a93c-b7d5b84c8398-768x132-1-300x52.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n<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\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\" target=\"_blank\" rel=\"noreferrer noopener\">reRouter<\/a>,\u00a0<a href=\"https:\/\/www.seeedstudio.com\/EdgeBox-RPi-200-CM4104016-p-5486.html\" target=\"_blank\" rel=\"noreferrer noopener\">edge controller series<\/a>, and this year\u00a0<a href=\"https:\/\/www.seeedstudio.com\/reTerminal-DM-With-Camera-p-5648.html\" target=\"_blank\" rel=\"noreferrer noopener\">reTerminal DM<\/a>, serving creators, makers, enthusiasts, students, engineers, enterprises as well as industries, and every scenario needing Raspberry Pi.\u00a0<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"371\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-768x371-1.png\" alt=\"\" class=\"wp-image-90186\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-768x371-1.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/1111-768x371-1-300x145.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">More Resources<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Explore more products, full system devices, customization services, and use cases on the&nbsp;<strong><a href=\"https:\/\/www.seeedstudio.com\/raspberrypi.html\">Seeed Raspberry Pi page<\/a><\/strong>.<\/li>\n\n\n\n<li>Download our&nbsp;<strong><a href=\"https:\/\/files.seeedstudio.com\/wiki\/Raspberry_Pi\/raspberry-pi-success-cases.pdf\">latest Raspberry Pi success case booklet<\/a><\/strong>&nbsp;to 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&nbsp;<strong>edge@seeed.cc<\/strong>.<\/li>\n\n\n\n<li>Dive deep into our&nbsp;<a href=\"https:\/\/wiki.seeedstudio.com\/raspberry-pi-devices\/\"><strong>Raspberry Pi wiki page<\/strong><\/a>&nbsp;to get yours started.<\/li>\n\n\n\n<li>Download our&nbsp;<strong><a href=\"https:\/\/files.seeedstudio.com\/wiki\/raspberry-pi\/seeed-studio-raspberry-pi-series-catalog-v1.1.pdf\">latest product catalog<\/a><\/strong>&nbsp;to find the ones that suit your needs.<\/li>\n\n\n\n<li>Wants to discuss more customization possibilities, please check out our&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/odm\"><strong>customization services<\/strong><\/a>,&nbsp;and submit your inquiry to&nbsp;&nbsp;<strong>edge@seeed.cc<\/strong>&nbsp;to have a deeper discussion and evaluation for you.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Project Summary: The PPE detection system is a vital component in enhancing workplace safety, particularly<\/p>\n","protected":false},"author":3625,"featured_media":90144,"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":[4394,4452,1,4393],"tags":[3254,3737,142,247,4967,4794,4252],"class_list":["post-90130","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deploy","category-licensed-products-case-stories","category-news","category-tech","tag-computer-vision","tag-object-detection","tag-open-hardware","tag-raspberry-pi","tag-resilient-infrastructure","tag-reterminal-dm","tag-yolov5"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Enhancing the Safety of the Workplace Using Raspberry Pi Powered reTerminal DM - Latest News from Seeed Studio<\/title>\n<meta name=\"description\" content=\"The PPE detection system is a vital component in enhancing workplace safety, particularly in the construction sector where ensuring the well-being of the workforce is critical for both employee health and production efficiency. 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In the civil engineering industry, safety is a non-negotiable constraint. Given the challenging task of individually inspecting workers in construction, our solution involves a real-time detection system to ascertain whether essential Personal Protective Equipment (PPE) is being worn. This not only streamlines safety procedures but also provides timely instructions to workers, ensuring compliance and fostering a safer and more efficient work 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