{"id":3951,"date":"2024-05-20T15:01:41","date_gmt":"2024-05-20T13:01:41","guid":{"rendered":"https:\/\/elya.cz\/?post_type=realizace&#038;p=3951"},"modified":"2026-07-30T12:00:07","modified_gmt":"2026-07-30T10:00:07","slug":"automation-of-wood-volume-measurement-using-deep-learning-ai","status":"publish","type":"realizace","link":"https:\/\/elya.cz\/en\/case-studies\/automation-of-wood-volume-measurement-using-deep-learning-ai\/","title":{"rendered":"Automation of wood volume measurement using deep learning (AI)"},"content":{"rendered":"<section class=\"l-section wpb_row us_custom_89c82de3 height_custom with_img\"><div class=\"l-section-img\" role=\"img\" aria-label=\"Image\" data-img-width=\"1500\" data-img-height=\"1000\" style=\"background-image: url(https:\/\/elya.cz\/wp-content\/uploads\/2021\/09\/004-e1631618035757.png);background-position: bottom center;\"><\/div><div class=\"l-section-overlay\" style=\"background:rgba(26,26,26,0.50)\"><\/div><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-10 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column us_custom_5fcb3cf2 underline--heading has_text_color\"><div class=\"wpb_wrapper\"><h2>Automation of wood volume measurement using deep learning (AI)<\/h2>\n<\/div><\/div><\/div><\/div><\/div><div class=\"vc_col-sm-2 wpb_column vc_column_container\"><div class=\"vc_column-inner us_custom_0bd7e7a8\"><div class=\"wpb_wrapper\"><time class=\"w-post-elm post_date us_custom_6df4bc3a has_text_color entry-date published\" datetime=\"2024-05-20T15:01:41+02:00\" itemprop=\"datePublished\"><i class=\"fal fa-calendar\"><\/i>May 20, 2024<\/time><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row height_custom\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-8 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p><strong>The main goal of the implementation was to achieve full automation of the wood volume measurement process on trucks in remote collection warehouses in the wood wholesale sector<\/strong>. This simultaneously streamlines warehouse operations and increases the traceability of wood loads.<\/p>\n<p><strong>The project implementation involved several key steps:<\/strong><\/p>\n<ul>\n<li>development of custom 3D cameras utilizing deep learning \/ AI and designed to operate reliably in harsh outdoor environments,<\/li>\n<li>calibration of cameras to ensure accurate and consistent measurements,<\/li>\n<li>tracking truck movements, reading license plates, and detecting wood loads using deep learning \/AI,<\/li>\n<li>creation of video records and 3D images with load dimensions, including automated wood volume calculation,<\/li>\n<li>sending measurement results together with complete photos and videos of the load to cloud storage,<\/li>\n<li>triggering and monitoring measurements through a&nbsp;mobile application.<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"vc_col-sm-4 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"w-image align_none\"><div class=\"w-image-h\"><img decoding=\"async\" width=\"1024\" height=\"771\" src=\"https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1-1024x771.jpg\" class=\"attachment-large size-large\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1-1024x771.jpg 1024w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1-300x226.jpg 300w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1-200x150.jpg 200w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1-531x400.jpg 531w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1.jpg 1767w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"w-separator size_medium\"><\/div><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p><strong>Benefits of Implementation<\/strong><\/p>\n<p>The implementation successfully achieves its goal. Thanks to the implementation of new technologies and deep learning, the customer has gained full automation of the wood volume measurement process, bringing significant advantages. Flexibility, traceability, and warehouse operation efficiency have significantly increased. An important aspect of the project is also the elimination of the need for paper records and manual work.<\/p>\n<p>We designed the project to be easily transportable and usable in various collection warehouses.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"w-separator size_small\"><\/div><div class=\"w-grid us_grid type_grid layout_gallery_default cols_3 preload_style_spinner\" id=\"us_grid_1\" style=\"--columns:3;--gap:1.5rem;\" data-filterable=\"true\"><style>@media (max-width:1024px){#us_grid_1{--columns:2!important}}@media (max-width:600px){#us_grid_1{--columns:1!important}}.layout_gallery_default .w-grid-item-h{}<\/style><div class=\"w-grid-list\">\t<article class=\"w-grid-item size_1x1 post-3948 attachment type-attachment status-inherit hentry\" data-id=\"3948\">\r\n\t\t<div class=\"w-grid-item-h\">\r\n\t\t\t\t\t\t<div class=\"w-post-elm post_image usg_post_image_1 stretched\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"771\" src=\"https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-2-1024x771.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-2-1024x771.jpg 1024w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-2-300x226.jpg 300w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-2-200x150.jpg 200w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-2-531x400.jpg 531w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div>\t\t<\/div>\r\n\t\t\t<\/article>\r\n\t<article class=\"w-grid-item size_1x1 post-3942 attachment type-attachment status-inherit hentry\" data-id=\"3942\">\r\n\t\t<div class=\"w-grid-item-h\">\r\n\t\t\t\t\t\t<div class=\"w-post-elm post_image usg_post_image_1 stretched\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/Wood-Paper-1-1024x768.jpg\" class=\"attachment-large size-large\" alt=\"\" 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https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/WP-200x124.png 200w, https:\/\/elya.cz\/wp-content\/uploads\/2024\/05\/WP-600x371.png 600w\" sizes=\"auto, (max-width: 655px) 100vw, 655px\" \/><\/div>\t\t<\/div>\r\n\t\t\t<\/article>\r\n<\/div>\t<div class=\"w-grid-preloader\">\r\n\t\t<div class=\"g-preloader type_1\">\r\n\t\t\t<div><\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n\t\t<div class=\"w-grid-json hidden\" onclick='return 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