{"id":3324,"date":"2020-12-11T10:50:47","date_gmt":"2020-12-11T08:50:47","guid":{"rendered":"https:\/\/supperundsupper.com\/usecases\/the-automated-conduction-of-a-forest-inventory"},"modified":"2025-02-10T11:30:07","modified_gmt":"2025-02-10T10:30:07","slug":"the-automated-conduction-of-a-forest-inventory","status":"publish","type":"avada_portfolio","link":"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-conduction-of-a-forest-inventory","title":{"rendered":"The automated conduction of a forest inventory"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-none hundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:73px;--awb-padding-right:0%;--awb-padding-bottom:63px;--awb-padding-left:0%;--awb-padding-top-small:73px;--awb-padding-right-small:8%;--awb-padding-bottom-small:63px;--awb-padding-left-small:5%;--awb-background-size:cover;--awb-flex-wrap:wrap;--awb-filter:saturate(100%) brightness(100%);--awb-filter-transition:filter 0.3s ease;--awb-filter-hover:saturate(105%) brightness(105%);\" data-bg=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2023\/03\/banner_use-cases-2x-min-scaled.jpg\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.56%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-title-center fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;--awb-font-size:38px;\"><div class=\"title-sep-container title-sep-container-left\"><div class=\"title-sep sep- sep-solid\" style=\"border-color:#edeef2;\"><\/div><\/div><span class=\"awb-title-spacer\"><\/span><h1 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:38;line-height:1.16;\">The automated conduction of a forest inventory<\/h1><span class=\"awb-title-spacer\"><\/span><div class=\"title-sep-container title-sep-container-right\"><div class=\"title-sep sep- sep-solid\" style=\"border-color:#edeef2;\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_hover_color: var(--awb-color2);--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-padding-bottom:40px;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-background-color:#f5f5f5;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-right:20px;--awb-padding-left:20px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"560\" height=\"420\" alt=\"Titelimage forest inventory showing parts of a forest in colorfull 3d point clouds\" title=\"Forest-Inventory-Titel_Use-Cae-Images-560&#215;420-min\" src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/Forest-Inventory-Titel_Use-Cae-Images-560x420-min.jpg\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/Forest-Inventory-Titel_Use-Cae-Images-560x420-min.jpg\" class=\"lazyload img-responsive wp-image-3312\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27560%27%20height%3D%27420%27%20viewBox%3D%270%200%20560%20420%27%3E%3Crect%20width%3D%27560%27%20height%3D%27420%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/Forest-Inventory-Titel_Use-Cae-Images-560x420-min-200x150.jpg 200w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/Forest-Inventory-Titel_Use-Cae-Images-560x420-min-400x300.jpg 400w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/Forest-Inventory-Titel_Use-Cae-Images-560x420-min.jpg 560w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 560px\" \/><\/span><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:8px;margin-bottom:16px;width:100%;\"><\/div><div class=\"accordian fusion-accordian Porttoggle\" style=\"--awb-border-size:2px;--awb-icon-size:20px;--awb-content-font-size:20px;--awb-icon-alignment:left;--awb-hover-color:#f5f5f5;--awb-border-color:#c7cdd6;--awb-background-color:#f5f5f5;--awb-divider-color:#c7cdd6;--awb-divider-hover-color:#c7cdd6;--awb-icon-color:var(--awb-color5);--awb-title-color:var(--awb-color2);--awb-content-color:var(--awb-color2);--awb-icon-box-color:#74c5da;--awb-toggle-hover-accent-color:#e56409;--awb-toggle-active-accent-color:#e56409;--awb-title-font-family:&quot;FoundersGrotesk-Medium&quot;;--awb-title-font-weight:400;--awb-title-font-style:normal;--awb-title-font-size:20px;--awb-content-font-family:&quot;FoundersGrotesk-Regular&quot;;--awb-content-font-style:normal;--awb-content-font-weight:400;\"><div class=\"panel-group fusion-toggle-icon-unboxed\" id=\"accordion-3324-1\"><div class=\"fusion-panel panel-default panel-6fd2c485f1875c2fc fusion-toggle-has-divider\" style=\"--awb-title-color:#ef7b0e;--awb-content-color:#647991;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_6fd2c485f1875c2fc\"><a class=\"active\" aria-expanded=\"true\" aria-controls=\"6fd2c485f1875c2fc\" role=\"button\" data-toggle=\"collapse\" data-target=\"#6fd2c485f1875c2fc\" href=\"#6fd2c485f1875c2fc\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Project Goal<\/span><\/a><\/h4><\/div><div id=\"6fd2c485f1875c2fc\" class=\"panel-collapse collapse in\" aria-labelledby=\"toggle_6fd2c485f1875c2fc\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"fusion-text fusion-text-2\">\n<p>Part of our latest project for RAG was to conduct a forest inventory as a proof of concept. RAG specializes in long-term monitoring of mining damages, i.e. automatic detection of landscape changes, and here especially ground movements. A forest inventory can help to better isolate the causes of changes in the landscape through monitoring changes over time and observing which of them may be consequential damage to opencast mining.<\/p>\n<p>The goal was to provide exact tree point identification in the point cloud as well as individual tree separation with corresponding inventory data:<\/p>\n<ul>\n<li>object-ID,<\/li>\n<li>position,<\/li>\n<li>crown\u2019s extent<\/li>\n<\/ul>\n<p>as a result.<\/p>\n<\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-52ffd3d36a1af6fab fusion-toggle-has-divider\" style=\"--awb-title-color:#ef7b0e;--awb-content-color:#647991;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_52ffd3d36a1af6fab\"><a aria-expanded=\"false\" aria-controls=\"52ffd3d36a1af6fab\" role=\"button\" data-toggle=\"collapse\" data-target=\"#52ffd3d36a1af6fab\" href=\"#52ffd3d36a1af6fab\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Challenges<\/span><\/a><\/h4><\/div><div id=\"52ffd3d36a1af6fab\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_52ffd3d36a1af6fab\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"fusion-text fusion-text-4\">LiDAR point clouds of trees can be extremely diverse depending on the applied acquisition method (airborne or terrestrial LiDAR scanning). That is why one of the biggest challenges was to develop algorithms based as little as possible on the specific characteristics of the different scan types, so that they could be used universally. Sometimes methods of recognizing tree trunk and treetops working on one point cloud were not suitable for another. Developing a universal approach required testing different methods like watershed separation and region growing from detected tree stems.<\/div>\n<div><\/div>\n<div><div class=\"fusion-image-before-after-wrapper fusion-image-before-after-horizontal type-before-after hover-type-together fusion-image-before-after-wrapper-1\" style=\"--awb-font-size:13px;--awb-bordersize:0px;--awb-accent-color-bg:rgba(255,255,255,0.15);--awb-transition-time:0.5s;--awb-margin-top:16px;--awb-margin-bottom:16px;\"><div class=\"fusion-image-before-after-element fusion-image-before-after fusion-image-before-after-container fusion-image-before-after-1\" data-offset=\"0.5\" data-orientation=\"horizontal\" data-move-with-handle-only=\"true\" data-click-to-move=\"true\"><img decoding=\"async\" alt=\"3d Point Cloud Aufnahme vor Waldinventur\" class=\"fusion-image-before-after-before lazyload\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%27450%27%20viewBox%3D%270%200%20800%20450%27%3E%3Crect%20width%3D%27800%27%20height%3D%27450%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" width=\"800\" height=\"450\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/RAG-Bild-Waldinventur-800x450-vorher-min.jpg\"><img decoding=\"async\" alt=\"after forest inventory\" class=\"fusion-image-before-after-after lazyload\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%27450%27%20viewBox%3D%270%200%20800%20450%27%3E%3Crect%20width%3D%27800%27%20height%3D%27450%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" width=\"800\" height=\"450\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/RAG-Bild-automatisierte-Waldinventur-800x450-nachher-min.jpg\"><div class=\"fusion-image-before-after-overlay before-after-overlay-image-centered\"><div class=\"fusion-image-before-after-before-label\" data-content=\"before forest inventory\"><\/div><div class=\"fusion-image-before-after-after-label\" data-content=\"after forest inventory\"><\/div><\/div><div class=\"fusion-image-before-after-handle fusion-image-before-after-handle-default\"><span class=\"fusion-image-before-after-left-arrow\"><\/span><span class=\"fusion-image-before-after-right-arrow\"><\/span><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-1cc430cd534825ba0 fusion-toggle-has-divider\" style=\"--awb-title-color:#ef7b0e;--awb-content-color:#647991;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_1cc430cd534825ba0\"><a aria-expanded=\"false\" aria-controls=\"1cc430cd534825ba0\" role=\"button\" data-toggle=\"collapse\" data-target=\"#1cc430cd534825ba0\" href=\"#1cc430cd534825ba0\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Applied Methods (Implementation)<\/span><\/a><\/h4><\/div><div id=\"1cc430cd534825ba0\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_1cc430cd534825ba0\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>We combined deep learning and different smart algorithms to identify tree points and separate individual trees from above, both with visible tree trunks and without. Initially, the vegetation had to be classified manually to generate a comprehensive set of training data for the neural network so the process can be done automatically in the future. <span class=\"\">However, with the help of <\/span><a class=\"\" href=\"https:\/\/pointly.ai\/\">Pointly &#8211; our self-developed SaaS platform for 3D point cloud classification &#8211;<\/a><span class=\"\"> and its easy-to-use selection tools this task was performed in just a few days.<\/span><\/p>\n<p>We first classified all trees and other objects with Pointly to proceed with instance segmentation of the individual trees. The segmentation was performed using a combination of tree features (such as crown maxima), tree stump positions and geospatial algorithms. Stump position and height were determined for each tree segment, whereas the crown extent was determined by means of 2D projection. Afterwards, the results (classification and instance segmentation) were transferred into other common geo data types (i.e. GeoJSON, Esri shape file), enriched with additional information such as height attributes.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-66a5aa085d93b420f fusion-toggle-has-divider\" style=\"--awb-title-color:#ef7b0e;--awb-content-color:#647991;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_66a5aa085d93b420f\"><a aria-expanded=\"false\" aria-controls=\"66a5aa085d93b420f\" role=\"button\" data-toggle=\"collapse\" data-target=\"#66a5aa085d93b420f\" href=\"#66a5aa085d93b420f\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Proof of concept outcome<\/span><\/a><\/h4><\/div><div id=\"66a5aa085d93b420f\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_66a5aa085d93b420f\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>The proof of concept in the project with RAG was successful. 2 map layers with tree counts, canopy shapes as well as tree height were generated. Now ongoing processing of new data is being performed so that this service can be automated and offered also directly in Pointly soon.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:24px;margin-bottom:16px;width:100%;\"><\/div><div class=\"fusion-text fusion-text-1 kontaktlink\" style=\"--awb-font-size:20px;--awb-margin-top:-16px;--awb-margin-left:5%;--awb-text-font-family:&quot;FoundersGrotesk-Regular&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><a href=\"https:\/\/supperundsupper.com\/use-cases\">\u2190\u00a0 Zur\u00fcck zur Use-Case-\u00dcbersicht<\/a><\/p>\n<\/div><div class=\"fusion-separator fusion-no-medium-visibility fusion-no-large-visibility fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:8px;margin-bottom:16px;width:100%;\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-right:5%;--awb-padding-bottom:40px;--awb-padding-left:5%;--awb-padding-right-small:5%;--awb-padding-bottom-small:20px;--awb-padding-left-small:5%;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:36px;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-top:30px;--awb-margin-top-small:30px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:24;--minFontSize:24;line-height:1.25;\">Category<\/h3><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-top:-8px;--awb-margin-bottom:32px;\"><p><a href=\"https:\/\/supperundsupper.com\/geo-ai\" target=\"_blank\" rel=\"noopener\">\u2192\u00a0 GEO AI<\/a><\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:0px;margin-bottom:0px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:rgba(184,184,184,0.31);border-color:rgba(184,184,184,0.31);border-top-width:2px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-top:24px;--awb-margin-top-small:30px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:24;--minFontSize:24;line-height:1.25;\">Technologies<\/h3><\/div><div class=\"fusion-text fusion-text-3 fusion-text-no-margin\" style=\"--awb-text-transform:none;--awb-margin-top:-8px;--awb-margin-bottom:32px;\"><p>Python<br \/>\nC++<br \/>\nPDAL<br \/>\nQGIS\/ArcGIS<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:0px;margin-bottom:20px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:rgba(184,184,184,0.31);border-color:rgba(184,184,184,0.31);border-top-width:2px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-top-small:8px;--awb-margin-right-small:0px;--awb-margin-bottom-small:16px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:24;--minFontSize:24;line-height:1.25;\">Download<\/h3><\/div><div style=\"text-align:left;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-1 fusion-button-default-span fusion-button-default-type portabotti\" style=\"--button_accent_color:var(--awb-color2);--button_accent_hover_color:var(--awb-color5);--button_border_hover_color:var(--awb-color1);--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color1);--button_gradient_bottom_color_hover:var(--awb-color1);--button_font_size:24px;--button_padding-left:0px;--button_typography-font-family:&quot;FoundersGrotesk-Regular&quot;;--button_typography-font-style:normal;--button_typography-font-weight:400;--button_margin-top:-16px;--button_margin-bottom:8px;\" target=\"_self\" href=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2020\/12\/SuS_Use_Cases_DE_Forest_Inventory_longversion.pdf\"><i class=\"fa-file-pdf fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Use Case (long Version)<\/span><\/a><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:0px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:rgba(184,184,184,0.31);border-color:rgba(184,184,184,0.31);border-top-width:2px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-top:24px;--awb-margin-bottom:0px;--awb-margin-top-small:30px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:24;--minFontSize:24;line-height:1.25;\">Social Sharing<\/h3><\/div><div class=\"fusion-sharing-box fusion-sharing-box-1 has-taglines layout-floated layout-medium-floated layout-small-stacked\" style=\"background-color:rgba(244,246,247,0);padding:0;--awb-margin-top:-4px;--awb-margin-left:-12px;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The automated conduction of a forest inventory \" data-description=\"Ein Teil unseres neuesten Projekts f\u00fcr die RAG war die Durchf\u00fchrung einer Waldinventur als Proof-of-Concept. Eine Waldinventur kann helfen, die Ursachen von Landschaftsver\u00e4nderungen besser zu isolieren, indem Ver\u00e4nderungen im Zeitablauf beobachtet werden. \" data-link=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-conduction-of-a-forest-inventory\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fsupperundsupper.com%2Fen%2Fusecases%2Fthe-automated-conduction-of-a-forest-inventory&amp;t=The%20automated%20conduction%20of%20a%20forest%20inventory%20\" target=\"_blank\" rel=\"noreferrer\" title=\"Facebook\" aria-label=\"Facebook\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"Facebook\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-facebook awb-icon-facebook\" style=\"color:#818283;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20automated%20conduction%20of%20a%20forest%20inventory%20&amp;url=https%3A%2F%2Fsupperundsupper.com%2Fen%2Fusecases%2Fthe-automated-conduction-of-a-forest-inventory\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"X\" aria-label=\"X\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#818283;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fsupperundsupper.com%2Fen%2Fusecases%2Fthe-automated-conduction-of-a-forest-inventory&amp;title=The%20automated%20conduction%20of%20a%20forest%20inventory%20&amp;summary=Ein%20Teil%20unseres%20neuesten%20Projekts%20f%C3%BCr%20die%20RAG%20war%20die%20Durchf%C3%BChrung%20einer%20Waldinventur%20als%20Proof-of-Concept.%20Eine%20Waldinventur%20kann%20helfen%2C%20die%20Ursachen%20von%20Landschaftsver%C3%A4nderungen%20besser%20zu%20isolieren%2C%20indem%20Ver%C3%A4nderungen%20im%20Zeitablauf%20beobachtet%20werden.%20\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"LinkedIn\" aria-label=\"LinkedIn\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#818283;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:20px;--awb-padding-right:0%;--awb-padding-bottom:16px;--awb-padding-left:0%;--awb-padding-top-small:8px;--awb-padding-right-small:5%;--awb-padding-bottom-small:8px;--awb-padding-left-small:10%;--awb-margin-top-small:-24px;--awb-background-color:#f5f5f5;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-right:0%;--awb-padding-left:0%;--awb-padding-top-small:32px;--awb-padding-right-small:0%;--awb-padding-left-small:0%;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><div class=\"title-sep-container title-sep-container-left fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><div class=\"title-sep sep- sep-solid\" style=\"border-color:#edeef2;\"><\/div><\/div><span class=\"awb-title-spacer fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><\/span><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;FoundersGrotesk-Regular&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:24;--minFontSize:24;line-height:1.17;\">Other Use Cases in this category<\/h2><span class=\"awb-title-spacer\"><\/span><div class=\"title-sep-container title-sep-container-right\"><div class=\"title-sep sep- sep-solid\" style=\"border-color:#edeef2;\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_hover_color: var(--awb-color5);--link_color: #243a5c;--awb-background-position:left top;--awb-border-sizes-top:0px;--awb-border-sizes-bottom:0px;--awb-border-sizes-left:0px;--awb-border-sizes-right:0px;--awb-border-color:#ebebeb;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:16px;--awb-padding-right:5%;--awb-padding-bottom:5%;--awb-padding-left:5%;--awb-padding-bottom-small:80px;--awb-margin-bottom:0px;--awb-margin-bottom-small:-48px;--awb-background-color:#f5f5f5;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1200px + 0px );margin-left: calc(-0px \/ 2 );margin-right: calc(-0px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start fusion-column-no-min-height fusion-animated\" style=\"--awb-padding-top:3%;--awb-padding-right:3%;--awb-padding-bottom:2%;--awb-padding-left:3%;--awb-padding-top-small:5%;--awb-padding-right-small:5%;--awb-padding-bottom-small:5%;--awb-padding-left-small:5%;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-box-shadow:0px 4px 74px 0px rgba(0,0,0,0.12);;--awb-border-color:#ebebeb;--awb-border-right:0;--awb-border-style:solid;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\" data-animationType=\"fadeInUp\" data-animationDuration=\"0.7\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><style type=\"text\/css\">.fusion-portfolio-wrapper#fusion-portfolio-1 .fusion-portfolio-content{ padding: 6% 4% 2% 2%; text-align: left; }<\/style><div class=\"fusion-recent-works fusion-portfolio-element fusion-portfolio fusion-portfolio-1 fusion-portfolio-grid fusion-portfolio-paging-none fusion-portfolio-three fusion-portfolio-boxed fusion-portfolio-text fusion-portfolio-equal-heights\" data-id=\"-rw-1\" data-columns=\"three\"><style type=\"text\/css\">.fusion-portfolio-1 .fusion-portfolio-wrapper .fusion-col-spacing{padding:10px;}<\/style><div class=\"fusion-portfolio-wrapper\" id=\"fusion-portfolio-1\" data-picturesize=\"auto\" data-pages=\"6\" style=\"margin:-10px;\"><article id=\"portfolio-1-post-3590\" class=\"fusion-portfolio-post geo-ai-en infrastructure-en 3d-point-clouds-en fusion-col-spacing post-3590\"><div class=\"fusion-portfolio-content-wrapper\" style=\"border:none;background-color:rgba(255,255,255,0);\"><span class=\"vcard rich-snippet-hidden\"><span class=\"fn\"><a href=\"https:\/\/supperundsupper.com\/en\/author\/dicreate86o\" title=\"Posts by Dicreate_Chris\" rel=\"author\">Dicreate_Chris<\/a><\/span><\/span><span class=\"updated rich-snippet-hidden\">2025-02-10T11:28:44+01:00<\/span><div  class=\"fusion-image-wrapper\" aria-haspopup=\"true\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-labeling-of-point-clouds-from-highway-scans\" aria-label=\"The automatic labeling of point clouds from highway scans\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"560\" height=\"420\" src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-Use-Cae-Titel-das-automatische-Labeln-von-Punktwolken-aus-Highway-Scans-560x420-1.jpg\" class=\"attachment-full size-full lazyload wp-post-image\" alt=\"\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27560%27%20height%3D%27420%27%20viewBox%3D%270%200%20560%20420%27%3E%3Crect%20width%3D%27560%27%20height%3D%27420%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-Use-Cae-Titel-das-automatische-Labeln-von-Punktwolken-aus-Highway-Scans-560x420-1.jpg\" data-srcset=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-Use-Cae-Titel-das-automatische-Labeln-von-Punktwolken-aus-Highway-Scans-560x420-1-200x150.jpg 200w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-Use-Cae-Titel-das-automatische-Labeln-von-Punktwolken-aus-Highway-Scans-560x420-1-400x300.jpg 400w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-Use-Cae-Titel-das-automatische-Labeln-von-Punktwolken-aus-Highway-Scans-560x420-1.jpg 560w\" data-sizes=\"auto\" \/>\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n<div class=\"fusion-portfolio-content\" style=\"background-color:rgba(255,255,255,0);\"><div class=\"fusion-content-sep sep-none\" style=\"border-color:#e5e5e5;\"><\/div><div class=\"fusion-post-content\"><p> The automatic labeling of point clouds from highway scans <a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-labeling-of-point-clouds-from-highway-scans\"> Use Case lesen<\/a><\/p><\/div><\/div><\/div><\/article><article id=\"portfolio-1-post-3551\" class=\"fusion-portfolio-post geo-ai-en deep-learning-object-detection-en 3d-point-clouds-en fusion-col-spacing post-3551\"><div class=\"fusion-portfolio-content-wrapper\" style=\"border:none;background-color:rgba(255,255,255,0);\"><span class=\"vcard rich-snippet-hidden\"><span class=\"fn\"><a href=\"https:\/\/supperundsupper.com\/en\/author\/dicreate86o\" title=\"Posts by Dicreate_Chris\" rel=\"author\">Dicreate_Chris<\/a><\/span><\/span><span class=\"updated rich-snippet-hidden\">2025-02-10T11:28:06+01:00<\/span><div  class=\"fusion-image-wrapper\" aria-haspopup=\"true\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-generation-of-cad-models-from-3d-high-way-scans\" aria-label=\"The automated generation of CAD models from 3D high-way scans\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"560\" height=\"420\" src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-The-automated-generation-of-CAD-models-560x420-min.jpg\" class=\"attachment-full size-full lazyload wp-post-image\" alt=\"\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27560%27%20height%3D%27420%27%20viewBox%3D%270%200%20560%20420%27%3E%3Crect%20width%3D%27560%27%20height%3D%27420%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-The-automated-generation-of-CAD-models-560x420-min.jpg\" data-srcset=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-The-automated-generation-of-CAD-models-560x420-min-200x150.jpg 200w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-The-automated-generation-of-CAD-models-560x420-min-400x300.jpg 400w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/06\/Use-Cae-Titel-The-automated-generation-of-CAD-models-560x420-min.jpg 560w\" data-sizes=\"auto\" \/>\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n<div class=\"fusion-portfolio-content\" style=\"background-color:rgba(255,255,255,0);\"><div class=\"fusion-content-sep sep-none\" style=\"border-color:#e5e5e5;\"><\/div><div class=\"fusion-post-content\"><p> The automated generation of CAD models from 3D highway <a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-generation-of-cad-models-from-3d-high-way-scans\"> Use Case lesen<\/a><\/p><\/div><\/div><\/div><\/article><article id=\"portfolio-1-post-3460\" class=\"fusion-portfolio-post geo-ai-en fusion-col-spacing post-3460\"><div class=\"fusion-portfolio-content-wrapper\" style=\"border:none;background-color:rgba(255,255,255,0);\"><span class=\"vcard rich-snippet-hidden\"><span class=\"fn\"><a href=\"https:\/\/supperundsupper.com\/en\/author\/dicreate86o\" title=\"Posts by Dicreate_Chris\" rel=\"author\">Dicreate_Chris<\/a><\/span><\/span><span class=\"updated rich-snippet-hidden\">2025-02-10T11:29:18+01:00<\/span><div  class=\"fusion-image-wrapper\" aria-haspopup=\"true\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-detection-of-different-trucks-in-or-thophotos-with-arcgis-pro\" aria-label=\"The automatic detection of trucks in orthophotos with ArcGIS-Pro\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"560\" height=\"420\" src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/03\/Bruecke-560x420-1.jpg\" class=\"attachment-full size-full lazyload wp-post-image\" alt=\"\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27560%27%20height%3D%27420%27%20viewBox%3D%270%200%20560%20420%27%3E%3Crect%20width%3D%27560%27%20height%3D%27420%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/03\/Bruecke-560x420-1.jpg\" data-srcset=\"https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/03\/Bruecke-560x420-1-200x150.jpg 200w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/03\/Bruecke-560x420-1-400x300.jpg 400w, https:\/\/supperundsupper.com\/wp-content\/uploads\/2021\/03\/Bruecke-560x420-1.jpg 560w\" data-sizes=\"auto\" \/>\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n<div class=\"fusion-portfolio-content\" style=\"background-color:rgba(255,255,255,0);\"><div class=\"fusion-content-sep sep-none\" style=\"border-color:#e5e5e5;\"><\/div><div class=\"fusion-post-content\"><p> The automatic detection of different trucks in orthophotos with <a href=\"https:\/\/supperundsupper.com\/en\/usecases\/the-automated-detection-of-different-trucks-in-or-thophotos-with-arcgis-pro\"> Use Case lesen<\/a><\/p><\/div><\/div><\/div><\/article><\/div><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":3312,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"forest inventory","_yoast_wpseo_title":"%%title%% %%page%%","_yoast_wpseo_metadesc":"A forest inventory can help isolate the causes of landscape change by monitoring changes over 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