{"id":103290,"date":"2024-04-15T12:00:00","date_gmt":"2024-04-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/lagerbestandserfassung-mit-luftschiff-drohnen\/"},"modified":"2025-02-04T16:59:51","modified_gmt":"2025-02-04T15:59:51","slug":"warehouse-inventory-detection-with-airship-drones","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/warehouse-inventory-detection-with-airship-drones\/","title":{"rendered":"Warehouse Inventory Detection with Airship Drones"},"content":{"rendered":"<p><!-- GITO PUB shortened teaser start --><\/p>\n<div class=\"page\" title=\"Page 2\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>The complex dynamics of block warehouses pose major challenges to the manual stocktaking process. Frequent relocation of pallets, crates or pallet cages without fixed storage locations leads to a time-consuming and error-prone inventory process, wherein goods often have to be searched for and damages due to improper storage can occur. The use of (semi-)autonomous drones offers a promising solution to enable automated stocktaking, especially if these are appropriately equipped for optical goods detection.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><!-- GITO PUB shortened teaser end --><\/p>\n<div style=\"display:block;text-align:center !important;margin:30px 0;\">\n<div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\">\n<h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2>\n<p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p>\n<p>To read the content in full, you must have an appropriate subscription. Alternatively, you can also obtain access by paying a one-off fee.<\/p>\n<div style=\"text-align:center;\">\n<table style=\"width:90% !important;margin-left:5% !important;\">\n<thead>\n<tr>\n<th>Subscription<\/th>\n<th style=\"text-align:center !important;\">included<\/th>\n<th style=\"text-align:right;\">Purchase<\/th>\n<tr><\/thead>\n<tbody>\n<tr>\n<td>without<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">29,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Digital<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">27,55 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">26,10 \u20ac<\/td>\n<tr>\n<tr>\n<td>Professional<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr><\/tbody>\n<\/table>\n<p><button style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-login-register-link gito-pub-reporting-abo-button\" data-targetabo=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/103290\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=103290&#038;quantity=1\" style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-reporting-abo-button\" data-type=\"abo-button-onetime\">Read for once 29,00 \u20ac<\/a><\/p>\n<p><small>All prices include 7% VAT<\/small><\/p>\n<p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ai\/\">AI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/airship-drone\/\">airship drone<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/bestandserfassung\/\">Bestandserfassung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/bestandserfassung-en\/\">Bestandserfassung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/deep-learning-en\/\">Deep Learning<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventory\/\">inventory<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventory-drone\/\">Inventory drone<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventur-en\/\">Inventur<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventur\/\">Inventur<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventurdrohne\/\">Inventurdrohne<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/inventurdrohne-en\/\">Inventurdrohne<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ki\/\">KI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ki-en\/\">KI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/lagerverwaltungssysteme-en\/\">Lagerverwaltungssysteme<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/lagerverwaltungssysteme\/\">Lagerverwaltungssysteme<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/lagerwirtschaft\/\">Lagerwirtschaft<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/lagerwirtschaft-en\/\">Lagerwirtschaft<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistics\/\">logistics<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistik-en\/\">Logistik<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistik\/\">Logistik<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/luftschiffdrohne\/\">Luftschiffdrohne<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/luftschiffdrohne-en\/\">Luftschiffdrohne<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/object-recognition\/\">object recognition<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/objekterkennung\/\">Objekterkennung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/objekterkennung-en\/\">Objekterkennung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/palettenerkennung-en\/\">Palettenerkennung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/palettenerkennung\/\">Palettenerkennung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/pallet-recognition\/\">pallet recognition<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/production\/\">production<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/produktion\/\">Produktion<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/produktion-en\/\">Produktion<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/qualitaetspruefung\/\">Qualit\u00e4tspr\u00fcfung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/qualitaetspruefung-en\/\">Qualit\u00e4tspr\u00fcfung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/quality-inspection\/\">quality inspection<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/stocktaking\/\">stocktaking<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/warehouse-management\/\">warehouse management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/warehouse-management-systems\/\">warehouse management systems<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Warehouse%20Inventory%20Detection%20with%20Airship%20Drones - 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onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n<h2 class=\"gito-pub-frontend-post-headline\">You might also be interested in<\/h2>\n<!-- GITO_PUB_POST start flex-container -->\n<div class=\"gito-pub-flex-container\">\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/digital-twins-production-logistics\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-196x180.webp\" alt=\"Experiencing Digital Twins in Production and Logistics\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Experiencing Digital Twins in Production and Logistics\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Experiencing Digital Twins in Production and Logistics<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">The fischertechnik\u00ae Learning Factory 4.0 as a development platform for possible expansion stages<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/deike-gliem\/\">Deike Gliem<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8098-334X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/sigrid-wenzel\/\">Sigrid Wenzel<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9594-1839\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/jan-schickram\/\">Jan Schickram<\/a>, <a href=\"\/authors\/tareq-albeesh\/\">Tareq Albeesh<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     The fischertechnik\u00ae Learning Factory 4.0 has proven to be a suitable experimental environment for testing digital twins. Depending on the targeted maturity stage, the functions of a digital twin range from status monitoring and forecasting to the operational control of production and logistics systems. To systematically classify these functions, this article presents a maturity model that serves as a framework for the development of a digital twin. Building on this, selected use cases are implemented in a test and development environment based on a system architecture with multi-layered logic structure. These initial implementations serve to highlight application purposes, relevant methods, and typical challenges and potentials in the transfer to real factory environments.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 30-37 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.30\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.30<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/xai-predicting-nudging-decision\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\" alt=\"XAI for Predicting and Nudging Worker Decision-Making\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"XAI for Predicting and Nudging Worker Decision-Making\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">XAI for Predicting and Nudging Worker Decision-Making<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Feasibility and perceived ethical issues<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jan-phillip-herrmann\/\">Jan-Phillip Herrmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8875-1890\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/catharina-baier\/\">Catharina Baier<\/a>, <a href=\"\/authors\/sven-tackenberg-en\/\">Sven Tackenberg<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-7083-501X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/verena-nitsch-en\/\">Verena Nitsch<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4784-1283\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Explainable artificial intelligence (XAI)-based nudging, while ethically complex, may offer a favorable alternative to rigid, algorithmically generated schedules that simultaneously respects worker autonomy and improves overall scheduling performance on the shop floor. This paper presents a controlled laboratory study demonstrating the successful nudging of 28 industrial engineering students in a job shop simulation. The study shows that the observed concordance between students\u2019 sequencing decisions and a predefined target sequence increases by 9% through nudging. This is done by using XAI to analyze students\u2019 preferences and adjusting task deadlines and priorities in the simulation. The paper discusses the ethical issues of nudging, including potential manipulation, illusory autonomy, and reducing people to numbers. To mitigate these issues, it offers recommendations for implementing the XAI-based nudging approach in practice and highlights its strengths relative to rigid, ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 70-78<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/documentation-nursing-care\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_AdobeStock_578980096_Seventyfour-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_AdobeStock_578980096_Seventyfour-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_AdobeStock_578980096_Seventyfour-196x180.jpg\" alt=\"Improving Documentation Quality and Creating Time for Core Activities\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Improving Documentation Quality and Creating Time for Core Activities\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Improving Documentation Quality and Creating Time for Core Activities<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Success factors for implementing AI-based documentation systems in nursing care<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/sophie-berretta\/\">Sophie Berretta<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2879-2164\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/elisabeth-liedmann\/\">Elisabeth Liedmann<\/a> <a href=\"https:\/\/orcid.org\/0009-0005-5294-2141\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/paul-fiete-kramer\/\">Paul-Fiete Kramer<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9602-4952\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/anja-gerlmaier\/\">Anja Gerlmaier<\/a>, <a href=\"\/authors\/christopher-schmidt\/\">Christopher Schmidt<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Demographic change is accompanied by both a growing demand for care and a shortage of qualified nursing staff. Consequently, AI-based technologies are increasingly becoming a focus of care-related innovations. Their aim is to reduce workload pressure, save time, and enhance the attractiveness of the nursing profession. Using the example of AI-supported documentation systems for admission interviews, this article examines to what extent such systems can contribute to improvements in work processes and care quality, focusing on the perspectives of nursing professionals and nursing experts. The results indicate potential for workload relief, enhanced documentation quality, and the reallocation of time resources toward direct patient care. However, realizing these potentials requires a human-centered and context-sensitive implementation approach.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 154-160 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.146\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.146<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/ai-assembly-workplace-design\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Tuli_AdobeStock_1665432467_Grispb-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Tuli_AdobeStock_1665432467_Grispb-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Tuli_AdobeStock_1665432467_Grispb-196x180.webp\" alt=\"Applied AI for Human-Centric Assembly Workplace Design\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Applied AI for Human-Centric Assembly Workplace Design\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Applied AI for Human-Centric Assembly Workplace Design<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">An ethics-informed approach<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/tadele-belay-tuli\/\">Tadele Belay Tuli<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-6769-0646\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/michael-jonek\/\">Michael Jonek<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-2489-6991\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/sascha-niethammer\/\">Sascha Niethammer<\/a>, <a href=\"\/authors\/henning-vogler\/\">Henning Vogler<\/a>, <a href=\"\/authors\/martin-manns\/\">Martin Manns<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-1027-4465\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Artificial intelligence (AI) can enhance smart assembly by predicting human motion and adapting workplace design. Using probabilistic models such as Gaussian Mixture Models (GMMs), AI systems anticipate operator actions to improve coordination with robots. However, these predictive systems raise ethical concerns related to safety, fairness, and privacy under the EU AI Act, which classifies them as high-risk. This paper presents a conceptual method integrating probabilistic motion modeling with ethical evaluation via Z-Inspection\u00ae. An industrial case study using the Smart Work Assistant (SWA) demonstrates how multimodal sensing (motion, gaze) and interpretable models enable anticipatory assistance. The approach moves from ethics evaluation to ethics-informed work design, yielding transferable principles and a configurable assessment matrix that supports compliance-by-design in collaborative assembly.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 60-68 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.58\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.58<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/has-the-time-come-for-an-energy-revolution-in-intralogistics\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/doerm-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/doerm-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/doerm-196x180.jpg\" alt=\"Has the Time Come for an Energy Revolution in Intralogistics?\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Has the Time Come for an Energy Revolution in Intralogistics?\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Has the Time Come for an Energy Revolution in Intralogistics?<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">The current status of hydrogen fuel cell-powered MHE<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/gustav-boesehans\/\">Gustav B\u00f6sehans<\/a>, <a href=\"\/authors\/joseph-w-doermann-en\/\">Joseph W. D\u00f6rmann<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/has-the-time-come-for-an-energy-revolution-in-intralogistics\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>Hydrogen fuel cells promise to be a sustainable alternative to fossil fuel or battery-electric material handling equipment (MHE) in various production or warehouse contexts. Short refuelling times, an absence of carbon emissions, and constant power input put fuel cell-powered MHE at an advantage in high-intensity work environments. However, various barriers to the adoption of fuel cells remain, including considerations surrounding cost and efficiency.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 6 | Pages 74-80<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/loam-construction-wooden-shelving\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/AdobeStock_1209835783_andov-copie-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/AdobeStock_1209835783_andov-copie-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/12\/AdobeStock_1209835783_andov-copie-196x180.webp\" alt=\"Loam Construction and Wooden Shelving\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Loam Construction and Wooden Shelving\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Loam Construction and Wooden Shelving<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A contribution to sustainability in warehouse logistics<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/viviano-de-giacomo\/\">Viviano De Giacomo<\/a> <a href=\"https:\/\/orcid.org\/0009-0009-4070-9499\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/nathalie-fritsch\/\">Nathalie Fritsch<\/a> <a href=\"https:\/\/orcid.org\/0009-0007-9857-5898\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/jakob-kennert\/\">Jakob Kennert<\/a> <a href=\"https:\/\/orcid.org\/0009-0007-8246-6443\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/dieter-uckelmann\/\">Dieter Uckelmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-7657-3292\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/loam-construction-wooden-shelving\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>This study examines the contribution of natural building materials, in particular loam and wood, to the sustainable development of logistics infrastructure, assessing ecological, economic, and technical dimensions across the entire life cycle. Potentials, restrictions, and supportive framework conditions are identified based on literature analyses and expert interviews. Wood proves to be technically mature and ecologically advantageous, especially in high rack construction, while loam offers high potential for energy- and resource-efficient construction. The study concludes with recommendations for research, policy, and practice to establish circular construction methods in logistics.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | Edition 6 | Pages 82-89<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>The highly dynamic nature of block storage facilities limits the feasibility of manual stock recording. The frequent relocation of pallets, crates or pallet cages without fixed storage locations makes stock recording time-consuming and error-prone. Goods often have to be searched for. Improper storage can also lead to damage. The use of (semi-)autonomous vehicles has the potential to remedy this situation and enable automatic stocktaking via optical detection of goods This article describes the use of (semi-)autonomous airship drones for indoor areas, as these have a significantly longer operating time of several hours compared to classic multicopters. Specifically, a particularly lightweight sensor system was developed for the airship drone in order to realize 360-degree environment detection and to recognize relevant objects (pallets, people, pallet stacks). The functionality of the system was successfully tested in a realistic test scenario.<\/p>\n","protected":false},"featured_media":107475,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[76852,79372,79290,79358,79359,79374,79373,79360,72184,79288,79361,76848,79362,79363,79292,79291,79364,68777,79365,68774,79289,79366,72686,71287,79367,79368,79293,79376,68451,68448,79369,72048,79370,72052,72187,78678,79375],"product_cat":[3300],"topic":[68005,79371],"technology":[67790],"knowhow":[],"industry":[],"writer":[82424,83729,83728,80740,81209],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":["post-103290","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-typeset","tag-ai","tag-airship-drone","tag-bestandserfassung","tag-bestandserfassung-en","tag-deep-learning-en","tag-inventory","tag-inventory-drone","tag-inventur-en","tag-inventur","tag-inventurdrohne","tag-inventurdrohne-en","tag-ki","tag-ki-en","tag-lagerverwaltungssysteme-en","tag-lagerverwaltungssysteme","tag-lagerwirtschaft","tag-lagerwirtschaft-en","tag-logistics","tag-logistik-en","tag-logistik","tag-luftschiffdrohne","tag-luftschiffdrohne-en","tag-object-recognition","tag-objekterkennung","tag-objekterkennung-en","tag-palettenerkennung-en","tag-palettenerkennung","tag-pallet-recognition","tag-production","tag-produktion","tag-produktion-en","tag-qualitaetspruefung","tag-qualitaetspruefung-en","tag-quality-inspection","tag-stocktaking","tag-warehouse-management","tag-warehouse-management-systems","product_cat-article","topic-automation","topic-logistics","technology-artificial-intelligence","writer-benjamin-staar-en","writer-britta-hilt-en","writer-dmitrij-boger-en","writer-michael-freitag-en","writer-michael-luetjen-en","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_647003529-min-64x36.jpeg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The highly dynamic nature of block storage facilities limits the feasibility of manual stock recording. The frequent relocation of pallets, crates or pallet cages without fixed storage locations makes stock recording time-consuming and error-prone. Goods often have to be searched for. Improper storage can also lead to damage. The use of (semi-)autonomous vehicles has the&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/103290","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/107475"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=103290"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=103290"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=103290"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=103290"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=103290"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=103290"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=103290"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=103290"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=103290"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=103290"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=103290"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=103290"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=103290"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}