{"id":104312,"date":"2024-06-15T12:00:00","date_gmt":"2024-06-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=104312"},"modified":"2025-02-04T18:56:32","modified_gmt":"2025-02-04T17:56:32","slug":"digital-product-passports_en","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/digital-product-passports_en\/","title":{"rendered":"Digital Product Passports"},"content":{"rendered":"\n<p>In the context of increasing sustainability efforts at both legislative and societal level [1], the reduction of greenhouse gases and energy consumption as well as the thorough use of resources are key challenges in the context of industrial production [2, 3]. Digital Product Passports (DPPs) are increasingly becoming mandatory in various sectors to adequately monitor corresponding statutory savings targets, for example as part of the EU Sustainable Products Initiative [4, 5].<\/p>\n\n\n\n<p>At the same time, these savings targets are difficult to achieve through exclusively linear production [6]. Innovative production strategies such as the circular economy make it possible to save significant amounts of carbon emissions and energy [4, 7]. Remanufacturing in particular offers a high savings potential as a possible circular strategy, as it enables the retention of value added in end-of-life products on an industrial scale [8].\u00a0<\/p>\n\n\n\n<p>However, due to complex production and value creation processes, efficient remanufacturing often lacks detailed data crucial for successful implementation, such as the original product manufacturer or product type [9]. To efficiently utilize the emission and energy-related benefits of remanufacturing or a circular economy, DPPs are therefore seen as a fundamental prerequisite for overcoming these uncertainties. They enable a seamless and transparent exchange of information between the various network partners in the supply chain [10].<\/p>\n\n\n\n<p>Despite their high potential in the context of increasing the transparency of the carbon footprint of individual products and enabling the circular economy, the practical implementation of DPPs is associated with various problems. In particular, the lack of technical standards leads to difficulties in the integration of corresponding DPPs, especially for small- and medium-sized enterprises.<\/p>\n\n\n\n<p>This article therefore presents a framework for the systematic introduction and purposeful use of a DPP that enables a standardized and interoperable exchange of emissions and energy data along the entire product life cycle. The data collected during the product life cycle on a horizontal and vertical level forms the basis for the development of an evaluation system that can analyze products at the end of the first life cycle regarding various circular strategies using the information contained in the DPP.<\/p>\n\n\n\n<p>The results of the evaluation also enable action recommendations to be derived for the efficient management of the entire production network. The DPP can therefore serve as a basis for the targeted planning and management of production networks, which can be used to reduce carbon emissions,\u00a0 improve energy consumption, and reduce costs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">State of the art<\/h2>\n\n\n\n<p>Even though the manufacturing industry in Germany, for example, has already reduced its greenhouse gas emissions by 41.1% compared to 1990 [11], industrial production is still one of the major greenhouse gas emitters [12]. To achieve further progress in emissions reduction and energy efficiency, the relevant topics are therefore being discussed intensively in the literature.<\/p>\n\n\n\n<p>Various initiatives and approaches deal with the consideration of carbon emission data in the production network, especially in the context of systematically increasing transparency and improving the carbon footprint through the use of digital technologies. Current approaches and initiatives, such as Catena-X in the automotive industry or Together for Sustainability in the chemical industry, focus on the standardization of carbon emission data calculation, standardized platforms for data exchange and communication formats [13]. Other projects, such as GAIA-X4ICM [14], use DPPs in the context of carbon emission accounting to collect emission data over the life cycle and save it using the asset administration shell.<\/p>\n\n\n\n<p>However, such approaches are often sector-specific and vary in terms of actors, roles and functions [15]. Additionally, although they increase transparency through their holistic collection of emission data along the product life cycle, they neglect potentials for enabling the circular economy. The practical implementation of the circular economy is also impeded by the lack of traceability of individual products, which is essential for the efficient return, identification and processing of end-of-life products [16]. DPPs that consider all levels of production, especially in production networks, can overcome these hurdles.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Solution approach<\/h2>\n\n\n\n<p>In the following, a framework for the systematic implementation and use of DPPs in the context of the circular economy is described. The framework comprises four successive implementation steps.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Development of a cross-network partner DPP<\/h2>\n\n\n\n<p>To ensure a seamless exchange of product information between different parties in the value chain, as shown in Figure 1, a data model must be defined that maps several product generations across networks in a DPP. With the help of a suitable data model, information from production networks, including suppliers and customers with all direct and indirect sustainability and energy data, can be reproduced via a DPP with an integrated carbon footprint. This requires the transparent mapping of all emissions generated along the <a href=\"https:\/\/industry-science.com\/en\/industry-4-0\/manufacturing-systems\/\">manufacturing process<\/a>. While these can be recorded directly at machine level using sensors, for example, especially indirect emission data must be allocated to individual products.<\/p>\n\n\n\n<p>For this purpose, a calculation logic must be developed that allows a holistic mapping of the carbon footprint of a product, which is a central component of the DPP. The data model should also integrate the classes Product, Process and Resource in a circular context, in that the Product class has a self-referencing property that refers to the Process and Resource. This makes it possible for a product in the next generation to refer to its previous version at the end of a product life cycle and for sustainability and energy data to be stored in a DPP across generations.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"800\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1.png\" alt=\"Exchange of product information in the production network, Product Passport\" class=\"wp-image-104315\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1.png 960w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1-450x375.png 450w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1-768x640.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1-350x292.png 350w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1-510x425.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger_I4S-24-3_Figure-1-64x53.png 64w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Exchange of product information in the production network.<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Technical implementation of the data model and data exchange based on the asset administration shell<\/h2>\n\n\n\n<p>To integrate the data model into an executable environment, it must first be possible to link and store data across company boundaries. Although there are various technical solutions for this, such as decentrally stored permissioned blockchains or tokenized DPP using public blockchains, the data exchange format of the asset administration shell is particularly suitable for cross-company use due to its standardization and interoperability.<\/p>\n\n\n\n<p>Corresponding asset administration shells can be managed using a middleware [17], which offers, among other things, a direct interface to sensor and OPC UA data. This means that machine data can be received directly and then be transmitted to the appropriate, product-specific asset administration shell. Asset administration shells can also be retrieved, created, updated or deleted from the client side via REST API. This makes it possible to integrate the classes of the data model into specific asset administration shells with attributes.<\/p>\n\n\n\n<p>This means that DPPs can be used interoperably in the form of the asset administration shell and maintained across networks, for example via simple browser applications. In addition to the carbon footprint, other relevant properties of a DPP, such as information about the manufacturer, can be integrated as attributes of corresponding asset administration shells.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Use of platforms for secure data exchange<\/h2>\n\n\n\n<p>A suitable platform is also required to ensure the secure exchange of data between network partners. The implementation and use of a suitable platform includes a requirements analysis, the creation of a specification in the form of a functional specification, the design phase to define the software architecture, the implementation of the platform as well as testing and validation. The virtual ecosystem developed as part of the Catena-X initiative, for example, is a suitable blueprint and reference for cross-sector data exchange[18].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Evaluation of circular strategies and intelligent generation of recommendations for action based on the DPP<\/h2>\n\n\n\n<p>In addition to a significant increase in transparency, the life cycle data of a product contained in the DPP can be used, particularly during the end-of-life phase, for example to derive recommendations for circular strategies using machine learning. To this end, the individual attributes of the DPP serve as features for the machine learning models, which are optimized with regard to various aspects of sustainability and cost-effectiveness. Based on corresponding recommendations for action, these can be used as a starting point for network and production control.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Outlook<\/h2>\n\n\n\n<p>In summary, the framework presents an opportunity for companies to use DPPs to increase transparency about the sustainability aspects of their products. Standardized data exchange formats such as the asset administration shell can be used for this purpose, which can be used to store and share production and product data across companies. Furthermore, the product and production data collected along the product life cycle within the DPP are suitable for the targeted derivation of suitable strategies for circular production.<\/p>\n\n\n\n<p>In addition to the product&#8217;s condition, its area of use and origin as well as the current resource consumption of the circular value creation system also determine the selection of a suitable circular strategy. The developed approach can, for example, be transferred into a digital assistance system that supports companies in determining the appropriate circular strategy and thus enables the transition to a circular economy.&nbsp;<\/p>\n\n\n\n<p><em>This article was created as part of the project &#8220;<a href=\"https:\/\/clice-dipp.de\/en\/#:~:text=CliCE%2DDiPP%20will%20develop%20a%20digital%20CO2%20product%20passport%20based,product%20and%20assigns%20it%20accordingly.\" target=\"_blank\" rel=\"noopener\">CliCE-DiPP \u2013 Climate-neutral Circular Economy enabled by Digital Product Carbon Pass<\/a> (Grant number: 01MN23023G)&#8221;.<\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Meixell, M. J.; Luoma, P.: Stakeholder pressure in sustainable supply chain management. In: International Journal of Physical Distribution &amp; Logistics Management 45 (2015) 1\/2, pp. 69-89.\r<br>[2] Benfer, M.; Gartner, P.; Klenk, F.; Wallner, C.; Jaspers, M.-C.; Peukert, S.; Lanza, G.: A Circular Economy Strategy Selection Approach: Component-based Strategy Assignment using the Example of Electric Motors. 2022.\r<br>[3] Peukert, S.; H\u00f6rger, M.; Zehner, M.: Linking tactical planning and operational control to improve disruption management in global production networks in the aircraft manufacturing industry. In: CIRP Journal of Manufacturing Science and Technology 46 (2023), pp. 36-47.\r<br>[4] Laxmi, L.; De Wit, M.; von Daniels, C.; Colloricchio, A.; Hoogzaad, J.: The Circularity Gap Report. 2021.\r<br>[5] Walden, J.; Steinbrecher, A.; Marinkovic, M.: Digital Product Passports as Enabler of the Circular Economy. In: Chemie Ingenieur Technik 93 (2021) 11, pp. 1717-1727.\r<br>[6] Kadner, S.; Kobus, J.; Hansen, E. G. et al.: Circular Economy Roadmap f\u00fcr Deutschland. 2021.\r<br>[7] Ritz, R. A.: Carbon leakage under incomplete environmental regulation. An industry-level approach. Oxford 2009.\r<br>[8] Matsumoto, M.; Ijomah, W.: Remanufacturing. In: Kauffman, J.; Lee, K.-M. (eds.): Handbook of Sustainable Engineering. Dordrecht 2013.\r<br>[9] Andrew-Munot, M.; Ibrahim, R. N.: Remanufacturing Process and Its Challenges. In: Journal of Mechanical Engineering and Sciences 4 (2013), pp. 488-495.\r<br>[10] Gallina, V.; Gal, B.; Szaller, \u00c1. et al.: Reducing Remanufacturing Uncertainties with the Digital Product Passport. In: Kohl, H.; Seliger, G.; Dietrich, F. (eds.): Manufacturing Driving Circular Economy. Cham 2023.\r<br>[11] Umweltbundesamt: Emissions\u00fcbersichten in den Sektoren des Bundesklimaschutzgesetzes. URL: www.umweltbundesamt.de\/dokument\/emissionsuebersichten-in-den-sektoren-des-2, Accessed 20.12.2023.\r<br>[12] Berger, C.: Auf dem Weg zur CO2-neutralen Produktion. URL: www.springerprofessional.de\/anlagenbau\/klimawandel\/auf-dem-weg-zur-co2-neutralen-produktion\/17788410, Accessed 21.12.2023.\r<br>[13] Jaeger, F. A.; Saling, P.; Otte, N. et al: Challenges and requirements of exchanging Product Carbon Footprint information in the supply chain. In: E3S Web of Conferences 349 (2022), p. 7005.\r<br>[14] ICM: GAIA-X4ICM \u2013 Infrastruktur f\u00fcr eine durchg\u00e4ngige Digitalisierung der Produktion auf Basis von Gaia-X. URL: www.icm.kit.edu\/71.php?tab=%5B403%5D#tabpanel-403, Accessed 21.12.2023.\r<br>[15] Jansen, M.; Gerstenberger, B.; Bitter-Krahe, J.; Berg, H.; Sebesty\u00e9n, J.; Schneider, J.: Current Approaches to the Digital Product Passport for a Circular Economy. An overview of projects and initiatives. 2022.\r<br>[16] Prajapati, H.; Kant, R.; Shankar, R.: Bequeath life to death: State-of-art review on reverse logistics. In: Journal of Cleaner Production 211 (2019), pp. 503-520.\r<br>[17] Behrendt, S.: aas2openapi. URL: github.com\/sdm4fzi\/aas2openapi, Accessed 12.21.2023.\r<br>[18] Sch\u00f6ppenthau, F.; Patzer, F.; Schnebel, B. et al.: Building a Digital Manufacturing as a Service Ecosystem for Catena-X. In: Sensors 23 (2023) 17, p. 7396.<\/div><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\/circular-economy\/\">circular economy<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-product-passport\/\">digital product passport<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/production-network\/\">production network<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/remanufacturing-en\/\">remanufacturing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/remanufacturing\/\">remanufacturing<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Digital%20Product%20Passports - https:\/\/industry-science.com\/en\/articles\/digital-product-passports_en\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/digital-product-passports_en\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,&#039;width=500,height=500,top=300px,left=300px&#039;); 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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\/energy-transition-serious-gaming\/\">\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_423992056_BullRun-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\" alt=\"Serious Gaming and the Energy Transition\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Gaming and the Energy Transition\">                  <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;\">Serious Gaming and the Energy Transition<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Collaborative knowledge generation and interactive understanding of complex interrelationships<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/janine-gondolf\/\">Janine Gondolf<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5644-8328\" 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\/gert-mehlmann\/\">Gert Mehlmann<\/a>, <a href=\"\/authors\/joern-hartung\/\">J\u00f6rn Hartung<\/a>, <a href=\"\/authors\/bernd-schweinshaut\/\">Bernd Schweinshaut<\/a>, <a href=\"\/authors\/anne-bauer\/\">Anne Bauer<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Conveying the complexity and multifaceted nature of the energy transition to a broad audience is a challenge. This article demonstrates how interactive serious games on a multitouch table can help make connections tangible and comprehensible. The games and the table were used in various conversational contexts. These are presented here in three case vignettes based on participant observation of the different applications, as well as situated and shared reflection. The vignettes demonstrate how interaction can trigger epistemic processes, enable shifts in perspective, and foster collective thinking, all of which are necessary for shaping the future of society as a whole.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 62-69<\/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\/learning-module-sustainable\/\">\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_289023545_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\" alt=\"Industrial Transformation via a Machining Learning Factory\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Industrial Transformation via a Machining Learning Factory\">                  <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;\">Industrial Transformation via a Machining Learning Factory<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A learning module to foster competencies for a sustainability-driven transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/oskay-ozen\/\">Oskay Ozen<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-5566-6633\" 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\/victoria-breidling\/\">Victoria Breidling<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-0384-4813\" 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\/stefan-seyfried\/\">Stefan Seyfried<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8278-0212\" 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\/matthias-weigold\/\">Matthias Weigold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7820-8544\" 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                     Sustainability-enhancing transformation processes are necessary in all sectors if we are to remain within planetary boundaries. This also applies to the industrial sector as a significant emitter of greenhouse gases. Employees need new competencies to master this complex task of industrial transformation. These range from CO2 equivalents accounting to the development and evaluation of transformation scenarios, including technical measures. The learning module developed here addresses these competency requirements and uses the example of the ETA factory to show how a competency-oriented learning module for industrial transformation can be structured. It essentially comprises four phases: data collection and CO2 equivalents accounting, cause analysis, development of measures and evaluation of measures.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 38-47 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.38\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.38<\/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 class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/instructional-system\/\">\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\/09\/Kostolani_Beitragsbild-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kostolani_Beitragsbild-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kostolani_Beitragsbild-196x180.webp\" alt=\"The Bias of \u201cInstructional Systems for the Disabled\u201d\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"The Bias of \u201cInstructional Systems for the Disabled\u201d\">                  <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;\">The Bias of \u201cInstructional Systems for the Disabled\u201d<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Ethnographic insights from deploying augmented reality in a sheltered workshop<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/david-kostolani\/\">David Kostolani<\/a> <a href=\"https:\/\/orcid.org\/0009-0006-7168-9011\" 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\/annemarie-ploss\/\">Annemarie Ploss<\/a>, <a href=\"\/authors\/sebastian-schlund\/\">Sebastian Schlund<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8142-0255\" 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                     The rehumanization of industrial work has emerged as a key focus in Industry 4.0 research, emphasizing the empowerment of human workers amidst advancing automation. Within this re-search, supporting workers with disabilities through digital assistance technologies serves as a prime example of a human-centric approach to industrial engineering. These technologies often claim to enhance productivity, which aims to promote the integration of workers with disabili-ties in industrial roles. But can they genuinely improve their work experience? This ethnograph-ic study presents insights from two years of developing and deploying augmented reality in a sheltered woodworking workshop. Over this period, we engaged in conversations and facilitat-ed over 30 technology sessions with workers with diverse disabilities. Our experiences chal-lenge the narrative of industrial research, in particular with digital instructional systems serving as \u201cenabler technology\u201d to help them work \u201cbetter.\u201d ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 5 | Pages 102-110 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.25.5.102\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.25.5.102<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>In the context of the escalating climate crisis, companies are increasingly responsible for establishing more environmentally friendly business practices by, among other factors, tighter legislative restrictions and social pressure. The circular economy represents a promising approach, since it can successfully shape the transition from excessive resource consumption and greenhouse gas emissions to economically and ecologically sustainable growth. However, complex value chains and a lack of transparency and traceability of products along their life cycle have prevented an efficient design of the circular economy, so far. In this context, digital product passports are seen as a key technology for overcoming these problems.<\/p>\n","protected":false},"featured_media":107538,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[77153,78956,70183,80369,69167],"product_cat":[],"topic":[68266,79319,68267],"technology":[],"knowhow":[],"industry":[],"writer":[80570,83736,83349,83734,83735],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":{"0":"post-104312","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"category-design-en","7":"category-translate-en","8":"category-typeset","9":"tag-circular-economy","10":"tag-digital-product-passport","11":"tag-production-network","12":"tag-remanufacturing-en","13":"tag-remanufacturing","14":"topic-nachhaltigkeit","15":"topic-platforms","16":"topic-sustainability","17":"writer-gisela-lanza-en","18":"writer-kevin-gleich-en","19":"writer-magnus-kandler-en","20":"writer-moritz-hoerger-en","21":"writer-yannik-hermann-en","22":"product","23":"first","24":"instock","25":"downloadable","26":"virtual","27":"sold-individually","28":"taxable","29":"purchasable","30":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/06\/Hoerger-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"In the context of the escalating climate crisis, companies are increasingly responsible for establishing more environmentally friendly business practices by, among other factors, tighter legislative restrictions and social pressure. The circular economy represents a promising approach, since it can successfully shape the transition from excessive resource consumption and greenhouse gas emissions to economically and ecologically&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/104312","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\/107538"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=104312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=104312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=104312"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=104312"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=104312"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=104312"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=104312"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=104312"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=104312"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=104312"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=104312"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=104312"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=104312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}