{"id":110050,"date":"2025-08-04T21:59:08","date_gmt":"2025-08-04T19:59:08","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=110050"},"modified":"2025-08-12T14:37:45","modified_gmt":"2025-08-12T12:37:45","slug":"business-models-intralogistics","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/business-models-intralogistics\/","title":{"rendered":"Smart Business Models in Intralogistics"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Equipment-as-a-Service (EaaS) is a unique product-service system in which the customer no longer purchases the equipment but only pays for its use or the service provided. Only by exploiting the potentials of digital change and the transformation to Industry 4.0 can usage-based business models be implemented efficiently. Industrial trucks such as forklifts and order pickers are equipped with sensors that transmit usage data to billing systems via cloud technologies. Processing via distributed ledger technology and smart contracts is another option, which enables machine usage data to be recorded and billed in real time [2].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the future, programmable payments could help to fully automate the billing process for flexible machine usage, right through to payment receipt while simultaneously enabling efficient processing of bills for low usage, known as micropayments [3].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In order to successfully implement and scale an EaaS business model, it is an essential prerequisite that the equipment is technically integrated into existing systems via the Internet of Things (IoT) [4]. At Jungheinrich, for example, customers can use the Power Buy The Hour pay-per-use model [5]. They can rent a machine for up to 12 months and receive a monthly usage-based invoice. The machines are equipped with a telematics box that stores the operating hours in a data cloud every day. From there, the data is then regularly transferred to the ERP system. This enables a monthly invoice to be issued and sent to the customer based on exact usage via an automatic billing process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the future, even more sophisticated models could be possible. For example, a sharing model could be used at wholesale markets or larger logistics centers to enable usage- and user-based billing via micropayments. Users could use the machines for just a few hours or even minutes and receive a bill on the same day. In this case, the machine would have to receive a signal, for example via an access system, that a specific user has activated the device. The exact usage time could then be determined via the login and logout time stamps and this could in turn be processed via the above-mentioned billing process.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Necessary changes to the business model<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to the technical requirements, the development of usage-based business models for logistics equipment providers requires further adjustments from the previous transactional model: EaaS requires a higher level of service orientation on the part of the logistics provider, as the equipment is no longer sold to customers as part of a one-time transaction. Instead, an ongoing customer relationship is developed; The provider transforms into a service provider who understands individual customer needs and guarantees the availability of the object or of a specific service [6].\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition, risk allocation changes. While the sale of a machine to the customer transferred the risk of business interruption, residual value risk, and utilization risk to the customer, these risks remain with the service provider in usage-based models [7]. Business interruptions can be covered by insurance solutions, but the risk of underutilization is generally not insurable. In selecting the right revenue model for his services, the service provider can either assume the risk entirely on his own, as is the case with pay-per-use models or share the utilization risk with his customers within the framework of subscription models [8].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This can take the form of a minimum purchase quantity of operating hours or a fixed provision fee. Short-term rentals also offer customers a high degree of flexibility while securing predictable revenues for the manufacturer. The residual value risk is manageable for logistics companies that have their own sales companies, as wear and tear and repair costs can be monitored effectively via the IoT connection, enabling prices to be calculated for the sale of used machines that reflect their wear and tear and sales to be organized via the sales company.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, a much greater challenge is convincing customers of the benefits of a service-oriented business model, as they are accustomed to the transactional sale or purchase of machines over many years [9]. Other challenges include ensuring data security and covering the high initial investments in digital infrastructure. In addition, scaling the business model is more difficult than with software-as-a-service, as physical goods must be produced for EaaS. To finance the model as it scales, usage-based financing solutions should therefore be considered [10].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Advantages for providers and users<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Service-oriented business models offer numerous advantages for customers: They use the machines and systems instead of buying them, paying only for the duration of use or the output generated. That way, they can concentrate more on their core business, resulting in significant customer benefits. The service provider takes care of the maintenance and servicing of the machines and guarantees their usability. In addition, machines can be returned if they are not used, which lowers the amount of unused tied-up capital. This shifts risk from the customer to the provider.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Since this flexibility comes with higher costs, usage-based billing models are particularly attractive for machines and systems that are not intended for continuous year-round use but rather for difficult-to-plan, irregular, or seasonal use. By assuming the utilization risk, the provider can in turn achieve a high utilization rate by renting out its machines to different customers at different times. This means that it can generate even more revenue than with traditional leasing.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the same time, such sharing solutions enable sustainable (multiple) use and thus conserve resources. The service provider achieves greater customer loyalty through the &#8220;use instead of buy&#8221; business model, as he is in regular contact with customers and can offer additional services such as data analysis, predictive maintenance, delivery of operating materials, and fleet management, which are often tailored to individual customer needs and further increase customer benefit.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Potential use cases<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The advantages of service-oriented business models are further explained below using various fictitious use cases involving industrial trucks (forklifts, order pickers). The calculations are based on unpublished real data from Jungheinrich AG, specifically on the price lists of various foreign companies within the European Union, all valid at the time of writing.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To give customers a greater incentive to use the service for longer periods, the service provider can offer discounts for longer usage periods.&nbsp; The average rate for a one-month short-term rental of highly in-demand equipment is \u20ac940, while the rate for three months is \u20ac750 per month. To compare use cases with a year-round lease, a lease rate of \u20ac651 per month was assumed. The smaller monthly price is due, among other things, to the higher assumed usage for shorter-term rentals (specific demand) and the lower utilization risk for longer rentals.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Use case 1: Customer with high basic utilization and seasonal peaks\u00a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Customer A operates a fleet with high and consistent basic utilization but has seasonal peaks, for example during the Christmas season.&nbsp; He wants to concentrate his capital commitment on the core business. For this reason, he wants a mixture of long-term leasing, short-term rental, and pay-per-use that is optimized for his specific case and continuously updated according to usage data from telematics. Until now, he has financed their ten devices via a long-term lease with a monthly rate of \u20ac651 per device on average.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As only six devices are used to full capacity all year round, customer A would like to rent two devices on a short-term lease for three months at a monthly price of \u20ac750, to cover the additional Christmas business. Transport costs of \u20ac276 (including delivery and collection) are added on top.&nbsp; He would like to use two additional devices for 12 months on a pay-per-use basis to remain flexible in view of the difficult-to-predict business development in the coming year. This means that he pays less for the devices in the event of weaker business development without being unable to meet logistical requirements in the event of good development. He realistically assumes that the pay-per-use machines will be used for 600 hours per year.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For the provider, this means less expected wear and tear and therefore lower maintenance costs when compared to leasing. In addition, the expected residual value for a potential later resale as a used machine increases. As a result, the customer pays a lower monthly rate of \u20ac591.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"730\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1.jpeg\" alt=\"Figure 1: Comparison of leasing and mixed fleet in use case 1.\" class=\"wp-image-110055\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1.jpeg 1000w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1-514x375.jpeg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1-768x561.jpeg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1-400x292.jpeg 400w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1-510x372.jpeg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-1-64x47.jpeg 64w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Comparison of leasing and mixed fleet in use case 1.<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">This includes a fixed monthly fee of \u20ac200 to cover fixed costs and an hourly rate of \u20ac8. Billing takes place monthly based on actual usage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Figure 1 <\/strong>illustrates the savings potential of flexible use compared to pure leasing in a mixed fleet: While the customer had to calculate \u20ac78,120 per year when leasing all ten devices, the flexible arrangements introduced in this example, involving short-term rentals and pay-per-use solutions, would cost \u20ac66,324, thus resulting in potential savings of \u20ac11,796 (approximately 15%).<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Use case 2: Event management customer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Customer B is active in event management and needs five devices three times a year for one month.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"610\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2.jpeg\" alt=\"Figure 2: Comparison of leasing and short-term rental in use case 2.\" class=\"wp-image-110053\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2.jpeg 1000w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2-615x375.jpeg 615w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2-768x468.jpeg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2-479x292.jpeg 479w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2-510x311.jpeg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-2-64x39.jpeg 64w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Comparison of leasing and short-term rental in use case 2.<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Until now, the devices have been kept in the company on a permanent lease (annual costs \u20ac39,060). The customer switches to a more flexible model and starts renting the devices on a short-term basis for one month. The provider charges a monthly rate of \u20ac940 and transport costs of \u20ac276 per device. The potential savingsin this scenario amount to \u20ac20,820 (approximately 53%), as shown in <strong>Figure 2<\/strong>.\u00a0<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Use case 3: Sharing model in a wholesale market<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Customer C organizes logistics in a wholesale market, operating an in-house fleet of equipment. The equipment is used interchangeably by different market players within the wholesale market. Customers only need a forklift truck on an ad hoc basis. Due to the volatile usage requirements, the provider must factor a risk premium into the pricing. For the calculation, the expected annual turnover for a classic individual lease is\u00a0 used as a comparative value and adapted to a conservatively calculated target utilization of the equipment at this location. In the example, this corresponds to 500 hours per year instead of 1,000 hours usually estimated for a lease.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This means that, even with lower usage, the provider is on an equal footing with leasing providers and can cover the risk of underutilization and potentially higher damage risks due to user changes. The calculation results in an hourly rate of \u20ac16 for each individual customer. This is then multiplied by the actual usage to arrive at the total cost. Each customer receives individualized device access, which allows the machine to recognize which customer is currently using it.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By processing the telematics data, usage can then be allocated to the various users according to operating hours, so that billing can take place on a usage-based and customer-specific basis. The calculation was initially based on one device and can be scaled to any number of devices. In this case, to allow for comparison with long-term leasing, a pay-per-use model with no basic fee was calculated. Charging a monthly subscription fee per customer would also be possible to further reduce the risk for the service provider.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If the expected 500 hours of use are divided among several customers, this results in a significant price advantage. The potential savings for individual customers with, for example, 100 hours per year (approximately two hours per week) amount to approximately 80%, or \u20ac6,212, with total costs of only \u20ac1,600. The hourly rates were rounded up in the calculation.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If the pay-per-use model is better received than expected, for example if new customers who had previously leased or purchased forklifts register for pay-per-use, there is significant scaling potential. If the provider manages to increase the use of the equipment to 600 hours per year, for example, the revenue would already amount to \u20ac9,600 or \u20ac800 on average per month (+23%). It is important to emphasize that pay-per-use models are highly customized and depend on the location conditions, costs, margin expectations, and the provider\u2019s openness to risk.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"420\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-1024x420.jpeg\" alt=\"Figure 3: Pay-per-use from the provider and customer perspective.\" class=\"wp-image-110051\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-1024x420.jpeg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-764x313.jpeg 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-768x315.jpeg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-514x211.jpeg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-510x209.jpeg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3-64x26.jpeg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Wiebusch_I4S-25-4_Figure-3.jpeg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 3: Pay-per-use from the provider and customer perspective.<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Prospects for intralogistics providers<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This article has highlighted and described some of the advantages of usage-based business models. If providers manage to implement such business models successfully, further advantages are likely to follow. For example, having a larger fleet of rental machines in use can be helpful for proactively managing machine renewal and thus actively controlling plant utilization or the stock of available used machines. The comprehensive implementation of telematics-based fleet management solutions can further increase customer benefits and thus loyalty via customization.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, to benefit from these advantages, many providers will have to change their traditional, predominantly transactional business models and incentive systems. In addition to the purely technical and procedural implementation of usage-based models, cultural change is also necessary. If this is successful, strategic realignment will generate attractive competitive advantages. Companies can thereby become pioneers in their industry. In doing so, they must not be guided by the short-term optimization of key figures but must keep their eyes on long-term perspectives, thinking in terms of customer solutions before the customers themselves even develop the need.<\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Kett, H.; Evcenko, D.; Falkner, J.: Equipment-as-a-Service (EaaS): Canvas zur Entwicklung von EaaS-Gesch\u00e4ftsmodellen. Diskussionspapier des Fraunhofer-Institut f\u00fcr Arbeitswirtschaft und Organisation IAO, Fraunhofer Verlag, Stuttgart 2023.\r<br>[2] Wiebusch, A.: Resiliente Produktion durch Pay-Per-Use Modelle &#8211; Mit Pay-Per-Use und Asset-as-a-Service zu mehr Flexibilit\u00e4t in einem unsicheren Gesch\u00e4ftsumfeld. In: Industrie 4.0 Management 4 (2023), pp. 55\u201358.\r<br>[3] Forster, M.; Gro\u00df, J.; Kamping, A.; Katilmis, S.; Reichel, M.; et al.: Der Zahlungsverkehr der Zukunft: Programmierbare Zahlungen im Bereich IoT. White paper by the Frankfurt School Blockchain Center, PPI, DEA, and CashOnLedger.\r<br>[4] Kett, H.; Evcenko, D.; Falkner, J.: Equipment-as-a-Service (EaaS) \u2013 Necessary Changes for Service-Based Business Models. In: Human Systems Engineering and Design 112 (2023), pp. 491-500.\r<br>[5] URL: https:\/\/www.jungheinrich.ch\/produkte\/mietstapler\/power-buy-the-hour-1150048\r<br>[6] Stojkovski, I.; Achleitner, A.; Lange, T.: Equipment as a Service: The Transition Toward Usage-Based Business Models. SSRN Electronic Journal 2021.\r<br>[7] R\u00fcsberg, L.: IoT-based Finance \u2013 mit Daten Risiken managen. In FLF 69 (2022) 3, pp. 127-133.\r<br>[8] Gassmann, O.; Frankenberger, K.; Choudury, M.: Gesch\u00e4ftsmodelle entwickeln. Der Business Model Navigator, 3rd edition. Munich 2021.\r<br>[9] Wiebusch, A.; Wilkowski, N.: Wie EaaS die Intralogistik ver\u00e4ndert. In: Logistik heute 6 (2023), pp. 34-35.\r<br>[10] Wiebusch, A.: Finanzierungskonzepte f\u00fcr Equipment-as-a-Service und Pay-Per-Use-Gesch\u00e4ftsmodelle. In: Zeitschrift f\u00fcr das gesamte Kreditwesen, 76 (2023) 7, pp. 28-33.<\/div><br>Potentials: <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/business-models\/\">Business Models<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/services\/\">Services<\/a><\/span> <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\/equipment-as-a-service\/\">Equipment-as-a-Service<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/pay-per-use-en\/\">Pay-per-Use<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/short-term-rental\/\">short-term rental<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/usage-based-business-models-en\/\">usage-based business models<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/use-cases-in-intralogistics\/\">use cases in intralogistics<\/a><\/span> <br>Industries: <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/smart-objects\/\">Smart Objects<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/technical-services\/\">Technical Services<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Smart%20Business%20Models%20in%20Intralogistics - https:\/\/industry-science.com\/en\/articles\/business-models-intralogistics\/\" 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\/business-models-intralogistics\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); 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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\/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\/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\/electric-trucks-pre-post-carriage\/\">\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\/11\/AdobeStock_544561574_Kalyakan-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/11\/AdobeStock_544561574_Kalyakan-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/11\/AdobeStock_544561574_Kalyakan-196x180.jpeg\" alt=\"Electric Trucks in Intermodal Terminal Pre- and Post-Carriage\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Electric Trucks in Intermodal Terminal Pre- and Post-Carriage\">                  <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;\">Electric Trucks in Intermodal Terminal Pre- and Post-Carriage<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Impact on terminal processes in combined road-rail freight transport<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/ralf-elbert\/\">Ralf Elbert<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-9337-9173\" 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\/samira-ghaneian-sebdani\/\">Samira Ghaneian Sebdani<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-1073-2034\" 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\/electric-trucks-pre-post-carriage\/\" 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>Electric trucks (e-trucks) play an important role in reducing CO\u2082 emissions especially on short distances in pre and post-carriage in combined road-rail freight transport (CT). Using the example of a CT terminal, this article highlights the logistical and energy challenges involved in using e-trucks to establish suitable charging infrastructures and ensuring a reliable power supply.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | Edition 6 | Pages 70-77<\/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\/human-centered-ai-adoption\/\">\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\/Kuhlenkoetter_AdobeStock_1294660640_typepng-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kuhlenkoetter_AdobeStock_1294660640_typepng-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kuhlenkoetter_AdobeStock_1294660640_typepng-196x180.jpg\" alt=\"Towards Human-Centered Industrial AI Adoption\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Towards Human-Centered Industrial AI Adoption\">                  <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;\">Towards Human-Centered Industrial AI Adoption<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A reference architecture for machine vision demonstrators<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/dominik-arnold\/\">Dominik Arnold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2021-559X\" 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\/florian-buelow\/\">Florian B\u00fclow<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8453-766X\" 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\/bernd-kuhlenkoetter-en\/\">Bernd Kuhlenk\u00f6tter<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5015-7490\" 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                     Despite its potential, the introduction of artificial intelligence (AI) in industry is often delayed, primarily due to perceived complexity, high costs, and a lack of expertise. This article presents a modular demonstrator reference architecture that provides practical, low-cost access to industrial AI applications. Developed within a design science research approach, it specifically supports experimentation, learning, and gradual integration into existing production processes. The focus is on machine vision, implemented using cost-effective hardware and open-source software. Its applicability is demonstrated in three scenarios: quality control, chip classification, and in-company training. Initial evaluations confirm the technical feasibility, didactic relevance, and transferability to a variety of industrial contexts.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 5 | Pages 152-160 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.25.5.146\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.25.5.146<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Equipment-as-a-Service (EaaS) enables logistics companies to offer their customers tailored solutions, helping them to remain flexible and reduce costs as well as risks even in difficult times. Customers no longer pay for the object itself but only for the service provided, such as the usage time of a forklift truck. This allows them to focus on their core competencies and convert high investment costs into more flexible operating costs [1]. High capital commitment and the risk of underutilization of machines can thus be avoided and transferred to the logistics provider. This article examines the adjustments that logistics providers must make to accommodate this business model as well as some possible use cases.<\/p>\n","protected":false},"featured_media":109777,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[84383,80225,84519,80226,84518],"product_cat":[79304,3300],"topic":[79371,79319],"technology":[79334],"knowhow":[],"industry":[79354,79496],"writer":[83634,84387],"content-type":[83932],"potential":[67626,67652],"solution":[],"glossary":[],"class_list":["post-110050","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-typeset","tag-equipment-as-a-service","tag-pay-per-use-en","tag-short-term-rental","tag-usage-based-business-models-en","tag-use-cases-in-intralogistics","product_cat-articles","product_cat-article","topic-logistics","topic-platforms","technology-business-model-en","industry-smart-objects","industry-technical-services","writer-anja-wiebusch-en","writer-niklas-wilkowski","content-type-article","potential-business-models","potential-services","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396.webp",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-150x150.webp",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-666x375.webp",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-768x432.webp",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-1024x576.webp",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-1032x320.webp",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-764x376.webp",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-392x320.webp",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-608x496.webp",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-640x325.webp",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-274x376.webp",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-514x292.webp",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-320x440.webp",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-514x289.webp",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-196x180.webp",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396.webp",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396.webp",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-510x510.webp",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-510x287.webp",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-100x100.webp",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-64x36.webp",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Equipment-as-a-Service (EaaS) enables logistics companies to offer their customers tailored solutions, helping them to remain flexible and reduce costs as well as risks even in difficult times. Customers no longer pay for the object itself but only for the service provided, such as the usage time of a forklift truck. This allows them to focus&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/110050","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\/109777"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=110050"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=110050"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=110050"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=110050"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=110050"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=110050"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=110050"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=110050"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=110050"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=110050"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=110050"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=110050"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=110050"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}