{"id":95103,"date":"2024-02-15T12:00:00","date_gmt":"2024-02-15T11:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=95103"},"modified":"2025-02-04T16:48:18","modified_gmt":"2025-02-04T15:48:18","slug":"sustainability-manufacturing","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/sustainability-manufacturing\/","title":{"rendered":"Sustainability in Industrial Manufacturing"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">According to the German DIN 8580, the manufacturing technology of additive manufacturing is considered one of the casting manufacturing processes, as the layer-by-layer structure is used to shape the workpiece [1]. The applications of these processes range from general mechanical engineering [2] to more specialized applications in biotechnology [3].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The possibilities of additive manufacturing with plastics include various manufacturing processes such as stereolithography (SLA), selective laser sintering (SLS), fused filament fabrication (FFF) or fused granular fabrication (FGF). All of these processes enable the production of prototypes or components with complex structures that are difficult or costly to manufacture using conventional manufacturing processes [4].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The production of items with complex geometries, especially using FFF or FGF, often requires support structures that can be collected by type after their removal. Around 55% of the waste generated in additive manufacturing is made up of defective prints \u2013 for example, due to detachment from the printing plate or faults during the printing process \u2013 and around 45% results from support structures [5].<br>Another source of plastic waste is packaging from everyday or industrial use. In 2021, conventional packaging accounted for the largest proportion of plastic consumption, at 31.2% [6]. In the automotive industry, disposable products such as transport caps offer the opportunity to collect larger quantities of a particular type of plastic. In most cases, this type of waste can be cleaned and sorted by individual type.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Plastic waste and industrial waste need to be processed as resource-efficiently as possible and made usable for additive manufacturing.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Material preparation for circular use<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Printing waste or leftover plastic are prepared in cascading steps for recycling and reuse in additive manufacturing. Waste from 3D printing is collected by type and shredded immediately after it is generated.<br>Industrial, clean or purified plastics are separated as accurately as possible, e.g. using a sorting machine. A demonstration of the sorting process was set up in the Innovation Lab for Digitalisation at the Environmental Campus Birkenfeld [7]. Based on a camera system and the corresponding image evaluation, efficient sorting is carried out by sorting different groups of items on a conveyor belt according to shape and color. The relevant plastic types can be programmed for the sorting process. The system in the Makerspace is used in particular to illustrate the chain of processes involved for students and interested visitors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the second processing step, the plastic waste is shredded. Depending on the size of the items, this takes place in a multi-stage process. Pre-shredding can be carried out mechanically or manually. Conventional tools such as a hand saw or band saw are used. The required fineness is achieved using a granulator, for example, as a final step. In the shredding process, the waste is then shredded into flakes. The rotor in the granulator has sharpened cutting edges which shred the particles thrown in against the stationary blades mounted in the cutting chamber. Due to the selected mesh size of the cartridge used, only particles that are smaller than this mesh size reach the collection tray. The larger particles remain in the cutting chamber until the desired size is achieved by the repetitive shredding process (Fig. 1).<\/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\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"920\" height=\"719\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1.jpg\" alt=\"Schematic structure of a granulator\" class=\"wp-image-103342\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1.jpg 920w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1-510x399.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1-64x50.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1-480x375.jpg 480w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1-768x600.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-1-1-374x292.jpg 374w\" sizes=\"auto, (max-width: 920px) 100vw, 920px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Schematic structure of a granulator.<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\">Preliminary tests have shown that a particle size of 2.5-3.5 mm is optimal for the subsequent extrusion process of small quantities of up to approx. 3 kg\/h. This corresponds approximately to the size of standard new materials in filament production. A downstream screening process with a commercially available sieve tower separates the optimally sized particles from smaller and larger elements of the recyclate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before further processing, the desired mixtures of recyclate composed of different particle sizes and new granulate are produced.&nbsp;<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Filament production from recyclate<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Filament production is an option for recycling plastics for additive manufacturing that has already been investigated many times. Filament is the name given to the plastic thread wound onto a roll that is used for FFF printing. This process enables the recycling of various plastic waste for filament-based 3D printing after the material is prepared as described above. Screw extruders are used to melt the recycled material, which is usually mixed with new granulate, and the filament is produced through a controlled outlet from the tool nozzle (Fig. 2) [8].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The extruded filament degrades depending on the number of recycling cycles and the amount of new granulate added. Test methods and material tests such as the tensile test or the Charpy impact test can be used to draw conclusions about the degradation. For example, degradation during material recycling was investigated using polyactide (PLA), a type of plastic frequently used in 3D printing [9], and PETG [10]. The work deals with the repeated recycling process of plastic waste from the field of additive manufacturing and its effect on the mechanical properties after reuse of the recycled material. After the filament production and the evaluation of the test specimens in the material tests, only a minimal decrease in the mechanical properties was observed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Contamination of the recyclate with foreign particles is a critical issue in filament production. If these particles have a significantly higher melting point than the processed material, the extruder nozzle may become blocked, resulting in time-consuming cleaning.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The use of recycled plastics in a pellet extruder offers a more resource-efficient option for recycling \u2013 particularly as filament production is no longer required.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This process step is eliminated by melting and printing the crushed particles directly in a 3D printer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Filament diameters of 1.75 mm and 2.85 mm in combination with a tool nozzle diameter of 0.4 mm have become established for the FFF process. The use of a pellet extruder enables the use of larger nozzles, e.g. 3 mm or 5 mm. Compared to filament production, use of the extruder allows larger foreign particles to be co-extruded and maintenance times to be reduced. A larger nozzle also enables a greater mass flow and a faster building rate for the printed objects.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Building a 3D pellet printer to improve resource efficiency<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Based on the preliminary investigations into the recycling of the plastic used, a screw extruder is used in a 3D printer. A pellet extruder from DyzeDesign is used in the large-capacity 3D printer that has been developed (Figure 3). Using three individually adjustable heating zones, the single-screw extruder generates a mass flow of up to 2.5 kg\/h [11]. With a maximum temperature of up to 500 \u00b0C, the use of conventional plastics such as PLA through to engineering plastics is possible. The variable nozzle diameters of 1, 3 and 5 mm allow for the use of the planned build chamber of 800 mm x 800 mm x 800 mm designed for the in-house printer. A series of steps were taken to optimize the mechanics, electrics and control of the printer in the Pellet-3D project.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The design of the device is based on a Cartesian printer. Adjustment in the Z direction is carried out by means of a gantry via ball screws.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A heatable print bed and the 3D printer enclosure allow the temperature of the build chamber to be regulated. The plastic mixtures are pneumatically conveyed from an external tank to the extruder. For small-scale tests, the material can be stored in a hopper attached to the extruder. Initial material tests with the desired mixtures are possible with a separate test\/adjustment station (Fig. 3).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-1024x576.jpg\" alt=\"Schematic structure of a screw extruder\" class=\"wp-image-103338\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-1024x576.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-510x287.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-64x36.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-667x375.jpg 667w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-768x432.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2-514x289.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-2.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Schematic structure of a screw extruder.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The lower part of the printer houses the electrics and the necessary control elements. The position of the printing bed at a height of approx. 500 mm makes it easier to ergonomically remove the occasionally heavy printed components from the printing surface. Due to the closed installation space and the different plastics that can be used, the clamping bed with print support has special design features. The integrated slotted holes for fastening the aluminum bed to the steel frame allow for uneven linear expansion when the temperature of the frame and the print bed changes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The clamping mechanism allows the printing surface to be changed quickly without the use of a vacuum clamping bed. Changing the printing mats ensures the necessary print bed adhesion for the plastics to be used and thus reduces misprints. The building chamber in the upper part of the device is guided on a gantry in order to move the extruder. The use of recirculating ball screws on the movement devices ensures less friction and lower energy consumption.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the rear of the printer, the two containers, each with a capacity of 30 liters, enable the storage of two different materials. The material is conveyed via a compressed air-driven Venturi nozzle, an electrical control box and a capacitive fill level sensor on the storage hopper of the respective extruder.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When changing materials, set-up times play a particularly important role from a manufacturing perspective. For a quick changeover, an extruder previously filled with a specific material can be replaced within a few minutes using the quick-change mechanism. The extruder is pre-filled or cleaned at the test station. This offers the possibility of the aforementioned aspects and the pre-testing of new materials. Temperature fields, extrusion parameters and flow rates are adjusted in advance. The material profiles created can be easily transferred between the station and the printer via the user-friendly web interface.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Use of recyclate in the extrusion process<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Based on the use of recyclate in the injection molding industry, initial tests are being carried out with mixtures of recyclate and virgin material. The materials used are unmixed PLA plastic waste from the laboratory and Natureworks Ingeo 4043D pellets. A direct comparison of the flakes with fresh pellets reveals a clear difference in shape. While virgin material is usually found in lentil, ball or pellet form, the regrind is angular flakes.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3.jpg\" alt=\"Pellet 3D printer and enlarged material feed (left)\" class=\"wp-image-103336\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3.jpg 1000w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3-510x287.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3-64x36.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3-666x375.jpg 666w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3-768x432.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-3-514x289.jpg 514w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 3: Pellet 3D printer and enlarged material feed (left).<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">In the Pellet-3D project, the conveying and extrusion properties were investigated for various particle size ranges between 1.0 mm and 4.0 mm. The flow behavior of the samples is determined using suitable mixtures of regrind and virgin material and the results are presented with the aid of comparative objects (Fig. 4).&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Depending on the recycled content (Rec) of the prepared mixtures, bridging occurs, resulting in an uneven material feed in the feed nozzle (Fig. 3, left). The resulting change in the filling level of the screw extruder influences the mass flow exiting the nozzle. A different \u2013 and undefined due to bridging \u2013 mass flow at the nozzle outlet causes uneven layer build-ups and can lead to faulty extrusion sections on the component&#8217;s surface.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The test prints are carried out with a 3 mm nozzle and a mass flow rate of approx. 0.5 kg\/h. Vases with a wall line and a twisted pattern are printed as test objects. A wall line facilitates the investigation of a different mass flow. This effect is enhanced by the twisted structure. In the comparison objects, the problem of bridging in the extruder is characterized by under-extrusion, which makes gaps in the outer wall of the printed objects visible (Fig. 4, 50-50 Rec). The weight of the vases is used to draw conclusions about the extrusion process (Fig. 4, 60-40 Rec, 75-25 Rec). The higher the proportion of recycled material, the lower the corresponding vase weight.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The structured process makes it possible to achieve printed objects with a recycled content of up to 40 % without impairing the component (Fig. 4, mixture of granulate and recycled material).&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Once the recyclate content surpasses 40%, the first under-extrusions occur. These can be detected by measuring the wall thickness and the weight of the vase. Visible surface defects occur once recyclate content reaches 50%. The material flow decreases due to uneven material feed and a lower filling level of the screw. This effect is exacerbated by the anti-oozing mechanism installed in the extruder. This prevents molten plastic from running off. Anti-oozing is triggered by pauses in extrusion and the resulting decrease in pressure at the nozzle. As this is a mechanical mechanism, the anti-oozing is triggered unintentionally even if the pressure is too low due to the filling level of the screw.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-1024x576.jpg\" alt=\"Series of tests on the use of regrind\" class=\"wp-image-103334\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-1024x576.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-510x287.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-64x36.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-667x375.jpg 667w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-768x432.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4-514x289.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/Wahl_I4S-24-1_Figure-4.jpg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 4: Series of tests on the use of regrind.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The process step of filament production from recycled PLA waste requires 1.08 kWh \/ 1000 g filament (at 100% recycled content) according to measurements in the additive manufacturing laboratory [12]. Direct extrusion can save this amount of energy. In addition, the operating costs of pellet printing are reduced due to the recirculation of recyclate. By using the extruder, it is possible to use granulates that are not available as filament and thus increase the variety of materials. As a result, the variety of industrial waste to be recycled increases.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Current work is focusing on the geometric adaptation of the feed hopper in order to minimize the aforementioned problems caused by bridging. In addition to geometric adjustments, the use of special discharge aids such as pneumatic knockers or mechanical agitators should improve the conveying behavior and material feed. Bulk material analyses, which are used to determine flow behavior or to describe and predict the design of conveyor-specific equipment, can help to examine the ground material more closely. The built-in module can also be used to record and evaluate energy consumption levels.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>This article was created as part of the research project &#8220;Energy- and resource-efficient additive manufacturing with recycled plastics \u2013 Pellet-3D&#8221;, which was funded with \u20ac75,000 from the the CZS Prototypes funding program at the Carl Zeiss Foundation.<\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Berger, U.; Hartmann, A.; Schmid, D.: 3D-Druck &#8211; Fertigungsverfahren, 3. Auflage. Haan-Gruiten 2019, S. 10.\r<br>[2] Te Heesen, H.; Wahl, M.; Messemer, J. u. a.: Heterogene Einsatzfelder der generativen Fertigung. In: Industrie 4.0 Management 36 (2020) 4, S. 25-29. DOI: 10.30844\/I40M_20-1_S25-29.\r<br>[3] Scherer, K.; Soerjawinata, W.; Schaefer, S. u. a.: Influence of wettability and surface design on the adhesion of terrestrial cyanobacteria to additive manufactured biocarriers. In: Bioprocess and Biosystems Engineering 45 (2022), S. 931-941. DOI: 10.1007\/s00449-022-02712-0.\r<br>[4] Gebhardt, A.; Kessler, J.; Schwarz, A.: Produktgestaltung f\u00fcr die Additive Fertigung. M\u00fcnchen 2019, S. 15.\r<br>[5] Song, R.; Telenko, C.: Material end energy loss due to human and machine error in commercial FDM printers. In: Journal of Cleaner Production 148 (2017), S. 895-904.\r<br>[6] Umweltbundesamt: Kunststoffabf\u00e4lle vom 30.06.2023. URL: www.umweltbundesamt.de\/daten\/ressourcen-abfall\/verwertung-entsorgung-ausgewaehlter-abfallarten\/kunststoffabfaelle#kunststoffvielfalt, Abrufdatum 17.10.2023.\r<br>[7] Mattern, M.; Bast, S.; Scherer, K.; Gollmer, K.; Wahl, M.: Innovationslabor Digitalisierung &#8211; Produktentwicklung mittels Design Thinking im Makerspace. In: Industrie 4.0 Management 39 (2023), S.63-64. DOI: doi.org\/10.30844\/IM_23-6_61-65.\r<br>[8] Schneider, N.: Recycling von Polyactid zu Rohmaterial f\u00fcr die additive Fertigung (2023), S. 70-77.\r<br>[9] Bremer, M.; Schneider, N.; Wahl, M.: Untersuchungen zur Degradation bei wertstofflichem Recycling am Beispiel von PLA (2022). In: RTe Journal. DOI: doi.org\/10.58134\/fh-aachen-rte_2022_001.\r<br>[10] Bremer, M; Janoschek, L.; Kaschta, D.; Schneider, N.; Wahl, M.: Influence of plastic recycling-a feasibility study for additive manufacturing using glycol modified polyethylene terephthalate (PETGS). In: SN Applied Sciences 4 (2022) 5. DOI: 10.1007\/s42452-022-05039-3.\r<br>[11] DyzeDesign Pulsar Pellet Extruder; URL: dyzedesign.com\/pulsar-pellet-extruder\/, Abrufdatum 31.10.2023.\r<br>[12] Davlumbaeva, A.: Circular Additive Manufacturing. Bachelorarbeit. Hochschule Trier 2023.<\/div><div id=\"download-section\" class=\"gito-pub-download-section\" style=\"text-align:center;margin:20px;\"><h2>Your downloads<\/h2><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"95103\" data-userid =\"0\" data-filename=\"I4S_01-2024_DE Gallace.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF<\/button><\/div><br>Potentials: <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/resource-efficiency\/\">Resource Efficiency<\/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\/additive-fertigung-en\/\">Additive Fertigung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/additive-fertigung\/\">Additive Fertigung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/additive-manufacturing\/\">Additive Manufacturing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ce\/\">CE<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/circular-economy\/\">circular economy<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/efficiency-increase\/\">efficiency increase<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/nachhaltigkeit-en\/\">Nachhaltigkeit<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/pellet-3d-printing\/\">pellet 3D printing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/raw-material-consumption\/\">raw material consumption<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/recycling\/\">Recycling<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/resource-conservation\/\">resource conservation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/resource-efficiency\/\">resource efficiency<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/resource-saving-production\/\">resource-saving production<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ressourceneffizienz-en\/\">Ressourceneffizienz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/sustainability\/\">sustainability<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Sustainability%20in%20Industrial%20Manufacturing - https:\/\/industry-science.com\/en\/articles\/sustainability-manufacturing\/\" 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\/sustainability-manufacturing\/\" 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\/learning-factories-future-brazil\/\">\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_521020784_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_521020784_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_521020784_Gorodenkoff-196x180.webp\" alt=\"Learning Factories for the Future of Manufacturing in Brazil\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"Learning Factories for the Future of Manufacturing in Brazil\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">Learning Factories for the Future of Manufacturing in Brazil<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Advancing manufacturing through technology and skills development<\/div>                        <\/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\/learning-factories-future-brazil\/\" 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>\nManufacturing firms in developing countries face challenges in closing productivity gaps while adopting Industry 4.0 technologies. Learning factories are one helpful approach to countering these challenges. One such example is the learning factory F\u00e1brica do Futuroin S\u00e3o Paulo, Brazil, which has engaged students, supported competence development, and collaborated with industry in applied research, functioning as a hub for advanced manufacturing initiatives.                  <\/div>\n               <\/div>\n            <\/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\/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\/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\/collaborative-robots-production\/\">\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\/wienzek-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/wienzek-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/wienzek-196x180.jpg\" alt=\"Collaborative Robots in Production Environments\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Collaborative Robots in Production Environments\">                  <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;\">Collaborative Robots in Production Environments<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Employee qualification and acceptance for human-machine interaction<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/tobias-wienzek-en\/\">Tobias Wienzek<\/a>, <a href=\"\/authors\/mathias-cuypers\/\">Mathias Cuypers<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2384-8085\" 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 introduction of new technologies poses a major challenge, especially for small and medium-sized enterprises (SMEs). At the same time, SMEs must rise to this challenge in order to keep pace technologically and economically. Employee acceptance is an important factor in ensuring that both the introduction and the long-term use of a technology are successful. At the same time, the introduction process also has a central influence on acceptance in the long term. This article uses the implementation of collaborative robotics as an example for examining such an introduction process, identifying the key factors that influence employee acceptance and the important role played by advanced employee training. It serves to highlight how the introduction process and employee training are seamlessly interlinked.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 14-21 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.14\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.14<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/xai-predicting-nudging-decision\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\" alt=\"XAI for Predicting and Nudging Worker Decision-Making\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"XAI for Predicting and Nudging Worker Decision-Making\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">XAI for Predicting and Nudging Worker Decision-Making<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Feasibility and perceived ethical issues<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jan-phillip-herrmann\/\">Jan-Phillip Herrmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8875-1890\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/catharina-baier\/\">Catharina Baier<\/a>, <a href=\"\/authors\/sven-tackenberg-en\/\">Sven Tackenberg<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-7083-501X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/verena-nitsch-en\/\">Verena Nitsch<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4784-1283\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Explainable artificial intelligence (XAI)-based nudging, while ethically complex, may offer a favorable alternative to rigid, algorithmically generated schedules that simultaneously respects worker autonomy and improves overall scheduling performance on the shop floor. This paper presents a controlled laboratory study demonstrating the successful nudging of 28 industrial engineering students in a job shop simulation. The study shows that the observed concordance between students\u2019 sequencing decisions and a predefined target sequence increases by 9% through nudging. This is done by using XAI to analyze students\u2019 preferences and adjusting task deadlines and priorities in the simulation. The paper discusses the ethical issues of nudging, including potential manipulation, illusory autonomy, and reducing people to numbers. To mitigate these issues, it offers recommendations for implementing the XAI-based nudging approach in practice and highlights its strengths relative to rigid, ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 70-78<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>In additive manufacturing \u2013 which is also known as 3D printing \u2013 plastic waste is produced, for example in the form of required support structures or faulty prints. One option for resource recirculation in additive manufacturing is direct use in a pellet 3D printer that incorporates fused granulate fabrication (FGF). The elimination of the filament production process step reduces the manufacturing time and the energy required for recirculation.<\/p>\n","protected":false},"featured_media":107490,"menu_order":0,"template":"","categories":[79167,4713,79168,79298],"tags":[79299,73785,73787,79378,77153,79404,79356,79402,79405,69977,79406,72436,79403,79303,68272],"product_cat":[],"topic":[67701,68267],"technology":[71524,67634],"knowhow":[],"industry":[],"writer":[83183,83707,83708,83677,83181],"content-type":[],"potential":[69462],"solution":[],"glossary":[],"class_list":["post-95103","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate","category-translate-en","category-typeset","tag-additive-fertigung-en","tag-additive-fertigung","tag-additive-manufacturing","tag-ce","tag-circular-economy","tag-efficiency-increase","tag-nachhaltigkeit-en","tag-pellet-3d-printing","tag-raw-material-consumption","tag-recycling","tag-resource-conservation","tag-resource-efficiency","tag-resource-saving-production","tag-ressourceneffizienz-en","tag-sustainability","topic-production-system","topic-sustainability","technology-additive-manufacturing","technology-tools","writer-adrian-huwer-en","writer-bruno-gallace-en","writer-michael-blug-en","writer-michael-mattern-en","writer-michael-wahl-en","potential-resource-efficiency","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/02\/AdobeStock_434341743-min-64x36.jpeg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"In additive manufacturing \u2013 which is also known as 3D printing \u2013 plastic waste is produced, for example in the form of required support structures or faulty prints. One option for resource recirculation in additive manufacturing is direct use in a pellet 3D printer that incorporates fused granulate fabrication (FGF). The elimination of the filament&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/95103","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\/107490"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=95103"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=95103"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=95103"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=95103"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=95103"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=95103"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=95103"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=95103"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=95103"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=95103"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=95103"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=95103"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=95103"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}