{"id":1401,"date":"2020-02-29T12:33:41","date_gmt":"2020-02-29T11:33:41","guid":{"rendered":"https:\/\/www.quinaptis.com\/?p=1401"},"modified":"2026-02-23T15:38:12","modified_gmt":"2026-02-23T15:38:12","slug":"digital-twins","status":"publish","type":"post","link":"https:\/\/quinaptis.com\/blog\/digital-twins\/","title":{"rendered":"Logistics experiments with digital twins"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1401\" class=\"elementor elementor-1401\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c58b4fc e-flex e-con-boxed e-con e-parent\" data-id=\"2c58b4fc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-164a6830 elementor-widget elementor-widget-heading\" data-id=\"164a6830\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Staging errors to detect bugs<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31b1f160 elementor-widget elementor-widget-text-editor\" data-id=\"31b1f160\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>New technologies make it possible to make a digital copy of every warehouse. But what can we do with such a \u2018digital twin\u2019? What problems can we solve faster, cheaper and better in a digital environment?<\/p><p>A digital twin is nothing more than a digital spitting image of the warehouse or another installation. That image can resemble the original so that users can move through the virtual space and imagine themselves in the warehouse. But even more important than a visual similarity is a similarity in terms of behavior. If the digital twin reacts in the same way to changes in goods flows, fluctuations in order patterns and people\u2019s interventions as the real warehouse, this digital model can be used for simulations, for example. What happens if the number of orders grows by twenty percent? When do problems arise if one of the cranes in the high-rise warehouse fails? The results of the simulations can be used to intervene and prevent future problems. \u201cA digital twin is a realistic copy of the physical installation. A copy of the layout, but also of the processes and operating systems. This means, for example, that the algorithms from the warehouse management system (WMS) and the logic from the programmable logical controllers (PLCs) are included in the digital twin,\u201d says\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/timhoebeek\/\" target=\"_blank\" rel=\"noopener\">Tim Hoebeek<\/a>, managing partner of Quinaptis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5685919e elementor-widget elementor-widget-heading\" data-id=\"5685919e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Volume and stress tests<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38118a72 elementor-widget elementor-widget-text-editor\" data-id=\"38118a72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Quinaptis is a Belgian ICT service provider specialized in optimization, automation, and digitization of warehouses running on SAP software. Together with PLC manufacturer\u00a0<a href=\"https:\/\/new.siemens.com\/global\/en.html\" target=\"_blank\" rel=\"noopener\">Siemens<\/a>\u00a0and\u00a0<a href=\"https:\/\/www.thomasmore.be\/en\/welcome\" target=\"_blank\" rel=\"noopener\">Thomas More Hogeschool<\/a>\u00a0in Geel, Quinaptis developed a\u00a0<a href=\"https:\/\/www.quinaptis.com\/2019\/09\/siemens-quinaptis-thomas-more-co-innovation\/\" target=\"_blank\" rel=\"noopener\">digital twin of a miniature warehouse<\/a>\u00a0last year. In this, the warehouse management system\u00a0<a href=\"https:\/\/www.sap.com\/products\/extended-warehouse-management.html\" target=\"_blank\" rel=\"noopener\">SAP EWM<\/a>\u00a0works together with the PLCs of Siemens.<\/p><p>\u201cWith the digital twin, we have succeeded in detecting and correcting errors in the control of the miniature warehouse more quickly. We were able to stage errors and therefore proactively detect bugs in the software\u201d, says functional consultant\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/dieterbaert\/\" target=\"_blank\" rel=\"noopener\">Dieter Baert<\/a>, who supervised the project on behalf of Quinaptis.<\/p><p>That possibility is also available for real warehouses. With a digital twin, it is possible to test before commissioning whether all cranes, elevators, conveyors and other machines and systems function as intended. \u201cThis enables us to significantly reduce the lead time of automation projects. Volume tests and stress tests are a lot easier to organize in a digital twin than in a real warehouse. We can also create incidents in a digital twin without actually damaging goods or systems,\u201d explains Hoebeek.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3a1601 elementor-widget elementor-widget-image\" data-id=\"d3a1601\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_virtual-commissioning.webp\" class=\"attachment-full size-full wp-image-2198\" alt=\"MFS-project_virtual-commissioning\" srcset=\"https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_virtual-commissioning.webp 1024w, https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_virtual-commissioning-300x168.webp 300w, https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_virtual-commissioning-768x431.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8415c5e elementor-widget elementor-widget-text-editor\" data-id=\"8415c5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In a digital twin, for example, the design specifications of the pallet racking can be recorded, such as the maximum weight per beam. Normally, the impact rules in the WMS ensure that the maximum weight is not exceeded. If the digital reach truck driver, controlled by the WMS, accidentally places an overweight pallet on a girder, the digital girder will fail and people will see pallets actually fall during testing. \u201cThis allows us to test whether the correct impact rules are in the WMS. Of course, we would never be able to test such a scenario in the real warehouse,\u201d says Hoebeek.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea749b5 elementor-widget elementor-widget-heading\" data-id=\"ea749b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Blind spots<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c91c8f elementor-widget elementor-widget-text-editor\" data-id=\"1c91c8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In addition to Quinaptis, Hardis Group is also investigating the possibilities of digital twins. The supplier of Reflex WMS \u2013 the system used by, among others, Bol. com \u2013 does this in the innovation lab, where technologies such as the internet of things, artificial intelligence and blockchain are also investigated. \u201cA digital twin reflects the physical state and behavior of the physical object and can be used for visualization, analysis, and simulation,\u201d explains Ariel Maor, senior product owner.<\/p><p>Because a digital twin connects separate machines, systems, and processes, new insights arise that existing data from, for example, a WMS cannot provide. Blind spots\u2019 suddenly become visible, for example by using data from other devices or sensors. \u201cTake, for example, surveillance cameras. In many warehouses, they already hang at the docks, but they are not yet used for logistical purposes,\u201d says Maor. In Hardis Group\u2019s first digital twin, developed in collaboration with Schneider Electric, security cameras play an important role. \u201cSchneider Electric had a problem receiving goods in a warehouse. One of the docks was for urgent deliveries.<\/p><p>Incoming pallets had to be removed within two hours, but this was difficult to manage manually. Then someone would have had to note the time of arrival of each pallet and constantly check whether the two hours had not yet elapsed. That is why we used the images from the security cameras to record which pallets arrived at which time. On large screens in the warehouse, employees could see which pallets were left standing for too long\u201d.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e57e899 elementor-widget elementor-widget-heading\" data-id=\"e57e899\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Predictive maintenance<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bee6fa elementor-widget elementor-widget-text-editor\" data-id=\"2bee6fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A digital twin can not only be used to identify problems but also to optimize processes. Baert calls the example a fully automatic pallet warehouse with two aisles and two pallet cranes. If one of the two cranes fails, the items in that aisle cannot be reached. This can mean that a large part of the orders cannot be delivered. \u201cWith simulation, we can investigate how to divide the articles over the two aisles in order to minimize the chance of this happening. We can also use the digital twin to find out which procedure will make the crane productive again as soon as possible after the fault has been rectified,\u201d Baert explains.<\/p><p>It is even possible to predict faults in the installation. In addition to data on the movement of goods, this also requires data on the condition of the cranes, lifts, conveyors and other machines. For example, data on power consumption and motor temperature, but also data from sensors that measure vibrations in crane masts. If the engine temperature rises and the number of vibrations increases, this may indicate that the crane needs maintenance. This can be verified based on historical data. If malfunctions can be predicted in this way, they can easily be prevented by scheduling preventive maintenance. Predictive maintenance is what Hoebeek calls it. \u201cAnd if a machine does shut down, we can analyze the same data to determine the cause. We can use the digital twin to check whether we have actually found the cause without triggering a new stoppage in the real warehouse\u201d.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d96ec9 elementor-widget elementor-widget-heading\" data-id=\"3d96ec9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Real-time data<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31910bd elementor-widget elementor-widget-text-editor\" data-id=\"31910bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Another application concerns the monitoring of processes and systems. If the digital twin is continuously fed by real-time data, managers and supervisors can see on their screens how the actual operation is going. Artificial intelligence helps to analyze the real-time data at lightning speed and detect abnormalities. If, for example, a department is found to be lagging, the supervisor can decide to deploy extra people.<\/p><p>Extra possibilities arise if the digital twin is part of a fully digitized supply chain. In that case, for example, the consequences of delayed delivery for the operation in the warehouse can be charted in real-time. Could it hurt if that truck arrives an hour later? Or is it more convenient to bring other tasks forward? \u201cOr take the example of shipping pallets with both heavy and lightboxes. If the lightboxes end up at the bottom, they can collapse under the weight of the heavy boxes. A digital twin can send out an alert if, based on image recognition, it turns out that the heavy boxes unexpectedly end up on top. This can prevent a claim,\u201d says Maor, who advises looking beyond the four walls of the warehouse. \u201cThe application of a digital twin becomes so much more interesting when we look at the entire supply chain instead of just the warehouse.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1853974 elementor-widget elementor-widget-heading\" data-id=\"1853974\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Drone images<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8efa5a elementor-widget elementor-widget-text-editor\" data-id=\"b8efa5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Hardis Group is building a digital twin using Vision Insights, a proprietary platform with image recognition and machine learning functionality. The technology of the Internet of Things is used to enrich the digital twin with data from sensors, cranes, conveyors, and robots or, for example, from the RFID tags in plastic crates. External data about weather or traffic, for example, can also be added. Maor: \u201cIn addition, we already use drones to inventory the stock in the racks. The images of these drones can also be added to the digital twin and then analyzed. This way we can detect damaged boxes or collapsing pallets, for example. Or add information about different pallet formats.\u201d<\/p><p>Hardis Group advises you to think carefully in advance about the problem that a digital twin should solve. What is the scope of the digital twin? Does the entire warehouse have to be displayed digitally? Or just a certain area or process? Then the function of the digital twin will be discussed. A digital twin can analyze all data, but what is necessary? Finally, a digital twin must be both technologically and economically viable. For example, if it is necessary to collect additional data by providing all load carriers with an expensive sensor, it quickly becomes too expensive. But if the solution costs less than the damage caused by the problem, nothing stands in the way of building a digital twin\u201d.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dfe0cd6 elementor-widget elementor-widget-heading\" data-id=\"dfe0cd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Interesting business model<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1383ce5 elementor-widget elementor-widget-text-editor\" data-id=\"1383ce5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Quinaptis has now used a digital twin of its warehouse for two customers. The modeling of the warehouse takes a lot of time. This requires detailed CAD drawings of the warehouse and the systems. In the future, modeling will take less and less time as libraries grow with digital objects,\u201d explains Hoebeek. \u201cWhether that effort pays off depends on the application. For an existing warehouse of limited size, setting up a digital twin is probably not worthwhile. However, in the case of new buildings, building a digital twin can be worthwhile just for the implementation of systems. If the digital twin is then also used for predictive maintenance, the revenue model becomes even more interesting\u201d.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de59336 elementor-widget elementor-widget-image\" data-id=\"de59336\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_NX.webp\" class=\"attachment-full size-full wp-image-2202\" alt=\"\" srcset=\"https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_NX.webp 1024w, https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_NX-300x169.webp 300w, https:\/\/quinaptis.com\/blog\/wp-content\/uploads\/2020\/02\/MFS-project_NX-768x432.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-124c56a elementor-widget elementor-widget-text-editor\" data-id=\"124c56a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Maor wants to make the Vision Insights platform available to customers as a service (software as a service) in due course. They will then be able to configure simple solutions themselves by, for example, unlocking the images from their surveillance cameras. \u201cThe digital twin technology will then also be within reach of smaller companies.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-603481d elementor-widget elementor-widget-heading\" data-id=\"603481d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Courtesy of Warehouse Totaal<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56d3b81 elementor-widget elementor-widget-text-editor\" data-id=\"56d3b81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Original article in Dutch by\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/marceltelindert\/\" target=\"_blank\" rel=\"noopener\">Marcel te Lindert<\/a>\u00a0published January 2020 in\u00a0<a href=\"https:\/\/www.warehousetotaal.nl\/\" target=\"_blank\" rel=\"noopener\">Warehouse Totaal.\u00a0<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Staging errors to detect bugs New technologies make it possible to make a digital copy of every warehouse. But what can we do with such a \u2018digital twin\u2019? What problems can we solve faster, cheaper and better in a digital environment? A digital twin is nothing more than a digital spitting image of the warehouse [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2766,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[507,543,520,5],"tags":[4,8,2,10,59],"class_list":["post-1401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation","category-digital-twins","category-innovation","category-ewm","tag-digitization","tag-ewm","tag-innovation","tag-sap","tag-warehouse-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Logistics experiments with digital twins - Quinaptis<\/title>\n<meta name=\"description\" content=\"See how digital twins in warehouse logistics cut lead times, prevent failures and boost efficiency through simulation, real\u2011time insights and automation.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/quinaptis.com\/blog\/digital-twins\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Logistics experiments with digital twins - 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