{"id":2722,"date":"2024-08-17T08:40:30","date_gmt":"2024-08-17T06:40:30","guid":{"rendered":"https:\/\/scnode.com\/?page_id=2722"},"modified":"2024-11-29T11:48:16","modified_gmt":"2024-11-29T10:48:16","slug":"exploring-the-dimensions-of-digital-twins-types-abstraction-levels-and-system-interactions","status":"publish","type":"page","link":"https:\/\/scnode.com\/index.php\/exploring-the-dimensions-of-digital-twins-types-abstraction-levels-and-system-interactions\/","title":{"rendered":"Exploring the Dimensions of Digital Twins: Types, Abstraction Levels, and System Interactions"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2722\" class=\"elementor elementor-2722\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3b6d15 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"a3b6d15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2e8b68 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f2e8b68\" 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\">Exploring the Dimensions of Digital Twins: Types, Abstraction Levels, and System Interactions<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c58e3a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"7c58e3a\" 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-d01c53b elementor-widget elementor-widget-spacer\" data-id=\"d01c53b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9278e2d elementor-widget elementor-widget-heading\" data-id=\"9278e2d\" 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\">A generic term for endless applications: what is a digital twin?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-199f547 elementor-widget elementor-widget-text-editor\" data-id=\"199f547\" 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<div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-sirrv-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-sirrv-1n7m0yu\"><div class=\"flex flex-col pb-9 text-sm\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-11\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"091728d2-4e03-4a8f-8f1e-572f9d5a577c\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>A digital twin is a <strong>virtual representation or replica of a physical object, process, system, or environment<\/strong>. It mirrors <strong>the characteristics, behavior, and performance<\/strong> of its real-world counterpart, often in real-time.<\/p><p>Digital twins are <strong>created using data from sensors, simulations, and historical records<\/strong>, allowing them to accurately <strong>reflect the current state, predict future outcomes, and optimize operations<\/strong>.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-881a91c elementor-widget elementor-widget-heading\" data-id=\"881a91c\" 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-medium\">Key components of a digital twin<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edc50a0 elementor-widget elementor-widget-text-editor\" data-id=\"edc50a0\" 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<div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-sirrv-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-sirrv-1n7m0yu\"><div class=\"flex flex-col pb-9 text-sm\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-11\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"091728d2-4e03-4a8f-8f1e-572f9d5a577c\"><p>Typically, <strong>digital twins<\/strong>, regardless of their scope and type, are <strong>characterized by up to 5 elements<\/strong>.\u00a0<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-c3518a0 elementor-hidden-desktop elementor-widget elementor-widget-text-editor\" data-id=\"c3518a0\" 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<div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-sirrv-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-sirrv-1n7m0yu\"><div class=\"flex flex-col pb-9 text-sm\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-11\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"091728d2-4e03-4a8f-8f1e-572f9d5a577c\"><p>Tap the elements to see their definition.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a658c6 e-con-full e-grid elementor-hidden-mobile wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"4a658c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aebd31a wpr-flip-box-animation-flip wpr-flip-box-animation-3d-yes wpr-flip-box-anim-direction-right wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"aebd31a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Object_1.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">1. A PHYSICAL ENTITY<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Object_1.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe object being replicated\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>The real-world object, system, or process that the digital twin represents. This could be anything from a simple machine or product to an entire factory, city, or even a biological organism.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-188da02 wpr-flip-box-animation-flip wpr-flip-box-animation-3d-yes wpr-flip-box-anim-direction-right wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"188da02\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Virtual-model.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">2. A VIRTUAL MODEL<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Virtual-model.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe digital replica of the physical entity\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>This model is created using data and can range from a basic 3D representation to a highly detailed simulation that replicates the entity's behavior under various conditions.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8be36e1 wpr-flip-box-animation-flip wpr-flip-box-animation-3d-yes wpr-flip-box-anim-direction-right wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"8be36e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Data-connection.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">3. A DATA CONNECTION<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Data-connection.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe data flow\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>Sensors and other data collection methods continuously feed the digital twin with real-time data from the physical entity. This connection allows the digital twin to update and reflect changes as they happen in the real world.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a11ae83 e-con-full e-grid elementor-hidden-mobile wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"a11ae83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ca016c wpr-flip-box-animation-flip wpr-flip-box-animation-3d-yes wpr-flip-box-anim-direction-right wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"2ca016c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Problem-solving.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">4. ANALYTICS AND ALGORITHMS<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Problem-solving.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe problem solving engine\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>The digital twin often uses analytics, heuristics, machine learning, and AI algorithms to interpret the data it receives and create viable forecasts. These tools help predict future behavior, optimize performance, and identify potential issues before they occur.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-572e5ef wpr-flip-box-animation-flip wpr-flip-box-animation-3d-yes wpr-flip-box-anim-direction-right wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"572e5ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Action.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">5. INTERACTIONS<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Action.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe ability to influence the real world\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>Digital twins can interact with their physical counterparts and other digital systems, providing insights, recommendations, or even automated actions based on the data they process.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03abf38 e-con-full e-grid elementor-hidden-desktop elementor-hidden-tablet wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"03abf38\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-135dbfb wpr-flip-box-animation-fade wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"135dbfb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Object_1.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">1. A PHYSICAL ENTITY<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Object_1.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe object being replicated\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>The real-world object, system, or process that the digital twin represents. This could be anything from a simple machine or product to an entire factory, city, or even a biological organism.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9135b7 wpr-flip-box-animation-fade wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"a9135b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Virtual-model.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">2. A VIRTUAL MODEL<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Virtual-model.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe digital replica of the physical entity\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>This model is created using data and can range from a basic 3D representation to a highly detailed simulation that replicates the entity's behavior under various conditions.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b00a901 wpr-flip-box-animation-fade wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"b00a901\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Data-connection.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">3. A DATA CONNECTION<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Data-connection.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe data flow\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>Sensors and other data collection methods continuously feed the digital twin with real-time data from the physical entity. This connection allows the digital twin to update and reflect changes as they happen in the real world.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d952b7a wpr-flip-box-animation-fade wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"d952b7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Problem-solving.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">4. ANALYTICS AND ALGORITHMS<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Problem-solving.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe problem solving engine\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>The digital twin often uses analytics, heuristics, machine learning, and AI algorithms to interpret the data it receives and create viable forecasts. These tools help predict future behavior, optimize performance, and identify potential issues before they occur.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-646c48d wpr-flip-box-animation-fade wpr-flip-box-front-align-center wpr-flip-box-back-align-center elementor-invisible elementor-widget elementor-widget-wpr-flip-box\" data-id=\"646c48d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"wpr-flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\n\t\t<div class=\"wpr-flip-box\" data-trigger=\"hover\">\n\t\t\t\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-front wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Action.svg\" >\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">5. INTERACTIONS<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"wpr-flip-box-item wpr-flip-box-back wpr-anim-timing-ease-default\">\n\n\t\t\t\t<div class=\"wpr-flip-box-overlay\"><\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"wpr-flip-box-content\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/08\/Action.svg\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"wpr-flip-box-title\">\n\t\t\t\t\t\t\tThe ability to influence the real world\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"wpr-flip-box-description\"><p>Digital twins can interact with their physical counterparts and other digital systems, providing insights, recommendations, or even automated actions based on the data they process.<\/p><\/div>\t\t\t\t\t\t\n\t\t\t\t\t\t\n\n\t\t\t\t\t\t\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c49f98f elementor-widget elementor-widget-text-editor\" data-id=\"c49f98f\" 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<div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-sirrv-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-sirrv-1n7m0yu\"><div class=\"flex flex-col pb-9 text-sm\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-11\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"091728d2-4e03-4a8f-8f1e-572f9d5a577c\"><p>As we will see in the following deep dive articles, in some cases, some &#8220;light&#8221; versions of digital twins can be described with a subset of these 5 elements.<\/p><p>However, among these, <strong>three of the elements in the cookbook are mandatory: a physical entity, a virtual model, analytics and algorithms<\/strong>. As an example, take into account a simulative digital twin for what-if analysis, specifically created to optimize the design of a new manufacturing plant or a process: as the physical entity does not exist yet in the real world, they are <strong>offline digital twins<\/strong> that cannot have data connection due to lack of data, do not apply interactions as there is nothing to interact with, and therefore are only marked by a physical entity, a virtual model, and algorithms. Nonetheless, they represent a replica of the physical object , as it mirrors the characteristics, behavior and performance of the entity (even though it is not existing yet).<\/p><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>As the adoption of digital twins grows across industries to achieve new <strong>competitive advantages<\/strong>, understanding their different facets becomes crucial for leveraging their full potential.<\/p><p>Even though the definition of a digital twin is pretty accurate, a <strong>digital twin <\/strong>is still a very <strong>loose concept<\/strong> and broadly defined in terms of type, scope, and areas of applications, as it could litterally constitute the replica of <strong>any entity of the real world<\/strong>. Even for the same physical entity, a digital twin could be designed and implemented in different ways in order to answer different questions.<\/p><p>This introductive article serves as a gateway to <strong>three in-depth explorations<\/strong> that will guide you through the<strong> essential dimensions<\/strong> <strong>of digital twins<\/strong> to understand its vast real: their types and characteristics, levels of abstraction, and interactions with other systems.<\/p><p>By exploring these aspects, you can gain a deeper understanding of the <strong>vast scope, diverse applications<\/strong>, and robust capabilities of digital twins, illustrated through real-world examples.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-4d62b92 elementor-widget elementor-widget-heading\" data-id=\"4d62b92\" 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-medium\">1. Types and Characteristics of Digital Twins<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9437606 elementor-widget elementor-widget-text-editor\" data-id=\"9437606\" 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 the <a href=\"https:\/\/scnode.com\/index.php\/types-and-characteristics-of-digital-twins\/\">first deep dive<\/a>, we explore the various types of digital twins, from simulative to prescriptive, each offering unique capabilities and benefits. This section breaks down how digital twins are categorized based on their core functionalities:<\/p><ul><li><strong>Simulative Digital Twins<\/strong>: Used primarily for virtual testing and experimentation before physical implementation, such category is actually a &#8220;light&#8221; digital twin, as it is missing a data connection and the interaction elements, as the object does not exist yet in the real world. Typically, a simulative digital twin is more rapidly deployed and more flexible than other types of strong data connection and interaction, due to their testing nature and scope, and lack of heavy system integration effort. Nontheless, based on certain algorithms, they can be particularly relevant in understanding the physical object, in sizing it (i.e. what is the correct size of each productive asset to remove bottlenecks?), and in defining and optimizin its behavior (i.e. how does a robotic arm or crane should move? What is the optimized way to manage it?).<\/li><li><strong>Monitoring Digital Twins<\/strong>: Focused on real-time data collection and analysis to mirror the current state of a physical entity or process, such digital twin type is not forward looking and does not predict anything about the future state of the object, as it merely report the current status based on the available data via a centralized single point of access to informations. Anyhow, the monitoring digital twin is the basis for both the predictive and prescriptive digital twins as they both rely on current states to start predictions.<\/li><li><strong>Predictive Digital Twins<\/strong>: Predictive Digital Twins leverage historical and real-time data to forecast future states, enabling proactive decision-making. By applying machine learning and AI to defined rules and historical performance data, these twins focus on anticipating potential future scenarios. They often include decision-making tools that allow users to analyze the impact of various actions on key performance indicators (KPIs). This capability makes predictive digital twins inherently exploratory, supporting quantitative &#8220;what-if&#8221; analyses that drive faster and more effective decision-making. They are particularly valuable in scenarios where understanding the potential outcomes of decisions is critical to optimizing performance.<\/li><li><strong>Prescriptive Digital Twins<\/strong>: Going a step further, this type of digital twin is an evolution of the predictive digital twin. While the former rely on static logics, defined by the business mostly as &#8220;common sense decisions or rule of thumbs&#8221;, in the latter, an artificial intelligence, typically a reinforcement learning agent, is applying optimized dynamic decisions over time by himself. If properly configured and trained, this solution can provide outstanding results, unmatcheable with any other methods.<\/li><\/ul><p>For each type, we will discuss its applications across different domains\u2014such as product design, manufacturing, and urban planning\u2014illustrating the value they add. By comparing these types, this section will help you identify which digital twin best suits your specific needs.<\/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-29efd66 elementor-widget elementor-widget-heading\" data-id=\"29efd66\" 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-medium\">2. Levels of Abstraction in Digital Twins<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b257f0d elementor-widget elementor-widget-text-editor\" data-id=\"b257f0d\" 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\tThe second article delves into the levels of abstraction at which digital twins can operate. Digital twins are not one-size-fits-all; their scope can vary significantly depending on the scale of application. For example, in a manufacturing enterprise 4 levels typically exist:\n<ul>\n \t<p><li><strong>Workstation-Level Twins<\/strong>: Focus on individual machines or workstations, providing detailed insights into localized operations.<\/li><\/p>\n \t<p><li><strong>Process-Level Twins<\/strong>: Represent an entire production line or process, optimizing the flow and efficiency of specific operations.<\/li><\/p>\n \t<p><li><strong>Site-Level Twins<\/strong>: Encompass a whole manufacturing site, integrating multiple processes and systems into a cohesive digital representation.<\/li><\/p>\n \t<p><li><strong>Supply Chain-Level Twins<\/strong>: Extend the scope further to cover the entire supply chain, enabling end-to-end visibility and optimization.<\/li><\/p>\n<\/ul>\nThis section will guide you through how digital twins can be tailored to different levels of abstraction, helping you in understanding the differences in terms of requirements, inputs, outputs and KPIs to succeed in any digital twin implementation project.\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-30d0cf3 elementor-widget elementor-widget-heading\" data-id=\"30d0cf3\" 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-medium\">3. System interaction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-698079c elementor-widget elementor-widget-text-editor\" data-id=\"698079c\" 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\tThe final deep dive focuses on the interaction of digital twins with other systems. A digital twin&#8217;s true power lies in its ability to integrate with and influence other digital and physical systems:\n<ul>\n \t<p><li><strong>Standalone Simulations<\/strong>: Operate independently, providing insights based on isolated models.<\/li><\/p>\n \t<p><li><strong>Digital Shadows<\/strong>: Offer a one-way flow of data from the physical to the digital, useful for monitoring and analysis.<\/li><\/p>\n \t<p><li><strong>Interconnected Digital Twins<\/strong>: Enable a bi-directional exchange of data and insights, allowing for dynamic interaction between the digital twin and the physical world.<\/li><\/p>\n<\/ul>\nThis section explores the various levels of system interaction, highlighting pros and cons of each level of system interaction and describing how interconnected digital twins can drive significant innovation and continuous optimization by creating an autonomous feedback loop between the physical and digital realms.\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<div class=\"elementor-element elementor-element-f6489cb e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"f6489cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-899e870 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"899e870\" 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-5227a6b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5227a6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-2f37de5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"2f37de5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-befaeae e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"befaeae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c6411aa e-con-full e-transform e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"c6411aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.9,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2746e4b elementor-widget elementor-widget-heading\" data-id=\"2746e4b\" 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\">01<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9afb3af elementor-widget elementor-widget-heading\" data-id=\"9afb3af\" 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\">DIGITAL TWIN TYPES AND CHARACTERISTICS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cccd70 elementor-widget elementor-widget-text-editor\" data-id=\"3cccd70\" 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-Depth exploration of Digital Twin Types:\u00a0 characteristics, technologies, and value added by area of application<\/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-77db3fa elementor-align-center elementor-widget elementor-widget-button\" data-id=\"77db3fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/scnode.com\/index.php\/types-and-characteristics-of-digital-twins\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Deep dive<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b79871f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"b79871f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e46dc84 e-con-full e-transform e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"e46dc84\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.9,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d4686f0 elementor-widget elementor-widget-heading\" data-id=\"d4686f0\" 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\">02<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd75b7d elementor-widget elementor-widget-heading\" data-id=\"dd75b7d\" 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\">DIGITAL TWIN ABSTRACTION LEVEL<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2465c65 elementor-widget elementor-widget-text-editor\" data-id=\"2465c65\" 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>Understand what is the abstraction level &#8211; from broad E2E digital twins to detailed object level digital twin &#8211; inputs, outputs and key questions answered<\/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-73afe71 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"73afe71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/scnode.com\/index.php\/level-of-abstraction-digital-twin\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Deep dive<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0f16be e-con-full e-transform e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"a0f16be\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.9,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t<div class=\"elementor-element elementor-element-fd57dc5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"fd57dc5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4c56d3 elementor-widget elementor-widget-heading\" data-id=\"c4c56d3\" 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\">03<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51d168d elementor-widget elementor-widget-heading\" data-id=\"51d168d\" 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\">dIGITAL TWIN AND SYSTEM INTEGRATION<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b122cc4 elementor-widget elementor-widget-text-editor\" data-id=\"b122cc4\" 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>From standalone simulations to closed-loop digital twins interacting with corporate IT systems: pros, cons and challanges from proof of concept to enterprise scalability<\/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-d2ffb86 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"d2ffb86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/scnode.com\/index.php\/system-interaction-for-closed-loop-digital-twins\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Deep dive<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5850920 e-con-full e-transform e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"5850920\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.9,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t<div class=\"elementor-element elementor-element-92dbfd5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"92dbfd5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2375e9d elementor-widget elementor-widget-heading\" data-id=\"2375e9d\" 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\">04<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-218a812 elementor-widget elementor-widget-heading\" data-id=\"218a812\" 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\">dIGITAL TWIN STANDARDS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-170b762 elementor-widget elementor-widget-text-editor\" data-id=\"170b762\" 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>Standard vs. Custom Digital Twins: Navigating Complexity in Modern Systems<\/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-c87383f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c87383f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/scnode.com\/index.php\/digital-twin-standards\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Deep dive<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c9ebb7 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"5c9ebb7\" 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-c8402e3 elementor-widget elementor-widget-spacer\" data-id=\"c8402e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a1f832 elementor-widget elementor-widget-html\" data-id=\"8a1f832\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<a href=\"https:\/\/stocksnap.io\/photo\/technology-network-PN7RVGLUUD\">Photo<\/a> by <a href=\"https:\/\/stocksnap.io\/author\/hdwallpapers\">HD Wallpapers<\/a> on <a 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