{"id":24423,"date":"2024-08-28T10:05:46","date_gmt":"2024-08-28T08:05:46","guid":{"rendered":"https:\/\/blog.ptvgroup.com\/?p=24423"},"modified":"2025-05-08T11:29:42","modified_gmt":"2025-05-08T09:29:42","slug":"creating-a-digital-twin-for-autonomous-vehicle-testing","status":"publish","type":"post","link":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/","title":{"rendered":"Creating a Digital Twin for Autonomous Vehicle Testing"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][vc_column_text]<span data-contrast=\"auto\">Autonomous vehicles (AVs) are transforming the future of transportation, but ensuring their safety and reliability is a significant challenge. At the<a href=\"http:\/\/www.ivh.co.kr\/\" target=\"_blank\" rel=\"noopener\"> Institute of Vehicle Engineering<\/a> (iVH) in Seoul, South Korea, a leader in AV research, we have found innovative ways to test these vehicles using <a href=\"https:\/\/www.ptvgroup.com\/en\/products\/ptv-vissim\" target=\"_blank\" rel=\"noopener\">PTV Vissim<\/a>. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Our team uses the microsimulation software and its add-ons, the API and Dynamic Sensor Interface (DSI) modules, to create realistic test environments for AVs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h2>Building the Virtual World<\/h2>\n<p><span data-contrast=\"auto\">The journey to develop safe autonomous vehicles starts with rigorous testing. Traditional methods, like driving AVs on public roads, have limitations. They can&#8217;t always replicate every possible driving scenario an AV might encounter. This is where iVH\u2019s digital twin virtual drive environment comes into play. Using PTV Vissim, we created a virtual world that mirrors real-world driving conditions, allowing for comprehensive testing of AV systems.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Creating Realistic Road Networks:<\/span><\/b><span data-contrast=\"auto\"> The first step in building a virtual testing environment is modeling the road networks. Using PTV Vissim and ASAM OpenDRIVE standards, we designed detailed road layouts that include everything from lanes and intersections to traffic signs, signals and microscopic traffic flow. This ensures that the virtual roads closely resemble real ones.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Simulating Road Surfaces:<\/span><\/b><span data-contrast=\"auto\"> Road surfaces are another critical factor in AV testing. ASAM OpenCRG helps model different types of road surfaces, from smooth highways to bumpy rural roads. This allows us to test how AVs handle various driving conditions, such as potholes or rough terrain.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Dynamic Traffic Scenarios:<\/span><\/b><span data-contrast=\"auto\"> To create realistic traffic situations, we use ASAM OpenSCENARIO to simulate dynamic elements like moving vehicles, pedestrians, and traffic lights. PTV Vissim&#8217;s advanced traffic modeling capabilities bring these scenarios to life, ensuring that AVs can be tested in a wide range of traffic conditions, from rush hour congestion to quiet suburban streets.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n\n\n\n<p>[vc_row][vc_column][vc_video link=&#8221;https:\/\/youtu.be\/05XYegPGm-M&#8221;][\/vc_column][\/vc_row]<\/p>\n\n\n<p>[vc_row][vc_column][vc_column_text]<\/p>\n<h2>Enhancing Simulations with PTV Vissim Add-Ons<\/h2>\n<p><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><b><span data-contrast=\"auto\">API Integration:<\/span><\/b><span data-contrast=\"auto\"> The API module in PTV Vissim allows for seamless integration with other systems and real-time data. This means we can feed live traffic data into the simulations, making them even more realistic. It also allows for customization of the simulation environment to meet specific testing needs. <\/span><span data-contrast=\"auto\">This integration is crucial for customizing simulations and ensuring that specific parameters and conditions relevant to autonomous driving can be accurately modeled.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Advanced Sensor Testing with the DSI Module:<\/span><\/b><span data-contrast=\"auto\"> The DSI module enables the integration of various sensors into the simulation. AVs rely on sensors like lidar and cameras to navigate and make decisions. By modeling these sensors in the virtual environment, we can test how the AVs respond to real-world inputs, such as detecting obstacles or reading traffic signs. <\/span><span data-contrast=\"auto\">This feature is particularly useful for developing and testing Advanced Driver Assistance Systems (ADAS) and full autonomy. Using the DSI module, it is possible to assess how AV systems respond to the presence of human drivers, ensuring reliable and safe performance.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h2>Real-World Application: Testing Autonomous BRT Systems<\/h2>\n<p><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">O<\/span><span data-contrast=\"auto\">ne of the significant applications of this technology is testing autonomous Bus Rapid Transit (BRT) systems. We have developed a virtual environment that mirrors the BRT route at the Cheongna International City Station, Incheon, complete with all the necessary road and traffic details. This allows for extensive testing of the BRT\u2019s autonomous driving capabilities, including how it handles switching control between human drivers and the autonomous system.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Simulating Real Traffic Conditions:<\/span><\/b><span data-contrast=\"auto\"> Using PTV Vissim, we created microscopic traffic simulations that replicate real traffic flows around the BRT. This helps in evaluating the system&#8217;s performance in real-time traffic, ensuring it can safely navigate through busy streets.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Control System Evaluation:<\/span><\/b><span data-contrast=\"auto\"> Building a mock-up identical to the actual BRT to evaluate control right switching and autonomous driving logic in the virtual environment.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Sensor Integration and Data Sharing:<\/span><\/b><span data-contrast=\"auto\"> Various sensors, including advanced lidar systems, are modeled and integrated into the simulation. These sensors collect data that is then shared with the AV\u2019s control system. This process helps in fine-tuning the sensors&#8217; performance and ensuring the AV can accurately perceive and react to its environment.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The integration of Vissim with the virtual driving environment enabled extensive testing and validation of AV systems. The simulated environment provided a safe and controlled setting for evaluating systems without the risks associated with real-world testing. This approach not only enhanced the safety of the testing process but also significantly reduced the time and cost involved in AV development.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h2>Overcoming Challenges and Looking Ahead<\/h2>\n<p><span data-contrast=\"auto\">The development of a digital twin for AV testing is not without challenges. Creating an accurate and realistic virtual environment requires meticulous attention to detail and extensive testing. However, the benefits are immense. Our approach significantly reduces the risks and costs associated with real-world testing, accelerates the development process, and ensures that AVs are thoroughly tested before hitting the road.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The innovative use of PTV Vissim and its add-ons showcases the power of advanced simulation technologies in the development of autonomous vehicles. By creating a detailed and realistic virtual testing environment, we are able to pave the way for safer and more reliable AV systems. The integration of real-time data and sensor modeling ensures that these vehicles can handle the complexities of real-world driving, ultimately contributing to the broader adoption of autonomous driving technology.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n\n\n<p>[vc_row][vc_column][vc_cta h2=&#8221;&#8221; shape=&#8221;square&#8221; style=&#8221;flat&#8221; color=&#8221;black&#8221; add_button=&#8221;bottom&#8221; btn_title=&#8221;Find out more&#8221; btn_style=&#8221;flat&#8221; btn_shape=&#8221;square&#8221; btn_color=&#8221;white&#8221; btn_link=&#8221;url:https%3A%2F%2Fwww.ptvgroup.com%2Fen%2Fproducts%2Fptv-vissim%2Fautomotive|target:_blank&#8221;]<\/p>\n<h2>Discover PTV Vissim Automotive<\/h2>\n<p>PTV Vissim Automotive comes with all the trusted features of PTV Vissim and adds a powerful set of functionalities, specifically designed to serve the needs of our clients from automotive development.[\/vc_cta][\/vc_column][\/vc_row]<\/p>\n\n\n<p>[vc_row][vc_column][vc_column_text]<\/p>\n<h2 style=\"text-align: left;\">Related Products<\/h2>\n<p>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n\n\n<p>[vc_row][vc_column width=&#8221;1\/3&#8243;][vc_cta h2=&#8221;PTV Vissim&#8221; shape=&#8221;square&#8221; style=&#8221;custom&#8221; add_button=&#8221;bottom&#8221; btn_title=&#8221;Learn more&#8221; el_class=&#8221;product-teaser&#8221; btn_link=&#8221;url:https%3A%2F%2Fwww.ptvgroup.com%2Fen%2Fproducts%2Fptv-vissim|target:_blank&#8221;]<span class=\"ui-provider cky ckz c d e f g h i j k l m n o p q r s t cla clb w x y z ab ac ae af ag ah ai aj ak\" dir=\"ltr\">Multimodal Traffic simulation<\/span>[\/vc_cta][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_cta h2=&#8221;PTV Viswalk&#8221; shape=&#8221;square&#8221; style=&#8221;custom&#8221; add_button=&#8221;bottom&#8221; btn_title=&#8221;Learn more&#8221; el_class=&#8221;product-teaser&#8221; btn_link=&#8221;url:https%3A%2F%2Fwww.ptvgroup.com%2Fen%2Fproducts%2Fpedestrian-simulation-software-ptv-viswalk|target:_blank&#8221;]<span class=\"ui-provider cky ckz c d e f g h i j k l m n o p q r s t cla clb w x y z ab ac ae af ag ah ai aj ak\" dir=\"ltr\">Pedestrian Simulation<\/span>[\/vc_cta][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_cta h2=&#8221;PTV Model2Go&#8221; shape=&#8221;square&#8221; style=&#8221;custom&#8221; add_button=&#8221;bottom&#8221; btn_title=&#8221;Learn more&#8221; el_class=&#8221;product-teaser&#8221; btn_link=&#8221;url:https%3A%2F%2Fwww.ptvgroup.com%2Fen%2Fproducts%2Fptv-model2go|target:_blank&#8221;]<span class=\"ui-provider cky ckz c d e f g h i j k l m n o p q r s t cla clb w x y z ab ac ae af ag ah ai aj ak\" dir=\"ltr\">Ready-to-use transport model in just one week<\/span>[\/vc_cta][\/vc_column][\/vc_row]<\/p>\n\n\n\n<p>[vc_row][vc_column][vc_raw_html]JTVCeWFycHAlNUQ=[\/vc_raw_html][\/vc_column][\/vc_row]<\/p>\n\n\n\n<p><\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p class=\"card-text\">Autonomous vehicles (AVs) are transforming the future of transportation. The Institute of Vehicle Engineering in Seoul has found innovative ways to test these vehicles using PTV Vissim. \u00a0 [&#8230;]<\/p>\n<p class=\"m-0\"><a class=\"btn btn-outline-secondary btn-read-more\" href=\"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/\">Read More<\/a><\/p>\n","protected":false},"author":124,"featured_media":24426,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8326,8322],"tags":[8406],"ppma_author":[8275],"class_list":["post-24423","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-modeling-planning","category-user-insights","tag-autonomous-vehicles"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Creating a Digital Twin for Autonomous Vehicle Testing | PTV Blog<\/title>\n<meta name=\"description\" content=\"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Creating a Digital Twin for Autonomous Vehicle Testing\" \/>\n<meta property=\"og:description\" content=\"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/\" \/>\n<meta property=\"og:site_name\" content=\"PTV Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/PTVGroupGlobal\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-28T08:05:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-08T09:29:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1025\" \/>\n\t<meta property=\"og:image:height\" content=\"577\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Guest author: Wonyul Kang\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Guest author: Wonyul Kang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/\"},\"author\":{\"name\":\"Guest author: Wonyul Kang\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#\\\/schema\\\/person\\\/de706c517986e33de084979c5d833c41\"},\"headline\":\"Creating a Digital Twin for Autonomous Vehicle Testing\",\"datePublished\":\"2024-08-28T08:05:46+00:00\",\"dateModified\":\"2025-05-08T09:29:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/\"},\"wordCount\":1167,\"publisher\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/IVH-Virtual-Test.png\",\"keywords\":[\"Autonomous Vehicles\"],\"articleSection\":[\"Modeling &amp; Planning\",\"User Insights\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/\",\"name\":\"Creating a Digital Twin for Autonomous Vehicle Testing | PTV Blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/IVH-Virtual-Test.png\",\"datePublished\":\"2024-08-28T08:05:46+00:00\",\"dateModified\":\"2025-05-08T09:29:42+00:00\",\"description\":\"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#primaryimage\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/IVH-Virtual-Test.png\",\"contentUrl\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/IVH-Virtual-Test.png\",\"width\":1025,\"height\":577,\"caption\":\"iVH used PTV Vissim to create realistic test environments for AVs.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/user-insights\\\/creating-a-digital-twin-for-autonomous-vehicle-testing\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Creating a Digital Twin for Autonomous Vehicle Testing\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/\",\"name\":\"PTV Blog\",\"description\":\"We passionately write about technology which helps to plan and optimise the movement of people and goods.\",\"publisher\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#organization\",\"name\":\"PTV Group\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/PTV_Group_Logo_black.jpg\",\"contentUrl\":\"https:\\\/\\\/blog.ptvgroup.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/PTV_Group_Logo_black.jpg\",\"width\":1598,\"height\":362,\"caption\":\"PTV Group\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/PTVGroupGlobal\\\/\",\"https:\\\/\\\/www.instagram.com\\\/ptv_group\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/ptv\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/ThePTVGroup\",\"https:\\\/\\\/www.tiktok.com\\\/@ptv_group\\\/\"],\"description\":\"Our goal is to drive the future of mobility toward a cleaner, smarter, and safer world. With a legacy spanning over 40 years as a leading global software company for traffic planning, simulation, and real-time management, we have garnered extensive experience in the field of mobility.\",\"email\":\"info@ptvgroup.com\",\"telephone\":\"+49 721 9651-0\",\"legalName\":\"PTV Planung Transport Verkehr GmbH\",\"foundingDate\":\"1979-01-01\",\"vatID\":\"Umsatzsteuer-Identifikationsnummer gem\u00e4\u00df \u00a7 27a Umsatzsteuergesetz (UStG): DE 812 666 053\",\"numberOfEmployees\":{\"@type\":\"QuantitativeValue\",\"minValue\":\"201\",\"maxValue\":\"500\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/#\\\/schema\\\/person\\\/de706c517986e33de084979c5d833c41\",\"name\":\"Guest author: Wonyul Kang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=gf9316c8d0aced9938ffbd1fec1e81282\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=g\",\"caption\":\"Guest author: Wonyul Kang\"},\"description\":\"Wonyul Kang is the Director of the Institute of Vehicle Engineering (iVH), South Korea. He has been at the forefront of cutting-edge research, particularly in the realm of electric large-capacity BRT autonomous driving and intelligent safety systems for excavators. Wonyul is a seasoned Senior Researcher with a strong academic background in Automotive Engineering from Kookmin University. His expertise lies in the development of virtual drive environments for autonomous driving evaluation, vehicle dynamics modeling for ride comfort analysis, and safety monitoring technologies.\",\"url\":\"https:\\\/\\\/blog.ptvgroup.com\\\/en\\\/author\\\/wonyul-kang\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Creating a Digital Twin for Autonomous Vehicle Testing | PTV Blog","description":"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/","og_locale":"en_US","og_type":"article","og_title":"Creating a Digital Twin for Autonomous Vehicle Testing","og_description":"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles","og_url":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/","og_site_name":"PTV Blog","article_publisher":"https:\/\/www.facebook.com\/PTVGroupGlobal\/","article_published_time":"2024-08-28T08:05:46+00:00","article_modified_time":"2025-05-08T09:29:42+00:00","og_image":[{"width":1025,"height":577,"url":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png","type":"image\/png"}],"author":"Guest author: Wonyul Kang","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Guest author: Wonyul Kang","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#article","isPartOf":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/"},"author":{"name":"Guest author: Wonyul Kang","@id":"https:\/\/blog.ptvgroup.com\/en\/#\/schema\/person\/de706c517986e33de084979c5d833c41"},"headline":"Creating a Digital Twin for Autonomous Vehicle Testing","datePublished":"2024-08-28T08:05:46+00:00","dateModified":"2025-05-08T09:29:42+00:00","mainEntityOfPage":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/"},"wordCount":1167,"publisher":{"@id":"https:\/\/blog.ptvgroup.com\/en\/#organization"},"image":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#primaryimage"},"thumbnailUrl":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png","keywords":["Autonomous Vehicles"],"articleSection":["Modeling &amp; Planning","User Insights"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/","url":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/","name":"Creating a Digital Twin for Autonomous Vehicle Testing | PTV Blog","isPartOf":{"@id":"https:\/\/blog.ptvgroup.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#primaryimage"},"image":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#primaryimage"},"thumbnailUrl":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png","datePublished":"2024-08-28T08:05:46+00:00","dateModified":"2025-05-08T09:29:42+00:00","description":"AVs are transforming the future of transportation, The Institute of Vehicle Engineering has found innovative ways to test these vehicles","breadcrumb":{"@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#primaryimage","url":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png","contentUrl":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/07\/IVH-Virtual-Test.png","width":1025,"height":577,"caption":"iVH used PTV Vissim to create realistic test environments for AVs."},{"@type":"BreadcrumbList","@id":"https:\/\/blog.ptvgroup.com\/en\/user-insights\/creating-a-digital-twin-for-autonomous-vehicle-testing\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/blog.ptvgroup.com\/en\/"},{"@type":"ListItem","position":2,"name":"Creating a Digital Twin for Autonomous Vehicle Testing"}]},{"@type":"WebSite","@id":"https:\/\/blog.ptvgroup.com\/en\/#website","url":"https:\/\/blog.ptvgroup.com\/en\/","name":"PTV Blog","description":"We passionately write about technology which helps to plan and optimise the movement of people and goods.","publisher":{"@id":"https:\/\/blog.ptvgroup.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blog.ptvgroup.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/blog.ptvgroup.com\/en\/#organization","name":"PTV Group","url":"https:\/\/blog.ptvgroup.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/blog.ptvgroup.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2021\/11\/PTV_Group_Logo_black.jpg","contentUrl":"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2021\/11\/PTV_Group_Logo_black.jpg","width":1598,"height":362,"caption":"PTV Group"},"image":{"@id":"https:\/\/blog.ptvgroup.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/PTVGroupGlobal\/","https:\/\/www.instagram.com\/ptv_group\/","https:\/\/www.linkedin.com\/company\/ptv\/","https:\/\/www.youtube.com\/user\/ThePTVGroup","https:\/\/www.tiktok.com\/@ptv_group\/"],"description":"Our goal is to drive the future of mobility toward a cleaner, smarter, and safer world. With a legacy spanning over 40 years as a leading global software company for traffic planning, simulation, and real-time management, we have garnered extensive experience in the field of mobility.","email":"info@ptvgroup.com","telephone":"+49 721 9651-0","legalName":"PTV Planung Transport Verkehr GmbH","foundingDate":"1979-01-01","vatID":"Umsatzsteuer-Identifikationsnummer gem\u00e4\u00df \u00a7 27a Umsatzsteuergesetz (UStG): DE 812 666 053","numberOfEmployees":{"@type":"QuantitativeValue","minValue":"201","maxValue":"500"}},{"@type":"Person","@id":"https:\/\/blog.ptvgroup.com\/en\/#\/schema\/person\/de706c517986e33de084979c5d833c41","name":"Guest author: Wonyul Kang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=gf9316c8d0aced9938ffbd1fec1e81282","url":"https:\/\/secure.gravatar.com\/avatar\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=g","caption":"Guest author: Wonyul Kang"},"description":"Wonyul Kang is the Director of the Institute of Vehicle Engineering (iVH), South Korea. He has been at the forefront of cutting-edge research, particularly in the realm of electric large-capacity BRT autonomous driving and intelligent safety systems for excavators. Wonyul is a seasoned Senior Researcher with a strong academic background in Automotive Engineering from Kookmin University. His expertise lies in the development of virtual drive environments for autonomous driving evaluation, vehicle dynamics modeling for ride comfort analysis, and safety monitoring technologies.","url":"https:\/\/blog.ptvgroup.com\/en\/author\/wonyul-kang\/"}]}},"authors":[{"term_id":8275,"user_id":124,"is_guest":0,"slug":"wonyul-kang","display_name":"Guest author: Wonyul Kang","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/69a47c7cbbde3fc7dd83ca673be18ff16e1af28709b9c86c7cd4f22fae7d156f?s=96&d=blank&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/posts\/24423","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/users\/124"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/comments?post=24423"}],"version-history":[{"count":7,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/posts\/24423\/revisions"}],"predecessor-version":[{"id":27603,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/posts\/24423\/revisions\/27603"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/media\/24426"}],"wp:attachment":[{"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/media?parent=24423"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/categories?post=24423"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/tags?post=24423"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/blog.ptvgroup.com\/en\/wp-json\/wp\/v2\/ppma_author?post=24423"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}