{"product_id":"simulation-of-automotive-radar-point-clouds-in-standardized-frameworks-von-thomas-eder","title":"Simulation of Automotive Radar Point Clouds in Standardized Frameworks","description":"\u003cp\u003eThe simulation of the vehicle's environmental sensors, the so-called sensor simulation, is crucial for testing and validating autonomous driving. Automobile manufacturers are increasingly focusing on a standardized architecture with a high level of abstraction. In order to simulate the sensors, such as radar sensors, most realistically on a point cloud level, data-based methods are used in many cases. In general, and specifically in case of radar sensors, there are still challenges to be faced. Therefore, four research questions are addressed:\u003cbr\u003eIs it possible to generate synthetic training data for data-based models? Which statistical approaches are suitable to simulate radar point clouds and how shall their learning capacities be evaluated? Is there a modeling approach to circumvent the disadvantages of statistical modeling? How to tackle the statistical nature of radar sensors during validation?\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783736975361\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783736975361","offer_id":47437261209925,"sku":"9783736975361","price":59.88,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/148b3823-46da-43a4-b5a9-31ec6441f51f.jpg?v=1776494976","url":"https:\/\/shop.autorenwelt.de\/en\/products\/simulation-of-automotive-radar-point-clouds-in-standardized-frameworks-von-thomas-eder","provider":"Autorenwelt Shop","version":"1.0","type":"link"}