{"product_id":"simulation-of-automotive-radar-point-clouds-in-standardized-frameworks-9783736975361","title":"Simulation of Automotive Radar Point Clouds in Standardized Frameworks","description":"\u003cp\u003e • Author(s): Thomas Eder\u003cbr\u003e • Publisher: Cuvillier\u003cbr\u003e • Publisher Imprint: Cuvillier\u003cbr\u003e • BISAC: Engineering (General)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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: Is 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","brand":"Cuvillier","offers":[{"title":"Paperback","offer_id":45570181955735,"sku":"9783736975361","price":4433.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783736975361.webp?v=1767936962","url":"https:\/\/atlanticbooks.com\/products\/simulation-of-automotive-radar-point-clouds-in-standardized-frameworks-9783736975361","provider":"Atlantic Books","version":"1.0","type":"link"}