Comparing a Linear Filter with a ML-based Approach for Modeling Perception Errors of Automated Vehicles

2022 International Conference on Connected Vehicle and Expo (ICCVE)(2022)

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摘要
Virtual tests are used increasingly to assess automated driving. They are generally based on ground truth information. The perception process of automated vehicles with sensors provides a shifted, erroneous view of the environment. Within the virtual assessment process of automated driving, it is necessary to restore this sensor view for the automated driving function to ensure realistic testing. ...
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关键词
Maximum likelihood detection,Connected vehicles,Nonlinear filters,Sensors,Testing
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