Rapid localization and mapping method based on adaptive particle filters “2279

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SUMMARY

    The combination of 2 of 18 positioning and orientation techniques for localization and appropriate mapping methods are required for trajectory planning and safe navigation of AVs. The Adaptive Particle Filter (APF) is a particle filtering method supported by a resampling technique that allows the particles to follow approximately the actual positions of the trajectory and maintain accuracy. The authors extend the work conducted on non-semantic feature map reduction using K-means, global map generation using GMM, and localization using particle filters by adding a resampling technique to the particle filter (i.e., employing . . .

     

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