日本フィジカルAI新聞

世界のフィジカルAIを、日本語で。

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arXiv:1809.04167

Vehicle Localization and Control on Roads with Prior Grade Map

Vehicle Localization and Control on Roads with Prior Grade Map

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著者: Roya Firoozi, Jacopo Guanetti, Roberto Horowitz, Francesco Borrelli

分類: cs.RO

原文アブストラクト

We propose a map-aided vehicle localization method for GPS-denied environments. This approach exploits prior knowledge of the road grade map and vehicle on-board sensor measurements to accurately estimate the longitudinal position of the vehicle. Real-time localization is crucial to systems that utilize position-dependent information for planning and control. We validate the effectiveness of the localization method on a hierarchical control system. The higher level planner optimizes the vehicle velocity to minimize the energy consumption for a given route by employing traffic condition and road grade data. The lower level is a cruise control system that tracks the position-dependent optimal reference velocity. Performance of the proposed localization algorithm is evaluated using both simulations and experiments.