Abstract: Highlights•The FRBPF is proposed to deal with OpenStreetMap and sensor data uncertainties.•A contraction algorithm is developed to reduce the volume of box particles.•Theoretical proofs about the features-refined contractions are derived.•A weight balance strategy is designed to improve the performance of FRBPF.
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