Research on Map Matching Method Based on Hidden Markov Model

<div class="section abstract"><div class="htmlview paragraph">For the matching defects of the map matching algorithm based on geometry information or topological information, this paper studies a global matching algorithm based on hidden Markov model and Viterbi algorithm. The candidate segments are selected based on the error circle area, the observation probability is calculated by the distance error and the direction error, the transition probability is calculated based on the distance similarity and the variation trend of distance error, the implicit state sequence of the highest probability (i.e., the best matching track) is calculated by Viterbi algorithm. Experimental results verify the effectiveness of the proposed algorithm.</div></div>

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Publication Details

Journal
SAE technical papers on CD-ROM/SAE technical paper series
Published
2025-02-21
DOI
https://doi.org/10.4271/2025-01-7160
Primary Topic
Data Management and Algorithms
Type
article
Field-Weighted Citation Impact
0.00
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article

Research on Map Matching Method Based on Hidden Markov Model

Xu Zhang, Hongbin Zhang
SAE technical papers on CD-ROM/SAE technical paper series
Data Management and Algorithms
article

Research on Map Matching Method Based on Hidden Markov Model

Xu Zhang, Hongbin Zhang
article en

Abstract

<div class="section abstract"><div class="htmlview paragraph">For the matching defects of the map matching algorithm based on geometry information or topological information, this paper studies a global matching algorithm based on hidden Markov model and Viterbi algorithm. The candidate segments are selected based on the error circle area, the observation probability is calculated by the distance error and the direction error, the transition probability is calculated based on the distance similarity and the variation trend of distance error, the implicit state sequence of the highest probability (i.e., the best matching track) is calculated by Viterbi algorithm. Experimental results verify the effectiveness of the proposed algorithm.</div></div>

SAE technical papers on CD-ROM/SAE technical paper seriesVol. 1
University College London (GB)
Openalex Percentile: Top 97%
Data Management and Algorithms
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