From Maps to Models: Computing Velocity Models for Turn Prediction Using OpenStreetMap Data

Matthias Graichen, Lisa Graichen

2023

Abstract

Analyzing and modeling behavioral data from driving studies can be challenging and often entails numerous steps of data handling, preparation, and aggregation before the final data modeling and extraction of results can be performed. In research papers, these steps are often described only briefly due to the natural limitation of words and intended focus on the related research questions. However, for smaller research groups or individual researchers without IT experts, the engineering of appropriate data processing pipelines for this type of research can be challenging. To address this issue, this work presents a step-by-step guide on how we tackled one of these challenges in our recent research activities. Our work focused on the implementation of a published algorithm for the prediction of turning maneuvers at intersections, which partly relies on map data for computing path curvature. We describe how we used freely available technologies and which steps were applied for building a data processing pipeline to enrich the recorded driving data with map data obtained via the OpenStreetMap platform and API.

Paper Citation

in Harvard Style

Graichen M. and Graichen L. (2023). From Maps to Models: Computing Velocity Models for Turn Prediction Using OpenStreetMap Data. In Proceedings of the 9th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS, ISBN 978-989-758-652-1, SciTePress, pages 313-320. DOI: 10.5220/0011970400003479

in Bibtex Style

@conference{vehits23,
author={Matthias Graichen and Lisa Graichen},
title={From Maps to Models: Computing Velocity Models for Turn Prediction Using OpenStreetMap Data},
booktitle={Proceedings of the 9th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,},
year={2023},
pages={313-320},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011970400003479},
isbn={978-989-758-652-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 9th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,
TI - From Maps to Models: Computing Velocity Models for Turn Prediction Using OpenStreetMap Data
SN - 978-989-758-652-1
AU - Graichen M.
AU - Graichen L.
PY - 2023
SP - 313
EP - 320
DO - 10.5220/0011970400003479
PB - SciTePress