Cargando…
Personalized Route Planning System Based on Driver Preference
At present, most popular route navigation systems only use a few sensed or measured attributes to recommend a route. Yet the optimal route considered by drivers needs be based on multiple objectives and multiple attributes. As a result, these existing systems based on a single or few attributes may...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747472/ https://www.ncbi.nlm.nih.gov/pubmed/35009553 http://dx.doi.org/10.3390/s22010011 |
_version_ | 1784630845176283136 |
---|---|
author | Wang, Ren Zhou, Mengchu Gao, Kaizhou Alabdulwahab, Ahmed Rawa, Muhyaddin J. |
author_facet | Wang, Ren Zhou, Mengchu Gao, Kaizhou Alabdulwahab, Ahmed Rawa, Muhyaddin J. |
author_sort | Wang, Ren |
collection | PubMed |
description | At present, most popular route navigation systems only use a few sensed or measured attributes to recommend a route. Yet the optimal route considered by drivers needs be based on multiple objectives and multiple attributes. As a result, these existing systems based on a single or few attributes may fail to meet such drivers’ needs. This work proposes a driver preference-based route planning (DPRP) model. It can recommend an optimal route by considering driver preference. We collect drivers’ preferences, and then provide a set of routes for their choice when they need. Next, we present an integrated algorithm to solve DPRP, which speeds up the search process for recommending the best routes. Its computation cost can be reduced by simplifying a road network and removing invalid sub-routes. Experimental results demonstrate its effectiveness. |
format | Online Article Text |
id | pubmed-8747472 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87474722022-01-11 Personalized Route Planning System Based on Driver Preference Wang, Ren Zhou, Mengchu Gao, Kaizhou Alabdulwahab, Ahmed Rawa, Muhyaddin J. Sensors (Basel) Article At present, most popular route navigation systems only use a few sensed or measured attributes to recommend a route. Yet the optimal route considered by drivers needs be based on multiple objectives and multiple attributes. As a result, these existing systems based on a single or few attributes may fail to meet such drivers’ needs. This work proposes a driver preference-based route planning (DPRP) model. It can recommend an optimal route by considering driver preference. We collect drivers’ preferences, and then provide a set of routes for their choice when they need. Next, we present an integrated algorithm to solve DPRP, which speeds up the search process for recommending the best routes. Its computation cost can be reduced by simplifying a road network and removing invalid sub-routes. Experimental results demonstrate its effectiveness. MDPI 2021-12-21 /pmc/articles/PMC8747472/ /pubmed/35009553 http://dx.doi.org/10.3390/s22010011 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wang, Ren Zhou, Mengchu Gao, Kaizhou Alabdulwahab, Ahmed Rawa, Muhyaddin J. Personalized Route Planning System Based on Driver Preference |
title | Personalized Route Planning System Based on Driver Preference |
title_full | Personalized Route Planning System Based on Driver Preference |
title_fullStr | Personalized Route Planning System Based on Driver Preference |
title_full_unstemmed | Personalized Route Planning System Based on Driver Preference |
title_short | Personalized Route Planning System Based on Driver Preference |
title_sort | personalized route planning system based on driver preference |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747472/ https://www.ncbi.nlm.nih.gov/pubmed/35009553 http://dx.doi.org/10.3390/s22010011 |
work_keys_str_mv | AT wangren personalizedrouteplanningsystembasedondriverpreference AT zhoumengchu personalizedrouteplanningsystembasedondriverpreference AT gaokaizhou personalizedrouteplanningsystembasedondriverpreference AT alabdulwahabahmed personalizedrouteplanningsystembasedondriverpreference AT rawamuhyaddinj personalizedrouteplanningsystembasedondriverpreference |