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The impact of rainfall on the temporal and spatial distribution of taxi passengers
This paper focuses on the impact of rainfall on the temporal and spatial distribution of taxi passengers. The main objective is to provide guidance for taxi scheduling on rainy days. To this end, we take the occupied and empty states of taxis as units of analysis. By matching a taxi's GPS data...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5584943/ https://www.ncbi.nlm.nih.gov/pubmed/28873430 http://dx.doi.org/10.1371/journal.pone.0183574 |
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author | Chen, Dandan Zhang, Yong Gao, Liangpeng Geng, Nana Li, Xuefeng |
author_facet | Chen, Dandan Zhang, Yong Gao, Liangpeng Geng, Nana Li, Xuefeng |
author_sort | Chen, Dandan |
collection | PubMed |
description | This paper focuses on the impact of rainfall on the temporal and spatial distribution of taxi passengers. The main objective is to provide guidance for taxi scheduling on rainy days. To this end, we take the occupied and empty states of taxis as units of analysis. By matching a taxi's GPS data to its taximeter data, we can obtain the taxi's operational time and the taxi driver's income from every unit of analysis. The ratio of taxi operation time to taxi drivers' income is used to measure the quality of taxi passengers. The research results show that the spatio-temporal evolution of urban taxi service demand differs based on rainfall conditions and hours of operation. During non-rush hours, taxi demand in peripheral areas is significantly reduced under increasing precipitation conditions, whereas during rush hours, the demand for highly profitable taxi services steadily increases. Thus, as an intelligent response for taxi operations and dispatching, taxi services should guide cruising taxis to high-demand regions to increase their service time and ride opportunities. |
format | Online Article Text |
id | pubmed-5584943 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55849432017-09-15 The impact of rainfall on the temporal and spatial distribution of taxi passengers Chen, Dandan Zhang, Yong Gao, Liangpeng Geng, Nana Li, Xuefeng PLoS One Research Article This paper focuses on the impact of rainfall on the temporal and spatial distribution of taxi passengers. The main objective is to provide guidance for taxi scheduling on rainy days. To this end, we take the occupied and empty states of taxis as units of analysis. By matching a taxi's GPS data to its taximeter data, we can obtain the taxi's operational time and the taxi driver's income from every unit of analysis. The ratio of taxi operation time to taxi drivers' income is used to measure the quality of taxi passengers. The research results show that the spatio-temporal evolution of urban taxi service demand differs based on rainfall conditions and hours of operation. During non-rush hours, taxi demand in peripheral areas is significantly reduced under increasing precipitation conditions, whereas during rush hours, the demand for highly profitable taxi services steadily increases. Thus, as an intelligent response for taxi operations and dispatching, taxi services should guide cruising taxis to high-demand regions to increase their service time and ride opportunities. Public Library of Science 2017-09-05 /pmc/articles/PMC5584943/ /pubmed/28873430 http://dx.doi.org/10.1371/journal.pone.0183574 Text en © 2017 Chen et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Chen, Dandan Zhang, Yong Gao, Liangpeng Geng, Nana Li, Xuefeng The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title | The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title_full | The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title_fullStr | The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title_full_unstemmed | The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title_short | The impact of rainfall on the temporal and spatial distribution of taxi passengers |
title_sort | impact of rainfall on the temporal and spatial distribution of taxi passengers |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5584943/ https://www.ncbi.nlm.nih.gov/pubmed/28873430 http://dx.doi.org/10.1371/journal.pone.0183574 |
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