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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...

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Detalles Bibliográficos
Autores principales: Chen, Dandan, Zhang, Yong, Gao, Liangpeng, Geng, Nana, Li, Xuefeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
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.
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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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