Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore
This study examines the relationship between weather factors (rainfall, temperature, and wind speed) and the speed bands of vehicles on the Pan Island Expressway in Singapore during peak morning traffic hours. Using data from June, July, August, September, and December 2022, the analysis focuses on...
Saved in:
Main Author: | |
---|---|
Other Authors: | |
Format: | Final Year Project |
Language: | English |
Published: |
Nanyang Technological University
2023
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/167905 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-167905 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1679052023-06-09T15:34:28Z Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore Sim, Jack Jia Jing Zhu Feng School of Civil and Environmental Engineering zhufeng@ntu.edu.sg Engineering::Civil engineering::Transportation This study examines the relationship between weather factors (rainfall, temperature, and wind speed) and the speed bands of vehicles on the Pan Island Expressway in Singapore during peak morning traffic hours. Using data from June, July, August, September, and December 2022, the analysis focuses on different road categories and conducts separate or combined month analyses. Traffic data was collected from the Land Transport Authority (LTA) DataMall, and weather data was acquired from Data.gov.sg. Multiple linear regression was performed to investigate the relationships between weather factors and average speed across different road categories. The findings reveal that weather factors have limited explanatory power for average speed variations across different road categories, with weak correlations between average speed and weather factors. The R-squared values range from 0.5% to 14.5%, indicating that other factors not considered in this analysis might have a more significant impact on average speed. Further research is required to develop a more comprehensive understanding of the determinants of average speed on various road categories. This study contributes to the literature on the complex relationship between weather factors and road safety, informing traffic management strategies, road safety initiatives, and urban planning efforts. Bachelor of Engineering (Civil) 2023-06-05T05:58:34Z 2023-06-05T05:58:34Z 2023 Final Year Project (FYP) Sim, J. J. J. (2023). Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/167905 https://hdl.handle.net/10356/167905 en application/pdf Nanyang Technological University |
institution |
Nanyang Technological University |
building |
NTU Library |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
NTU Library |
collection |
DR-NTU |
language |
English |
topic |
Engineering::Civil engineering::Transportation |
spellingShingle |
Engineering::Civil engineering::Transportation Sim, Jack Jia Jing Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
description |
This study examines the relationship between weather factors (rainfall, temperature, and wind speed) and the speed bands of vehicles on the Pan Island Expressway in Singapore during peak morning traffic hours. Using data from June, July, August, September, and December 2022, the analysis focuses on different road categories and conducts separate or combined month analyses. Traffic data was collected from the Land Transport Authority (LTA) DataMall, and weather data was acquired from Data.gov.sg. Multiple linear regression was performed to investigate the relationships between weather factors and average speed across different road categories.
The findings reveal that weather factors have limited explanatory power for average speed variations across different road categories, with weak correlations between average speed and weather factors. The R-squared values range from 0.5% to 14.5%, indicating that other factors not considered in this analysis might have a more significant impact on average speed. Further research is required to develop a more comprehensive understanding of the determinants of average speed on various road categories. This study contributes to the literature on the complex relationship between weather factors and road safety, informing traffic management strategies, road safety initiatives, and urban planning efforts. |
author2 |
Zhu Feng |
author_facet |
Zhu Feng Sim, Jack Jia Jing |
format |
Final Year Project |
author |
Sim, Jack Jia Jing |
author_sort |
Sim, Jack Jia Jing |
title |
Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
title_short |
Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
title_full |
Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
title_fullStr |
Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
title_full_unstemmed |
Impact of weather factors on traffic conditions and road safety: a case study of Pan Island Expressway in Singapore |
title_sort |
impact of weather factors on traffic conditions and road safety: a case study of pan island expressway in singapore |
publisher |
Nanyang Technological University |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/167905 |
_version_ |
1772827170126692352 |