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...

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Main Author: Sim, Jack Jia Jing
Other Authors: Zhu Feng
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/167905
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Institution: Nanyang Technological University
Language: English
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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
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