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Traffic flow prediction using bi-directional gated recurrent unit method
Traffic flow prediction plays an important role in intelligent transportation systems. To accurately capture the complex non-linear temporal...
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High-resolution spatiotemporal inference of urban road traffic emissions using taxi GPS and multi-source urban features data: a case study in Chengdu, China
The spatial heterogeneity and temporal variability of traffic in urban environments make traffic emissions inference challenging. To address this...
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Scalable flood inundation map** using deep convolutional networks and traffic signage
Floods are one of the most prevalent and costliest natural hazards globally. The safe transit of people and goods during a flood event requires fast...
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Computing traffic accident high-risk locations using graph analytics
Several studies on traffic accident hot spots have adopted spatial statistics and Geographic Information Systems where spatial point patterns are...
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Effect of Urban Terrain on Traffic Noise Propagation (a Case Study of Moscow)
AbstractThis article presents the results of vehicle noise measurements in ten key sites in Moscow in 2019 with dissected meso- and microrelief of...
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Visualization and Assessment of the Effect of Roadworks on Traffic Congestion Using AVL Data of Public Transit
Congestion-free movement of traffic during peak hours in urban areas is rarely witnessed nowadays. Several factors are responsible for traffic...
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Interaction of Urban Traffic Network Structure and Carbon Emission Intensity: A Case Study in Shenzhen
AbstractFacing global climate change, reducing carbon emissions from transportation has become an important part of building sustainable cities....
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Predicting road flooding risk with crowdsourced reports and fine-grained traffic data
The objective of this study is to predict road flooding risks based on topographic, hydrologic, and temporal precipitation features using machine...
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Impacts of traffic accessibility on ecosystem services: An integrated spatial approach
The continuous degradation of ecosystem services is an important challenge faced by the world. Improvements in transportation infrastructure have had...
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Effects of traffic signal coordination on the safety performance of urban arterials
Urban traffic congestion and crashes have been considered by city planners as critical challenges to the economic development of the city. Traffic...
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Traffic accessibility and the coupling degree of ecosystem services supply and demand in the middle reaches of the Yangtze River urban agglomeration, China
The spatial relationships between traffic accessibility and supply and demand (S&D) of ecosystem services (ESs) are essential for the formulation of...
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Traffic speed map** with cellular network signaling data by FOSS4G
Map** traffic speed on road networks is crucial for urban traffic management and the development of intelligent transportation systems....
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A GIS-based assessment of long-term traffic accidents using spatiotemporal and empirical Bayes analysis in Turkey
The number of traffic fatalities continues to rise steadily throughout the world. In 2016, it reached 1.35 million. The spatiotemporal analysis makes...
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Visual recognition for urban traffic data retrieval and analysis in major events using convolutional neural networks
Accurate and prompt traffic data are necessary for the successful management of major events. Computer vision techniques, such as convolutional...
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Investigating mandatory and non-mandatory trip patterns based on socioeconomic characteristics and traffic analysis zone features using deep neural networks
Forecasting travel demand is a classic problem in transportation planning. The models made for this purpose take the socioeconomic characteristics of...
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An Experimental Analysis of Reward Functions for Adaptive Traffic Signal Control System
Adaptive traffic signal control (ATSC) can play an effective role to reduce traffic congestion which becomes a serious issue in any urban area. The...
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Beating the Traffic: Civil Society Participation in Transport Reforms and Innovations in Metro Manila, Philippines
Traffic congestion is synonymous with Metro Manila, the capital of the PhilippinesPhilippines. With a population of almost 13 million people, travel...
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Traffic Regulator Detection Using GPS Trajectories
This paper explores the idea of enriching maps with features predicted from GPS trajectories. More specifically, it proposes a method of classifying...
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A New Cellular Automaton Model for Traffic Flow Based on Biham, Middleton, and Levine (BML) Model
Traffic light systems in cities are a very important topic to study due to many challenges such as traffic congestion, traffic accidents, and...
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Citywide Traffic Analysis Based on the Combination of Visual and Analytic Approaches
A method for citywide traffic analysis is introduced based on the combination of visual and analytical approaches. Large volumes of GPS data...
