Enhancing road traffic flow in sustainable cities through transformer models: Advancements and challenges

S Soudeep, MLN Aurthy, JR Jim, MF Mridha… - Sustainable Cities and …, 2024 - Elsevier
Efficient traffic flow is crucial for sustainable cities, as it directly impacts energy consumption,
pollution levels, and overall quality of life. The integration of superficial intelligence …

Predicting vehicle travel time on city streets for trip preplanning and predicting heavy traffic for proactive control of street congestion

S Nofal - Scientific reports, 2024 - nature.com
We investigate if the vehicle travel time after 6 h on a given street can be predicted, provided
the hourly vehicle travel time on the street in the last 19 h. Likewise, we examine if the traffic …

HSFE: A hierarchical spatial-temporal feature enhanced framework for traffic flow forecasting

J Lou, X Zhang, R Wang, Z Liu, K Zhao, Q Shen - Information Sciences, 2024 - Elsevier
Currently, spatio-temporal fusion strategy is a key direction in traffic flow prediction. Current
work employs a higher degree of spatio-temporal self-attention in order to capture spatio …

Fostering innovation in urban transportation risk management: A multi-sector collaborative benchmarking platform

MS Dao, HQ Ung, S Ito, S Wada… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The paper aims to present a collaboration between the industry and government sectors,
focusing on creating a benchmarking platform for predicting urban risk transportation …