Deep neural networks (DNNs) have achieved great success in many applications. The architectures of DNNs play a crucial role in their performance, which is usually manually …
Over the ages, nature has constantly been a rich source of inspiration for science, with much still to discover about and learn from. Swarm Intelligence (SI), a major branch of artificial …
C Zhang, S Ding - Knowledge-Based Systems, 2021 - Elsevier
Stochastic configuration network (SCN), as a novel incremental generation model with supervisory mechanism, has an excellent superiority in solving large-scale data regression …
Y Gu, W Lu, L Qin, M Li, Z Shao - Transportation research part C: emerging …, 2019 - Elsevier
Accurate and robust short-term traffic prediction is an important part of advanced traveler information systems. With the development of intelligent navigation and autonomous driving …
Y Gu, W Lu, X Xu, L Qin, Z Shao… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Short-term traffic volume prediction, which can assist road users in choosing appropriate routes and reducing travel time cost, is a significant topic of intelligent transportation system …
In the development of smart cities, the intelligent transportation system (ITS) plays a major role. The dynamic and chaotic nature of the traffic information makes the accurate …
Y Lin, L Li, H Jing, B Ran, D Sun - Accident Analysis & Prevention, 2020 - Elsevier
An imbalanced and small training sample can cause an incident detection model to have a low detection rate and a high false alarm rate. To solve the scarcity of incident samples, a …
Y Ren, H Jiang, N Ji, H Yu - Knowledge-Based Systems, 2022 - Elsevier
Traffic prediction is an important management tool for traffic guidance and control and an effective decision-making tool to help travelers plan routes and avoid congested road …
W Cai, J Yang, Y Yu, Y Song, T Zhou, J Qin - IEEE access, 2020 - ieeexplore.ieee.org
Accurate and reliable traffic flow forecasting is of importance for urban planning and mitigation of traffic congestion, and it is also the basis for the deployment of intelligent traffic …