However, existing studies have not yet tested the methods on the real-world traffic data and they only focus on studying the rewards without interpreting the policies. In this paper, we propose a more effective deep reinforcement learning model for traffic light control. We test our method on ...
“Method” introduces our suggested Multi-Task Learning Fusion (MTEFU) algorithm based on deep learning, input feature analysis, and source task classification partitioning method. “Experiment” conducts analysis and experiments on the benchmark dataset. “Discussion” explores potential issues and ...
Thus, it allows to accurately follow simultaneously all bottlenecks' dynamics and evolution in near real-time even during intervention in the system, for example, by using an adaptive traffic light control system. Moreover, as our method is not based on the identification of historical patterns, ...
Define Traffic jams. Traffic jams synonyms, Traffic jams pronunciation, Traffic jams translation, English dictionary definition of Traffic jams. n a number of vehicles so obstructed that they can scarcely move ˈtraffic-ˌjammed adj Collins English D
2,Traffic Light Detection: A Learning Algorithm and Evaluations on Challenging Dataset 3,A Tlreshold Selection Method from Gray-Level Histograms 4,Research on Traffic Object Detection and Recognition in Urban Environment 5,Research on Detection and Recognition Method of Traffic Lights in Complex Scenes...
and 280% over the corresponding backbones across datasets. The ablation study and perturbation analysis validate the effectiveness and robustness of the proposed method. Our research reveals that high-order structures provide new perspectives for studying the dynamics of graphs and highlight the necessity...
Vehicular traffic control signals are located at the near side of the intersection and consist of three vertically aligned discs of 200mm diameter (300mm at 70km/h approach speed or in the case of particular safety needs) with the red light on top, yellow (amber) in the middle and green...
Therefore, simulation-based approach is a viable method for investigating work zone crashes especially under adverse weather conditions when the actual field data is usually scarce. In the present study, a holistic framework is developed for studying the traffic safety in work zones under adverse ...
Following, we describe the data preprocessing method to prepare the data. Next, we depict the novelty detection algorithms used to build our detection models. Finally, we point out the evaluation method. NetFlow NetFlow24 is a lightweight protocol to collect statistical data from network traffic. ...
It is able to represent the comfort, safety, and security characteristics of transit stops and on-board vehicles, such as light, seating, cover, safety, and security provisions at stops, and air conditioner, safety equipment, and comfortable seats of on-board vehicles. In addition to spatial ...