This paper investigates the significance of a traffic signal control scheme that simultaneously adjusts all signal parameters, i.e., cycle time, split time and offset, in a road network. A novel framework of model predictive control (MPC) is designed that overcomes the limitations of other MPC...
TSLib: A framework for Traffic Signal Control using deep reinforcement learning and Benchmarking - GitHub - Laysest/tslib: TSLib: A framework for Traffic Signal Control using deep reinforcement learning and Benchmarking
In this article, we propose a new method of traffic signal control based on the predicted distribution of traffic jams. First, we built a forecasting model to predict the probability distribution of vehicles being in a traffic jam during each period of the traffic signals. A dynamic Bayesian ne...
Signal control has been effective to alleviate urban traffic congestion. Massive related works about signal timing optimization have been proposed and led to many signal control methods and systems. In recent years, reinforcement learning (RL) algorithms have attracted the increasing attention of research...
In this study, a real-time traffic control system on the basis of VANETs is proposed. This system estimates the queue lengths in each lane and determines cycle lengths and green splits for a traffic signal controller. The performance of the proposed algorithm is evaluated by conducting simulatio...
The emergence of new requirements from different user groups characterises the recent developments in the area of traffic signal control. Apart from car traffic, the needs of public transport users as well as pedestrians and others have to be considered and to be balanced. This paper refers to ...
aWhen approaching an intersection with an inoperative traffic control signal or no traffic lights, stop signs or yield signs,treat it as you would a 4-way stop. 当接近一个交叉点用一个无效果的交通控制信号或没有红绿灯时,停车牌或退让信号,对待它,您会4方式中止。 [translate] ...
Two-player cooperation game model was introduced to solve the two-phase traffic control for single intersection in this paper. The traffic signal control problem of single intersection with two phases belonged to the two-player cooperation game model when each phase was defined as a player of game...
New technologies such as connected and autonomous vehicles and Co-operative Intelligent Transportation Systems (C-ITS) are going to change the future of traffic control and management. Traffic signal control systems can be reorganized by using Floating Car Data (FCD), yet the concept of floating ...
This paper presents an integrated traffic control framework for traffic signal optimization and vehicle microscopic control of CAVs at an isolated signalized intersection to reduce fuel consumption and improve transportation sustainability. Firstly, considering the higher controllability of CAVs, the Minimizing...