In this paper, we present an novel adaptive traffic signal control scheme in the urban road network based on MARL. In the scheme, we adopt a delay time estimation model with network-wide coordination to estimate the total delay time of vehicles for each road link, and control traffic signals...
Reinforcement learning (RL) has been the object of investigation of many recent papers as a promising approach to control such a stochastic environment. The goal of this paper is to analyze the feasibility of RL, particularly the use of Q-learning algorithm for adaptive traffic signal control in...
Many traffic control systems, such as RHODES (Head et al., 1992) and UTOPIA (Mauro and Di Taranto, 1989), incorporate network signal control at the strategic level of a hierarchical control structure, to take into account the influence of travellers’ route choice behaviour. From a network ...
Traffic signal control systemsTransportation departmentsUrban transportationIn the current Regional Transportation Plan (RTP) for Southern California, the Southern California Association of Governments (SCAG) identifies dedicated truck lanes as a means to more efficiently keep goods movement flowing smoothly, ...
Adaptive traffic signal control, which adjusts traffic signal timing according to real-time traffic, has been shown to be an effective method to reduce traffic congestion. Available works on adaptive traffic signal control make responsive traffic signal control decisions based on human-crafted features...
Presents a distributed approach to traffic signal control, where the signal timing parameters are a given intersection are adjusted as functions of the local traffic condition and of the signal timing parameters at adjacent intersections. The signal timing at an intersection is defined by three paramet...
Adaptive Traffic Control System adapts to real time traffic patterns to optimize the traffic flow by dynamically changing the green split timings. ATCS algorithm adjusts traffic signal timings continuously based on the traffic demand at the intersections and anticipated arrivals from adjacent intersections...
www.cfluid.com|基于2个网页 3. 自适应交通控制 文献[28] 将自适应公交调度(adaptive transit operation)策略和自适应交通控制(adaptive signal control)策略同时进行应用研究。 www.docin.com|基于 1 个网页
Adaptive traffic signal control in a connected vehicle environment has shown a powerful ability to effectively alleviate urban traffic congestions to achieve desirable objectives (e.g., delay minimization). Connected vehicle technology, as an emerging technology, is a mobile data platform that enables ...
Dave Mckenney,Tony White.Distributed and adaptive traffic signal control within a realistic traffic simulation.Engineering Applications of Artificial Intelligence. 2013Mc Kenney D, White T (2013) "Distributed and adaptive traffic signal control within a realistic traffic simulation". Eng App Arti Inte ...